Pan_ICI_iAtlas_Skin_Kidney_Meta.txt

sample	Sequencing_Method	Analyte	Biopsy_Site	Specific_Biopsy_Site	Metastatic_Biopsy	Sample_Treated	Sample_Treatment	Sample_Type	Normal	Primary_Tumor	Read_Length	Batch_ID	Sequencer	Sequencer_ID	Sample_Prep	FFPE	Storage	Storage_Method	File_Prefix	Run_Name	Pre_On_Treatment_Match	Somatic_Workflow_Match	Center	Patient_ID	TCGA_Study	TCGA_Subtype	Cancer_Tissue	Tissue_Subtype	M_Stage	Metastasized	Clinical_Stage	Response	Responder	Progression	Clinical_Benefit	OS	OS.time	OS.event	PFI	PFI.time	PFI.event	Age	Sex	Race	Caucasian	Asian	African	Nat_American	Pac_Islander	Likely_Caucasian	ICI_Rx	aPD1_Rx	aCTLA4_Rx	ICI_Pathway	ICI_Target	Non_ICI_Rx	NeoICI_Rx	ICI_Tx	aPD1_Tx	aCTLA4_Tx	aCTLA4_aPD1_Tx	Non_ICI_Tx	NeoICI_Tx	Prior_Rx	Prior_ICI_Rx	Prior_Tx	Prior_ICI_Tx	Prior_aCTLA4_Tx	Prior_aMAPK_Tx	Subsq_Rx	Subsq_ICI_Rx	Subsq_Tx	Subsq_ICI_Tx	Subsq_aCTLA4_aPD1_Tx	Subsq_aCTLA4_Tx	Subsq_aMAPK_Tx	Patient_Name	Dataset	IMPRES	TIDE_No_Benefits	TIDE_Responder	TIDE	TIDE_IFNG	TIDE_MSI	TIDE_CD274	TIDE_CD8	TIDE_CTL_Flag	TIDE_Dysfunction	TIDE_Exclusion	TIDE_MDSC	TIDE_CAF	TIDE_TAM_M2	TIDE_CTL	Dataset_Cancer_Tissue...95	Dataset_Cancer_Tissue...96	Choueiri_CCR_2016_Kidney	Gide_Cell_2019_Skin	HugoLo_IPRES_2016_Skin	IMmotion150_Kidney	IMVigor210_Bladder	Kim_NatMed_2018_Stomach	Liu_NatMed_2019_Skin	Miao_Science_2018_Kidney	Prins_GBM_2019_Brain	Riaz_Nivolumab_2017_Skin	VanAllen_antiCTLA4_2015_Skin	Zhao_NatMed_2019_Brain	Feature
Gide_Cell_2019.iP01.ar.887	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208887	ar-887	iP01	NA	Melanoma Institute Australia	Gide_Cell_2019-iP01	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	689	0	1	15	1	42	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP01	Gide_Cell_2019	11	FALSE	FALSE	1.18191888	-0.616365298	0.450454075	-0.839935762	-1.117608937	FALSE	-0.274826585	1.18191888	0.08695544	-0.011028552	0.097903258	-0.920733732	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP01.ar.888	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208888	ar-888	iP01	NA	Melanoma Institute Australia	Gide_Cell_2019-iP01	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	689	0	1	15	1	42	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP01	Gide_Cell_2019	7	TRUE	FALSE	1.76664354	-2.167809084	0.179667245	-2.470297877	-2.30750794	FALSE	-1.194037747	1.76664354	0.16400189	0.01018701	0.088691624	-2.098403269	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP02.ar.898	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208898	ar-898	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP02	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	530	0	1	34	1	41	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP02	Gide_Cell_2019	10	TRUE	FALSE	2.011015242	-1.453492716	0.073219637	-2.08675596	-1.518378342	FALSE	0.236616877	2.011015242	0.162550443	0.111204535	0.03076679	-1.395939694	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP04.ar.561	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR3262561	ar-561	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP04	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	129	0	1	39	1	48	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP04	Gide_Cell_2019	9	FALSE	FALSE	1.218071245	-0.057986365	0.790817104	-1.466487017	-1.794596098	FALSE	-1.018112542	1.218071245	0.066099746	0.0322124	0.08366571	-1.3355231	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP06.ar.924	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208924	ar-924	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP06	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	108	1	1	41	1	75	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP06	Gide_Cell_2019	11	FALSE	FALSE	0.370506976	-0.546222716	0.411303908	-2.790542614	-0.704963111	FALSE	-0.338869498	0.370506976	0.035944482	-0.008585123	0.032000282	-0.444116884	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP07.ar.562	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR3262562	ar-562	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP07	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	169	0	0	81	0	59	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP07	Gide_Cell_2019	8	FALSE	FALSE	0.326782341	1.223474816	0.787930851	-2.421001527	0.621424561	FALSE	-0.909623356	0.326782341	0.066420363	-0.041660743	0.001325378	0.400397752	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP08.ar.926	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208926	ar-926	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP08	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	637	0	1	81	1	55	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP08	Gide_Cell_2019	10	FALSE	FALSE	0.894782122	-1.521682531	0.442633539	-2.366106572	-1.394128374	FALSE	-2.086376496	0.894782122	0.135801364	-0.106011212	0.080487384	-1.529993645	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP09.ar.927	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208927	ar-927	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP09	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	156	1	1	81	1	56	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP09	Gide_Cell_2019	9	FALSE	FALSE	0.954148171	-0.945068477	0.776186405	-0.95534591	-1.860387259	FALSE	-1.253547095	0.954148171	0.034399411	0.06485631	0.044462844	-1.66752319	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP10.ar.889	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208889	ar-889	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP10	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	176	1	1	81	1	51	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP10	Gide_Cell_2019	9	TRUE	FALSE	2.357493846	-1.419221202	0.124549695	-2.899401133	-1.40774681	FALSE	-1.418958835	2.357493846	0.169772266	0.106678185	0.081420702	-1.670408882	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP12.ar.890	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208890	ar-890	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP12	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	293	0	1	82	1	55	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP12	Gide_Cell_2019	11	FALSE	FALSE	1.58452089	0.248016672	0.499422085	0.211149358	0.970230565	TRUE	1.58452089	-1.730341364	-0.205576356	-0.027775428	-0.018217743	1.061004346	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP13.ar.891	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208891	ar-891	iP13	NA	Melanoma Institute Australia	Gide_Cell_2019-iP13	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	357	1	0	108	0	68	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP13	Gide_Cell_2019	11	FALSE	FALSE	2.36665539	1.504672609	0.472022397	1.76826917	3.731992459	TRUE	2.36665539	-4.480833646	-0.425403762	-0.123416693	-0.115313083	3.638272484	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP13.ar.892	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208892	ar-892	iP13	NA	Melanoma Institute Australia	Gide_Cell_2019-iP13	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	357	1	0	108	0	68	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP13	Gide_Cell_2019	12	FALSE	FALSE	0.584543201	2.258293502	0.661273251	2.296146785	3.168727904	TRUE	0.584543201	-3.659289886	-0.212388121	-0.220189107	-0.115982799	2.697338769	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP14.ar.893	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208893	ar-893	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP14	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	691	0	0	123	0	47	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP14	Gide_Cell_2019	9	TRUE	FALSE	2.029015804	-1.641065518	0.619176468	-1.637723704	-1.811893821	FALSE	-1.476163889	2.029015804	0.152492649	0.048664627	0.102891592	-1.418590101	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP15.ar.894	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208894	ar-894	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP15	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	660	1	0	152	0	57	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP15	Gide_Cell_2019	11	FALSE	FALSE	0.700503871	-0.93707043	0.529175782	-1.749559592	-1.335423889	FALSE	-1.273750526	0.700503871	0.090555143	-0.03831952	0.048655742	-1.507540171	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP17.ar.895	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208895	ar-895	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP17	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	196	0	0	196	0	48	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP17	Gide_Cell_2019	9	FALSE	FALSE	2.651007688	-0.950635069	0.397756947	-2.865432263	-1.233749117	FALSE	-0.330537085	2.651007688	0.180859304	0.162148696	0.053048078	-1.032690494	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP19.ar.896	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208896	ar-896	iP19	NA	Melanoma Institute Australia	Gide_Cell_2019-iP19	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	635	0	0	301	0	56	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP19	Gide_Cell_2019	11	FALSE	FALSE	0.208128884	1.863583991	0.603733731	1.910384886	1.552835966	TRUE	0.208128884	-2.143159064	-0.119048489	-0.140354979	-0.055753483	1.654838251	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP19.ar.897	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208897	ar-897	iP19	NA	Melanoma Institute Australia	Gide_Cell_2019-iP19	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	635	0	0	301	0	56	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP19	Gide_Cell_2019	12	FALSE	TRUE	-0.776574357	-0.12544209	0.283474058	-0.017559247	0.100449013	FALSE	-0.506355869	-0.776574357	-0.021033486	-0.142492801	0.053545409	-0.0975194	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP20.ar.899	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208899	ar-899	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP20	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	538	0	0	386	0	57	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP20	Gide_Cell_2019	11	FALSE	FALSE	1.772557188	-0.097283104	0.439505087	0.154976909	0.56073434	TRUE	1.772557188	-3.687870526	-0.252379588	-0.325581095	0.019505539	0.93642177	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP21.ar.900	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208900	ar-900	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP21	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	410	0	0	410	0	63	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP21	Gide_Cell_2019	13	FALSE	FALSE	0.864388608	1.020720453	0.368181394	2.016877809	1.405158828	TRUE	0.864388608	-0.648974765	-0.007734117	-0.031545114	-0.047571227	1.270340642	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP23.ar.901	RNA-Seq	RNA	Brain	Brain	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208901	ar-901	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP23	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	506	0	0	506	0	51	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP23	Gide_Cell_2019	9	FALSE	FALSE	0.404213841	-1.317888681	0.624233583	-2.650407431	-1.888766476	FALSE	-1.615069872	0.404213841	0.068151077	-0.092188502	0.07157072	-1.595480543	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP24.ar.902	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208902	ar-902	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP24	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1203	0	0	509	0	34	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP24	Gide_Cell_2019	12	FALSE	FALSE	0.302402857	-0.374169925	0.362399499	0.196120196	0.570730731	FALSE	-0.41795005	0.302402857	-8.86e-4	0.010780383	0.044625706	0.078094863	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP25.ar.903	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208903	ar-903	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP25	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	518	1	0	518	0	67	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP25	Gide_Cell_2019	9	TRUE	FALSE	2.592838349	-1.551745528	0.361024716	-1.950656264	-1.364415393	FALSE	-0.617540037	2.592838349	0.168473168	0.189490229	0.043998335	-1.157524536	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP26.ar.904	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208904	ar-904	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP26	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	544	0	0	544	0	75	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP26	Gide_Cell_2019	11	FALSE	FALSE	0.424771102	0.375374476	0.238755483	-0.226668678	1.584395008	TRUE	0.424771102	-0.323065814	0.047988111	-0.120861675	0.011350347	1.601737338	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP27.ar.905	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208905	ar-905	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP27	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	546	0	0	546	0	49	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP27	Gide_Cell_2019	13	FALSE	FALSE	0.750469536	2.600630464	0.633275565	2.509447505	1.987561548	TRUE	0.750469536	-2.181283331	-0.067620375	-0.144024175	-0.122317686	2.163612953	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP27.ar.906	RNA-Seq	RNA	Abdomen	Abdomen	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208906	ar-906	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP27	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	546	0	0	546	0	49	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP27	Gide_Cell_2019	13	FALSE	FALSE	0.479591071	2.014052816	0.690489971	1.579798332	1.625921425	TRUE	0.479591071	-1.676368512	-0.05815691	-0.10700445	-0.082396394	1.651952773	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP32.ar.907	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208907	ar-907	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP32	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	597	0	0	597	0	71	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP32	Gide_Cell_2019	11	FALSE	TRUE	-2.247211079	1.87405579	0.648405725	1.258215147	0.363276575	FALSE	-0.35966437	-2.247211079	-0.063958605	-0.238090267	-0.063323235	1.451194991	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP33.ar.908	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208908	ar-908	iP33	NA	Melanoma Institute Australia	Gide_Cell_2019-iP33	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	609	0	0	609	0	73	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP33	Gide_Cell_2019	12	FALSE	FALSE	2.063501197	2.522673052	0.500013293	2.655820443	1.434305473	TRUE	2.063501197	-2.039118516	-0.231222657	0.081083033	-0.156514012	2.396680557	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP33.ar.909	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208909	ar-909	iP33	NA	Melanoma Institute Australia	Gide_Cell_2019-iP33	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	609	0	0	609	0	73	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP33	Gide_Cell_2019	10	FALSE	FALSE	1.039586164	-0.211559356	0.640269573	-0.283862474	-1.404592576	FALSE	-0.982396369	1.039586164	0.093403394	0.012703584	0.028262918	-1.089084165	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP34.ar.910	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208910	ar-910	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP34	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	623	0	0	623	0	51	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP34	Gide_Cell_2019	7	FALSE	FALSE	0.503875564	-0.63044983	0.348501076	-1.078626528	-0.263971196	FALSE	0.790188894	0.503875564	0.036505861	0.049877046	-0.01738044	-0.347470285	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP35.ar.911	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208911	ar-911	iP35	NA	Melanoma Institute Australia	Gide_Cell_2019-iP35	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	627	0	0	627	0	72	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP35	Gide_Cell_2019	14	FALSE	FALSE	0.287875313	0.522285465	0.696815975	0.009767246	-0.403972165	FALSE	-0.503922318	0.287875313	0.072903049	-0.060853	0.024596968	-0.314969881	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP35.ar.912	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208912	ar-912	iP35	NA	Melanoma Institute Australia	Gide_Cell_2019-iP35	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	627	0	0	627	0	72	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP35	Gide_Cell_2019	13	FALSE	FALSE	0.222068611	0.668111285	0.743142212	-0.085860154	-0.228550582	FALSE	-0.741213626	0.222068611	0.042019196	-0.088708357	0.068948419	-0.855994433	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP36.ar.913	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208913	ar-913	iP36	NA	Melanoma Institute Australia	Gide_Cell_2019-iP36	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	637	0	0	637	0	74	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP36	Gide_Cell_2019	13	FALSE	FALSE	1.849906712	2.38162432	0.737464317	2.215991933	3.372102767	TRUE	1.849906712	-4.022126217	-0.234661221	-0.266816769	-0.110922453	3.209099444	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP36.ar.914	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208914	ar-914	iP36	NA	Melanoma Institute Australia	Gide_Cell_2019-iP36	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	637	0	0	637	0	74	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP36	Gide_Cell_2019	12	FALSE	FALSE	0.712210872	1.324857227	0.672783847	1.563156851	1.563096522	TRUE	0.712210872	-1.302224331	0.006613683	-0.102581159	-0.103502588	1.638923478	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP37.ar.915	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208915	ar-915	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP37	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	637	0	0	637	0	76	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP37	Gide_Cell_2019	13	FALSE	FALSE	1.136636007	2.6972958399999998	0.666741843	2.071059391	1.861339285	TRUE	1.136636007	-3.155174347	-0.183335842	-0.143932443	-0.142438984	1.906159439	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP38.ar.916	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208916	ar-916	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP38	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	650	0	0	650	0	59	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP38	Gide_Cell_2019	11	TRUE	FALSE	1.779264888	-1.430239633	0.378075484	-1.619577309	-1.601497249	FALSE	-0.063325679	1.779264888	-0.019342838	0.223367777	0.082279804	-1.206299979	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP44.ar.918	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208918	ar-918	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP44	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	695	0	0	695	0	68	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP44	Gide_Cell_2019	11	FALSE	FALSE	1.008534472	0.874993888	0.413722568	1.701466435	2.151528022	TRUE	1.008534472	0.749330643	-0.028216607	0.228733375	-0.060241819	1.299583349	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP45.ar.919	RNA-Seq	RNA	Mucosa	Mucosa	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208919	ar-919	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP45	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	721	0	0	721	0	70	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP45	Gide_Cell_2019	9	TRUE	FALSE	3.075059048	-1.535730303	0.289989297	-1.870044178	-1.487976382	FALSE	-0.531917723	3.075059048	0.15167278	0.291619656	0.027056181	-1.236361576	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP46.ar.920	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208920	ar-920	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP46	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	721	0	0	721	0	54	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP46	Gide_Cell_2019	12	FALSE	FALSE	1.271507384	0.679303418	0.601583805	0.067660789	1.003982369	TRUE	1.271507384	-0.929325077	-0.063263107	-0.011229298	-0.054399688	1.097881081	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP47.ar.921	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208921	ar-921	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP47	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	732	0	0	732	0	24	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP47	Gide_Cell_2019	11	FALSE	TRUE	-0.062304523	2.38630562	0.834376552	3.211704653	2.021042814	TRUE	-0.062304523	-1.106589452	-0.032955447	-0.074965212	-0.054710315	1.549014209	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP49.ar.922	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208922	ar-922	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP49	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	775	0	0	775	0	36	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP49	Gide_Cell_2019	9	FALSE	FALSE	0.919292576	-0.560700508	0.236032911	-1.108472881	-0.512471573	FALSE	-1.281779856	0.919292576	0.045816288	0.054080929	0.046103293	-0.495557257	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.iP50.ar.923	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208923	ar-923	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-iP50	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	904	0	0	904	0	68	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Pembro	Pembro	Ipi	CTLA4 + PD1	CTLA4 + PD1	None	None	TRUE	TRUE	TRUE	TRUE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	iP50	Gide_Cell_2019	9	FALSE	TRUE	-0.048823567	1.374786793	0.482595508	2.551305172	0.655788859	TRUE	-0.048823567	1.154628103	0.133399141	0.119945816	-0.064484982	0.463117994	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD02.ar.941	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208941	ar-941	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD02	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	65	1	1	13	1	61	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD02	Gide_Cell_2019	11	FALSE	FALSE	0.03288327	-0.18688857	0.380274826	-0.197890218	-0.772958461	FALSE	1.171606913	0.03288327	-0.228750527	0.271541651	-0.006919738	-0.222881981	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD03.ar.949	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208949	ar-949	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD03	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	59	1	1	23	1	50	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD03	Gide_Cell_2019	9	FALSE	FALSE	0.773662076	-2.119369866	0.747144977	-2.015343869	-2.181474479	FALSE	-0.133947014	0.773662076	0.007366042	0.052270734	0.063906691	-2.044483783	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD04.ar.564	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR3262564	ar-564	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD04	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	22	1	1	23	1	84	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD04	Gide_Cell_2019	12	FALSE	FALSE	0.880727404	0.849188606	0.764815946	-0.136716557	1.144953834	TRUE	0.880727404	-0.88738114	-0.151897047	0.015140738	0.008474317	1.584769334	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD05.ar.968	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208968	ar-968	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD05	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	155	1	1	39	1	67	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD05	Gide_Cell_2019	10	FALSE	FALSE	0.788644159	-0.933180037	0.601700672	-0.99022745	-1.571172091	FALSE	-1.316301904	0.788644159	0.066908048	0.012216064	0.037570733	-1.683490384	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD06.ar.973	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208973	ar-973	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD06	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	94	1	1	42	1	68	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD06	Gide_Cell_2019	13	FALSE	TRUE	-2.183309842	-0.077795138	0.606988569	0.125105617	1.099668542	FALSE	0.102620791	-2.183309842	-0.084597003	-0.23926172	-0.01159124	0.72642977500000006	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD07.ar.974	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208974	ar-974	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD07	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	80	1	1	47	1	57	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD07	Gide_Cell_2019	11	FALSE	TRUE	-1.113068685	2.242338317	0.611537289	1.2534189	1.592970955	FALSE	0.554871177	-1.113068685	-0.026132565	-0.046083765	-0.107642944	0.880895746	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD08.ar.565	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR3262565	ar-565	PD08	NA	Melanoma Institute Australia	Gide_Cell_2019-PD08	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	58	1	1	58	1	85	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD08	Gide_Cell_2019	7	TRUE	FALSE	1.869023506	-2.476446297	0.31233569	-2.332167857	-2.329081052	FALSE	-1.573379458	1.869023506	0.176153699	-0.029542629	0.124928463	-2.186519052	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD08.ar.975	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208975	ar-975	PD08	NA	Melanoma Institute Australia	Gide_Cell_2019-PD08	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	58	1	1	58	1	85	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD08	Gide_Cell_2019	8	TRUE	FALSE	1.632623797	-1.454293286	0.31476728	-1.876933929	-1.145272834	FALSE	-1.035552503	1.632623797	0.069056563	0.109285483	0.070291404	-1.051725003	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD09.ar.977	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208977	ar-977	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD09	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	99	1	1	71	1	70	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD09	Gide_Cell_2019	10	FALSE	FALSE	0.489100145	-0.724895486	0.538143082	0.032415057	-0.779777625	FALSE	0.318989613	0.489100145	-0.033649819	0.110656761	0.021126554	-0.502208059	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD10.ar.928	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208928	ar-928	PD10	NA	Melanoma Institute Australia	Gide_Cell_2019-PD10	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	551	0	1	76	1	90	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD10	Gide_Cell_2019	12	FALSE	FALSE	0.359070614	0.508167615	0.57690285	0.144049229	0.175414747	FALSE	0.230430245	0.359070614	-0.017908225	0.031139067	0.036921454	-0.103839559	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD10.ar.929	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208929	ar-929	PD10	NA	Melanoma Institute Australia	Gide_Cell_2019-PD10	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	551	0	1	76	1	90	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD10	Gide_Cell_2019	12	FALSE	FALSE	0.864459968	-0.821278239	0.568730184	-0.862869554	-1.334331982	FALSE	-1.429087584	0.864459968	0.057989281	-0.022711899	0.075724399	-1.407952194	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD11.ar.930	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208930	ar-930	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD11	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	166	1	1	78	1	66	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD11	Gide_Cell_2019	10	FALSE	FALSE	0.118198416	-1.520198113	0.8188159	-0.927752037	-0.723343922	FALSE	0.736738714	0.118198416	-0.071189706	0.03035927	0.068069135	-0.874940628	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD12.ar.931	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208931	ar-931	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD12	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	199	1	0	80	0	52	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD12	Gide_Cell_2019	7	TRUE	FALSE	1.986947449	-1.79496058	0.228919954	-1.711932278	-1.297151934	FALSE	-0.048446124	1.986947449	0.152713696	0.097748703	0.057293465	-1.443622522	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD13.ar.932	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208932	ar-932	PD13	NA	Melanoma Institute Australia	Gide_Cell_2019-PD13	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	96	1	1	82	1	69	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD13	Gide_Cell_2019	12	FALSE	FALSE	1.072247759	-0.961077434	0.701668184	-0.567778001	-1.830770465	FALSE	-1.457612783	1.072247759	0.185462349	-0.054839427	0.015909614	-1.466565297	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD13.ar.933	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208933	ar-933	PD13	NA	Melanoma Institute Australia	Gide_Cell_2019-PD13	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	96	1	1	82	1	69	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD13	Gide_Cell_2019	10	TRUE	FALSE	1.480458202	-1.619942882	0.78580933	-1.213657383	-1.333109553	FALSE	-1.211014831	1.480458202	0.151527008	-0.041391334	0.104523561	-1.573378748	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD14.ar.934	RNA-Seq	RNA	Mucosa	Mucosa	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208934	ar-934	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD14	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	993	1	1	83	1	58	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD14	Gide_Cell_2019	8	TRUE	FALSE	1.437824789	-1.78844475	0.193934283	-1.008348977	-2.334842375	FALSE	-0.602285287	1.437824789	0.168321771	-0.031076062	0.064199123	-2.180409411	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD15.ar.935	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208935	ar-935	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD15	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	300	1	1	84	1	76	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD15	Gide_Cell_2019	8	FALSE	FALSE	0.074802216	-1.753727346	0.443345954	-0.847815644	-1.19056857	FALSE	0.498018113	0.074802216	-0.030753493	-0.005826122	0.054198997	-1.23218213	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD16.ar.936	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208936	ar-936	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD16	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	169	1	1	84	1	55	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD16	Gide_Cell_2019	11	TRUE	FALSE	3.242105114	-1.926647986	0.204497429	-2.356776534	-2.27231686	FALSE	-0.555146427	3.242105114	0.164720286	0.276440069	0.054842009	-1.910646736	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD17.ar.937	RNA-Seq	RNA	Spine	Spine	TRUE	TRUE	On	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208937	ar-937	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD17	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	258	1	1	96	1	37	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD17	Gide_Cell_2019	10	FALSE	FALSE	1.558608125	1.350877917	0.381217239	-0.005918632	1.334425502	TRUE	1.558608125	-1.199620441	-0.183396283	0.129295694	-0.117175278	1.822453282	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD17.ar.938	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208938	ar-938	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD17	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	258	1	1	96	1	37	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD17	Gide_Cell_2019	10	FALSE	FALSE	1.651740574	0.23741888	0.271740333	0.256472758	-0.348029456	FALSE	0.436925513	1.651740574	0.06819072	0.202989278	-0.013232192	0.039202878	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD18.ar.939	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208939	ar-939	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD18	SKCM	NA	Skin	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	228	1	1	100	1	62	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD18	Gide_Cell_2019	11	TRUE	FALSE	1.586679467	-1.036119023	0.524042242	0.407844732	-1.486024843	FALSE	-0.283615267	1.586679467	0.076592975	0.153751271	0.008544856	-1.429063134	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD19.ar.940	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208940	ar-940	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD19	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	385	1	0	125	0	54	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD19	Gide_Cell_2019	12	TRUE	FALSE	1.197852946	-1.765210121	0.516785473	-1.543152345	-2.320439471	FALSE	-1.389703594	1.197852946	0.156978245	-0.04091281	0.04086519	-2.210324043	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD21.ar.942	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208942	ar-942	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD21	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	551	1	0	166	0	67	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD21	Gide_Cell_2019	9	FALSE	FALSE	0.363217356	-1.560221739	0.509062353	-0.460942038	-1.655907762	FALSE	-0.714308237	0.363217356	0.002202172	0.080066643	-0.040160625	-1.5719966	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD23.ar.943	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208943	ar-943	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD23	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	191	1	0	191	0	40	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD23	Gide_Cell_2019	10	TRUE	FALSE	1.751328763	-1.003216638	0.418751673	0.455653401	-1.038681197	FALSE	0.411815771	1.751328763	0.053672351	0.205672593	0.009118618	-1.196220085	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD25.ar.944	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208944	ar-944	PD25	NA	Melanoma Institute Australia	Gide_Cell_2019-PD25	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	897	1	0	271	0	49	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD25	Gide_Cell_2019	12	FALSE	FALSE	1.705961953	1.450232966	0.569574885	1.627722897	1.843396096	TRUE	1.705961953	-1.399150625	-0.130032008	-0.030116939	-0.054343613	1.876069587	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD25.ar.945	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208945	ar-945	PD25	NA	Melanoma Institute Australia	Gide_Cell_2019-PD25	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	897	1	0	271	0	49	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD25	Gide_Cell_2019	13	FALSE	FALSE	1.377425487	-0.098035978	0.373594401	-0.249230991	0.782874592	FALSE	0.055697615	1.377425487	0.068118175	0.072172321	0.061962885	0.312330092	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD27.ar.946	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208946	ar-946	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD27	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	1067	1	0	314	0	76	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD27	Gide_Cell_2019	10	TRUE	FALSE	1.46505826	-1.96594739	0.092900706	-1.337833892	-1.833973123	FALSE	-1.068284617	1.46505826	0.160443889	-0.050254377	0.104358661	-1.957719634	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD29.ar.947	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208947	ar-947	PD29	NA	Melanoma Institute Australia	Gide_Cell_2019-PD29	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	825	1	0	335	0	55	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD29	Gide_Cell_2019	11	FALSE	FALSE	0.442250858	-0.83216876	0.643884605	0.206450197	-0.894312577	FALSE	-1.598463554	0.442250858	0.109648012	-0.075548258	0.021376918	-0.987521457	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD29.ar.948	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208948	ar-948	PD29	NA	Melanoma Institute Australia	Gide_Cell_2019-PD29	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	825	1	0	335	0	55	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD29	Gide_Cell_2019	9	TRUE	FALSE	1.153776217	-2.494683347	0.515302	-1.846186622	-2.557980947	FALSE	-1.600778268	1.153776217	0.114903394	-0.017295158	0.062827892	-2.423825495	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD30.ar.563	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR3262563	ar-563	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD30	SKCM	NA	Skin	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	581	0	0	358	0	86	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD30	Gide_Cell_2019	10	TRUE	FALSE	2.347681047	-1.180938265	0.643272079	0.463244403	-1.598097581	FALSE	-0.857678823	2.347681047	0.184736086	0.149872863	0.004702733	-1.224973327	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD34.ar.951	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208951	ar-951	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD34	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	878	1	0	544	0	78	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD34	Gide_Cell_2019	10	FALSE	TRUE	-0.520020839	-0.108137052	0.227942954	0.027818012	0.049190129	FALSE	0.157878906	-0.520020839	0.00522995	-0.037010101	-0.044025374	-0.127988043	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD35.ar.952	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208952	ar-952	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD35	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1091	0	0	586	0	55	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD35	Gide_Cell_2019	13	FALSE	FALSE	1.295022179	1.815838026	0.746894919	2.42529242	0.993505681	TRUE	1.295022179	-1.755245955	-0.131951081	-0.07568121	-0.054843769	1.006396177	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD36.ar.953	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208953	ar-953	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD36	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	607	1	0	590	0	76	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD36	Gide_Cell_2019	10	FALSE	TRUE	-0.775153752	-0.484884231	0.667266833	-0.174456054	-0.647017542	FALSE	-0.306652309	-0.775153752	-0.053025319	-0.050145443	-0.023457993	-0.773214207	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD38.ar.954	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208954	ar-954	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD38	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1547	0	0	755	0	69	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD38	Gide_Cell_2019	13	FALSE	TRUE	-1.011628304	2.454763056	0.333634442	2.295225342	1.755406442	FALSE	1.826833588	-1.011628304	-0.08945702	0.083344811	-0.124877971	1.1275802	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD40.ar.956	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208956	ar-956	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD40	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	845	0	0	845	0	78	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD40	Gide_Cell_2019	10	FALSE	FALSE	0.77015018	0.725454385	0.525148673	0.306224643	1.483675488	TRUE	0.77015018	-1.440011328	-0.143800339	0.006510277	-0.077217247	0.924224083	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD41.ar.957	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208957	ar-957	PD41	NA	Melanoma Institute Australia	Gide_Cell_2019-PD41	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	886	0	0	870	0	61	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD41	Gide_Cell_2019	12	FALSE	FALSE	1.781869753	1.946759938	0.465709353	2.078462969	2.258532558	TRUE	1.781869753	-0.947865127	-0.186423595	0.124474791	-0.0657181	2.451145414	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD41.ar.958	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208958	ar-958	PD41	NA	Melanoma Institute Australia	Gide_Cell_2019-PD41	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	886	0	0	870	0	61	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD41	Gide_Cell_2019	12	FALSE	FALSE	0.83736642	-0.010892761	0.484244484	0.752860375	-0.83684966	FALSE	-0.850121235	0.83736642	0.089483426	0.024513067	0.006622848	-0.568911509	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD42.ar.959	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208959	ar-959	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD42	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	891	0	0	891	0	59	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD42	Gide_Cell_2019	10	TRUE	FALSE	1.848665589	-1.408806671	0.310790135	-1.268779985	-1.145134573	FALSE	0.245473799	1.848665589	0.07202558	0.181009797	0.040245488	-1.056343983	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD44.ar.960	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208960	ar-960	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD44	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1075	0	0	1075	0	45	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD44	Gide_Cell_2019	13	FALSE	FALSE	1.546912495	0.760586903	0.727216029	1.237024238	2.052944331	TRUE	1.546912495	-2.208624023	-0.15149562	-0.092130807	-0.094877889000000007	1.961680699	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD45.ar.961	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208961	ar-961	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD45	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1085	0	0	1085	0	82	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD45	Gide_Cell_2019	12	FALSE	FALSE	1.513798709	0.404536114	0.405342854	0.862379323	2.412731346	TRUE	1.513798709	-3.095228538	-0.276983576	-0.118866628	-0.066323184	2.003062258	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD46.ar.962	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208962	ar-962	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD46	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1098	0	0	1098	0	71	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD46	Gide_Cell_2019	10	FALSE	TRUE	-0.635869343	0.448754247	0.783808255	0.65607829	0.83092046	FALSE	-0.243997819	-0.635869343	-0.021377438	-0.053624703	-0.016814099	0.346695038	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD47.ar.963	RNA-Seq	RNA	Skin	Skin	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208963	ar-963	PD47	NA	Melanoma Institute Australia	Gide_Cell_2019-PD47	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1174	0	0	1174	0	62	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD47	Gide_Cell_2019	12	FALSE	TRUE	-0.312227736	1.054824497	0.590280618	1.864939177	1.917715299	TRUE	-0.312227736	-2.201646729	-0.192798173	-0.119769997	-0.016316036	1.400882335	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD47.ar.964	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208964	ar-964	PD47	NA	Melanoma Institute Australia	Gide_Cell_2019-PD47	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1174	0	0	1174	0	62	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD47	Gide_Cell_2019	13	FALSE	TRUE	-1.96666011	1.277579617	0.427233639	1.773503617	0.690205746	FALSE	0.941295386	-1.96666011	-0.315021305	0.059671892	-0.015614078	0.855380067	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD48.ar.965	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	TRUE	On	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208965	ar-965	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD48	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1189	0	0	1189	0	40	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD48	Gide_Cell_2019	13	FALSE	FALSE	2.471079651	2.774698121	0.697821752	2.977122113	3.811409167	TRUE	2.471079651	-4.700766261	-0.344353858	-0.208468849	-0.153499282	3.79703538	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD48.ar.966	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208966	ar-966	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD48	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1189	0	0	1189	0	40	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD48	Gide_Cell_2019	11	FALSE	FALSE	1.401183797	1.816534969	0.723432128	2.129104964	2.167393882	TRUE	1.401183797	-2.5640905960000002	-0.084518157	-0.136584279	-0.166350283	2.416169643	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD49.ar.967	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208967	ar-967	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD49	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	1328	0	0	1328	0	72	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD49	Gide_Cell_2019	10	FALSE	FALSE	0.743053896	-0.287396408	0.505409793	0.048159258	-0.331018348	FALSE	-0.87510867	0.743053896	0.052704929	0.038399914	0.027428262	-0.445743483	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD50.ar.969	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208969	ar-969	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD50	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	1342	0	0	1342	0	86	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD50	Gide_Cell_2019	11	FALSE	FALSE	1.182492591	0.618857285	0.470322054	1.972017159	0.080313384	FALSE	-0.339818313	1.182492591	0.147709414	0.119209228	-0.079418566	0.087847163	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD52.ar.970	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208970	ar-970	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD52	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1553	0	0	1553	0	63	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD52	Gide_Cell_2019	12	FALSE	TRUE	-1.595397433	0.109143029	0.607124111	1.103793175	0.123199899	FALSE	-0.148509561	-1.595397433	-0.081147118	-0.020538221	-0.133471375	0.015886946	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD53.ar.971	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208971	ar-971	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD53	SKCM	NA	Skin	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	1589	0	0	1589	0	71	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD53	Gide_Cell_2019	11	FALSE	TRUE	-1.515507859	0.206705927	0.122702878	1.410037717	2.233459198	FALSE	2.234998618	-1.515507859	-0.10386738	-0.070967054	-0.046914196	1.339312926	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
Gide_Cell_2019.PD54.ar.972	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2500	NA	TruSeq RNA Access Library Prep Kit	TRUE	FFPE	AllPrep DNA/RNA FFPE Kit	ERR2208972	ar-972	NA	NA	Melanoma Institute Australia	Gide_Cell_2019-PD54	SKCM	NA	Skin	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1603	0	0	1603	0	52	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	PD54	Gide_Cell_2019	12	FALSE	TRUE	-0.416987893	1.019259845	0.508708687	0.53129693	0.291304261	FALSE	-0.671310382	-0.416987893	0.088127317	-0.111971305	-0.046026841	0.135300199	Gide_Cell_2019_Skin	0	0	1	0	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt01.ar.279	RNA-Seq	RNA	Skin	Skin: Leg	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184279	ar-279	NA	Pt01	NA	HugoLo_IPRES_2016-Pt01	SKCM	RAS	Skin	NA	M1b	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	607	1	NA	NA	NA	66	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt01	HugoLo_IPRES_2016	7	FALSE	FALSE	0.108713066	0.423044999	0.604803787	-0.033133865	0.563497388	TRUE	0.108713066	1.034269611	-0.037242802	0.210847823	0.005612005	0.407865581	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt02.ar.280	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184280	ar-280	NA	Pt02	NA	HugoLo_IPRES_2016-Pt02	SKCM	NF1	Skin	NA	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	927	0	NA	NA	NA	55	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt02	HugoLo_IPRES_2016	8	FALSE	TRUE	-1.503784451	0.762388251	0.913670871	0.530683926	0.344723884	FALSE	-0.305963373	-1.503784451	-0.129505815	-0.0753213	-0.020422857	-0.258477917	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt04.ar.281	RNA-Seq	RNA	Endocrine	Endocrine: Adrenal	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184281	ar-281	NA	Pt04	NA	HugoLo_IPRES_2016-Pt04	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	948	0	NA	NA	NA	62	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt04	HugoLo_IPRES_2016	8	FALSE	TRUE	-0.128178198	0.009029907	0.139747316	0.004343985	-0.212193438	FALSE	-0.675112883	-0.128178198	0.028394626	-0.111436631	0.064252788	-0.240691519	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt05.ar.282	RNA-Seq	RNA	Skin	Skin: Chest	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184282	ar-282	NA	Pt05	NA	HugoLo_IPRES_2016-Pt05	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	439	0	NA	NA	NA	61	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt05	HugoLo_IPRES_2016	7	FALSE	FALSE	0.862879804	-2.303514708	0.670661305	-0.945326601	-1.943403499	FALSE	-1.683039479	0.862879804	0.105586107	-0.054015797	0.062763118	-2.07164674	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt06.ar.283	RNA-Seq	RNA	Skin	Skin: Arm	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184283	ar-283	NA	Pt06	NA	HugoLo_IPRES_2016-Pt06	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	882	0	NA	NA	NA	51	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt06	HugoLo_IPRES_2016	7	FALSE	TRUE	-0.632030744	-1.762726166	0.637052325	-1.09657192	-1.933893498	FALSE	-0.385653501	-0.632030744	-0.10709383	-0.005997131	0.01624478	-1.718675406	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt07.ar.284	RNA-Seq	RNA	Skin	Skin: Head	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184284	ar-284	NA	Pt07	NA	HugoLo_IPRES_2016-Pt07	SKCM	TripleWt	Skin	NA	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	662	1	NA	NA	NA	55	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt07	HugoLo_IPRES_2016	9	FALSE	FALSE	0.763134917	-0.878281787	0.432717309	-0.939726673	-1.07993944	FALSE	-0.974109835	0.763134917	0.072065348	-0.01251943	0.051674857	-0.856679247	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt08.ar.285	RNA-Seq	RNA	Skin	Skin: Leg	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184285	ar-285	NA	Pt08	NA	HugoLo_IPRES_2016-Pt08	SKCM	BRAF	Skin	NA	M1a	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	NA	0	NA	NA	NA	69	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt08	HugoLo_IPRES_2016	7	FALSE	FALSE	0.466079926	-0.288144371	0.724192255	-0.001082625	-0.664576793	FALSE	-0.665353595	0.466079926	0.005924658	0.087604242	-0.032752673	-0.666436958	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt09.ar.286	RNA-Seq	RNA	Skin	Skin: Arm	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184286	ar-286	NA	Pt09	NA	HugoLo_IPRES_2016-Pt09	SKCM	BRAF	Skin	NA	M0	FALSE	III	Complete Response	TRUE	FALSE	TRUE	0	1054	0	NA	NA	NA	68	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt09	HugoLo_IPRES_2016	7	FALSE	FALSE	0.827032546	0.700826326	0.861353102	-0.144372065	0.788406252	FALSE	-0.366215446	0.827032546	0.056571564	0.037335607	0.020070023	0.748287933	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt10.ar.287	RNA-Seq	RNA	Skin	Skin: Neck	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184287	ar-287	NA	Pt10	NA	HugoLo_IPRES_2016-Pt10	SKCM	TripleWt	Skin	NA	M1a	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	387	0	NA	NA	NA	60	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt10	HugoLo_IPRES_2016	8	TRUE	FALSE	2.957669441	-2.261234857	0.293590732	-1.365603952	-1.764015525	FALSE	-0.647210974	2.957669441	0.216060763	0.21418893	0.020782125	-1.792142353	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt12.ar.288	RNA-Seq	RNA	Skin	Skin: Abdomen	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184288	ar-288	NA	Pt12	NA	HugoLo_IPRES_2016-Pt12	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	327	1	NA	NA	NA	59	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt12	HugoLo_IPRES_2016	8	TRUE	FALSE	1.674449131	-1.743467663	0.488532355	-1.187050674	-1.923376713	FALSE	-0.300195326	1.674449131	0.11961861	0.146469304	-0.003022149	-1.442148649	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt13.ar.289	RNA-Seq	RNA	Skin	Skin: Back	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184289	ar-289	NA	Pt13	NA	HugoLo_IPRES_2016-Pt13	SKCM	TripleWt	Skin	NA	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	917	0	NA	NA	NA	53	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt13	HugoLo_IPRES_2016	7	FALSE	FALSE	0.661147884	1.31144544	0.599359426	0.319809154	1.537613766	TRUE	0.661147884	0.544490306	-0.03603238	0.198534763	-0.071585223	1.346097281	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt14.ar.290	RNA-Seq	RNA	Skin	Skin: Neck	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184290	ar-290	NA	Pt14	NA	HugoLo_IPRES_2016-Pt14	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	54	0	NA	NA	NA	27	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt14	HugoLo_IPRES_2016	7	FALSE	FALSE	1.534200728	0.405925702	0.434904113	3.067204929	-0.791619649	FALSE	-0.095980013	1.534200728	0.15362622	0.10389786	-0.034750495	-0.254490603	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt15.ar.291	RNA-Seq	RNA	Lymph Node	Lymph Node: Clavicle	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184291	ar-291	NA	Pt15	NA	HugoLo_IPRES_2016-Pt15	SKCM	RAS	Skin	NA	M1b	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	980	1	NA	NA	NA	70	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt15	HugoLo_IPRES_2016	9	FALSE	TRUE	-0.432862291	0.456296966	0.713164752	-0.754138441	0.230172263	FALSE	-0.996180674	-0.432862291	0.002327521	-0.1243422	0.033415743	0.071690543	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt16.ar.292	RNA-Seq	RNA	Lung	Lung	TRUE	TRUE	On	Metastatic Tumor	FALSE	FALSE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184292	ar-292	NA	Pt16	NA	HugoLo_IPRES_2016-Pt16	SKCM	BRAF	Skin	NA	M1b	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	186	1	NA	NA	NA	19	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt16	HugoLo_IPRES_2016	9	FALSE	TRUE	-0.373580884	-0.875385	0.315316226	-0.161619885	-0.996073114	FALSE	-0.009140069	-0.373580884	0.007861595	-0.001776723	-0.059884729	-0.80182555	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt19.ar.293	RNA-Seq	RNA	Skin	Skin: Chest	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184293	ar-293	NA	Pt19	NA	HugoLo_IPRES_2016-Pt19	SKCM	RAS	Skin	NA	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1060	0	NA	NA	NA	45	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt19	HugoLo_IPRES_2016	9	FALSE	FALSE	0.174248282	-1.2680864	0.054490981	-0.733564869	-0.102593566	FALSE	1.517088168	0.174248282	-0.001901548	0.016009461	0.025589678	-0.538017335	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt20.ar.294	RNA-Seq	RNA	Skin	Skin: Clavicle	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184294	ar-294	NA	Pt20	NA	HugoLo_IPRES_2016-Pt20	SKCM	RAS	Skin	NA	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	337	1	NA	NA	NA	63	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt20	HugoLo_IPRES_2016	8	FALSE	FALSE	0.786925569	2.917824605	0.837225161	1.361969104	3.439448443	TRUE	0.786925569	-3.432998167	-0.252820023	-0.183978063	-0.08234834	3.226258285	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt22.ar.295	RNA-Seq	RNA	Skin	Skin: Abdomen	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184295	ar-295	NA	Pt22	NA	HugoLo_IPRES_2016-Pt22	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	182	1	NA	NA	NA	55	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt22	HugoLo_IPRES_2016	8	FALSE	FALSE	1.237409117	1.379064194	0.3929211	0.33173583	1.058414239	TRUE	1.237409117	-0.166033629	-0.188315922	0.21604865	-0.022234119	0.83321355	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt23.ar.296	RNA-Seq	RNA	Skin	Skin: Leg	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184296	ar-296	NA	Pt23	NA	HugoLo_IPRES_2016-Pt23	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	103	1	NA	NA	NA	63	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt23	HugoLo_IPRES_2016	8	FALSE	FALSE	0.021782461	1.203993757	0.529463821	0.118332645	0.925607768	TRUE	0.021782461	-0.750628895	-0.095595648	0.015504232	-0.039333053	0.844190056	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt25.ar.297	RNA-Seq	RNA	Abdomen	Abdomen: Inguinal	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184297	ar-297	NA	Pt25	NA	HugoLo_IPRES_2016-Pt25	SKCM	TripleWt	Skin	NA	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	262	1	NA	NA	NA	74	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt25	HugoLo_IPRES_2016	9	FALSE	FALSE	0.284703482	0.462650896	0.203489979	-0.379190257	1.283859094	TRUE	0.284703482	-0.559446837	-0.013409047	-0.118444417	0.046346618	1.339291581	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt27.ar.298	RNA-Seq	RNA	Skin	Skin: Arm	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184298	ar-298	NA	Pt27	NA	HugoLo_IPRES_2016-Pt27	SKCM	RAS	Skin	NA	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	548	0	NA	NA	NA	83	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt27	HugoLo_IPRES_2016	9	FALSE	TRUE	-0.265869129	1.96053461	0.775404801	0.624613562	0.796938844	TRUE	-0.265869129	-0.83441166	-0.028650552	-0.039566815	-0.05430995	0.790149601	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt28.ar.300	RNA-Seq	RNA	Skin	Skin: Head	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184300	ar-300	NA	Pt28	NA	HugoLo_IPRES_2016-Pt28	SKCM	NF1	Skin	NA	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	439	1	NA	NA	NA	82	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt28	HugoLo_IPRES_2016	9	FALSE	TRUE	-0.996023698	-1.61951073	0.928259844	1.488988965	-1.789446577	FALSE	0.426972563	-0.996023698	-0.056489702	-0.109810067	0.012449833	-1.562782955	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt29.ar.301	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184301	ar-301	NA	Pt29	NA	HugoLo_IPRES_2016-Pt29	SKCM	TripleWt	Skin	NA	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	269	1	NA	NA	NA	84	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt29	HugoLo_IPRES_2016	10	FALSE	TRUE	-1.323508941	1.256062094	0.809199985	0.057592005	1.483836608	FALSE	-0.222890972	-1.323508941	-0.103895365	-0.109758086	0.021430449	0.847816026	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt31.ar.302	RNA-Seq	RNA	Intestines	Intestines: Sigmoid Colon	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184302	ar-302	NA	Pt31	NA	HugoLo_IPRES_2016-Pt31	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	704	0	NA	NA	NA	47	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	NA	NA	NA	NA	FALSE	NA	NA	NA	NA	NA	NA	NA	Pt31	HugoLo_IPRES_2016	8	FALSE	FALSE	0.74021824	-0.919307167	0.060155468	-0.498341398	-0.694878745	FALSE	1.198368678	0.74021824	0.067022209	0.071416447	-0.026959318	-0.176780944	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt32.ar.303	RNA-Seq	RNA	Abdomen	Abdomen: Abdominal Wall	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184303	ar-303	NA	Pt32	NA	HugoLo_IPRES_2016-Pt32	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	171	1	NA	NA	NA	47	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt32	HugoLo_IPRES_2016	7	FALSE	FALSE	2.387163057	-0.650884345	0.060607718	-1.250175981	-0.781003634	FALSE	0.242233111	2.387163057	0.115468513	0.233098833	0.021828886	-0.447262353	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt35.ar.304	RNA-Seq	RNA	Skin	Skin: Abdomen	NA	FALSE	Pre	NA	FALSE	NA	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184304	ar-304	NA	Pt35	NA	HugoLo_IPRES_2016-Pt35	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	427	0	NA	NA	NA	65	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt35	HugoLo_IPRES_2016	6	FALSE	FALSE	0.679675796	0.283163788	0.254081264	0.177086826	0.353152294	FALSE	-1.230334898	0.679675796	0.120766206	-0.061978948	0.034997829	0.088860505	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt37.ar.305	RNA-Seq	RNA	Intestines	Intestines: Small Bowel	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184305	ar-305	NA	Pt37	NA	HugoLo_IPRES_2016-Pt37	SKCM	BRAF	Skin	NA	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	364	0	NA	NA	NA	70	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt37	HugoLo_IPRES_2016	8	FALSE	TRUE	-0.716900425	-0.752904383	0.568557169	-0.195395779	0.10868036	FALSE	-0.352014079	-0.716900425	0.045381559	-0.196873566	0.022587609	0.065845008	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
HugoLo_IPRES_2016.Pt38.ar.306	RNA-Seq	RNA	Lymph Node	Lymph Node: Cervical	TRUE	FALSE	Pre	Metastatic Tumor	FALSE	FALSE	100	NA	HiSeq 2000	NA	TruSeq RNA Sample Preparation Kit v2; Poly A transcript enrichment: mirVana RNA extraction kit	NA	NA	NA	SRR3184306	ar-306	NA	Pt38	NA	HugoLo_IPRES_2016-Pt38	SKCM	TripleWt	Skin	NA	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	448	0	NA	NA	NA	57	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	NA	TRUE	NA	NA	TRUE	NA	NA	NA	NA	NA	NA	NA	Pt38	HugoLo_IPRES_2016	10	FALSE	FALSE	2.111119774	1.791196042	0.457414136	1.602934053	1.762662988	TRUE	2.111119774	-3.042159561	-0.15307	-0.252033963	-0.055541399	2.21849258	HugoLo_IPRES_2016_Skin	0	0	0	1	0	0	0	0	0	0	0	0	0	ALL
Liu_NatMed_2019.p001.ar.00001	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900001	ar-00001	NA	p001	NA	Liu_NatMed_2019-p001	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	283	1	1	93	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p001	Liu_NatMed_2019	11	FALSE	TRUE	-0.493647746	-0.319735651	0.58828619	-0.146692739	-0.375598026	FALSE	-1.164894827	-0.493647746	-0.021636788	-0.113530522	0.057169916	-0.842267861	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p004.ar.00012	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900012	ar-00012	NA	p004	NA	Liu_NatMed_2019-p004	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	1	600	1	1	574	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p004	Liu_NatMed_2019	9	FALSE	FALSE	0.729550595	-0.113133096	0.643477899	-1.207376422	-0.75691219	FALSE	-0.640002459	0.729550595	0.041919665	0.060576187	0.007591086	-0.872021647	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p006.ar.00567	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900567	ar-00567	NA	p006	NA	Liu_NatMed_2019-p006	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	687	1	1	124	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p006	Liu_NatMed_2019	11	FALSE	FALSE	0.650269165	-0.362033755	0.506427309	-1.705856941	-0.363437886	FALSE	-0.211766795	0.650269165	0.078546172	-0.01347728	0.028582353	-0.520330457	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p007.ar.00597	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900597	ar-00597	NA	p007	NA	Liu_NatMed_2019-p007	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	269	1	1	217	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p007	Liu_NatMed_2019	12	FALSE	FALSE	0.10539301	-0.224776258	0.363713922	-1.983443943	0.090238021	FALSE	-1.040546751	0.10539301	0.096687982	-0.118379343	0.029616316	-0.352991944	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p008.ar.00594	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900594	ar-00594	NA	p008	NA	Liu_NatMed_2019-p008	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	1005	1	1	955	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p008	Liu_NatMed_2019	9	FALSE	FALSE	0.67559864	-0.823866971	0.394676782	-0.041555325	-0.923655239	FALSE	-1.328892623	0.67559864	0.040234585	0.036852876	0.021458157	-0.940706191	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p009.ar.00574	RNA-Seq	RNA	Skin	Skin	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900574	ar-00574	NA	p009	NA	Liu_NatMed_2019-p009	SKCM	NA	Skin	Skin	M0	FALSE	III	Progressive Disease	FALSE	TRUE	FALSE	0	963	0	1	21	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p009	Liu_NatMed_2019	11	TRUE	FALSE	1.771415674	-1.219482873	0.598298625	-0.827149485	-1.145933091	FALSE	-0.745560018	1.771415674	0.118101654	0.085442536	0.075094546	-1.046540681	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p010.ar.42352	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842352	ar-42352	NA	p010	NA	Liu_NatMed_2019-p010	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	1139	1	1	169	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK	aCTLA4	TRUE	TRUE	TRUE	TRUE	aCTLA4 + aMAPK	aCTLA4	TRUE	TRUE	FALSE	TRUE	TRUE	p010	Liu_NatMed_2019	13	FALSE	FALSE	0.917319695	-0.349117672	0.486646106	0.009165686	-0.246586498	FALSE	-0.946453384	0.917319695	0.141670556	-0.059216792	0.058646388	0.111216955	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p011.ar.42363	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842363	ar-42363	NA	p011	NA	Liu_NatMed_2019-p011	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	160	1	1	85	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK + Unnamed	aCTLA4	TRUE	TRUE	TRUE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p011	Liu_NatMed_2019	9	FALSE	FALSE	0.452536197	-0.162984751	0.308872405	0.097069964	-0.686516714	FALSE	-0.394130564	0.452536197	0.113918385	-0.05663981	-0.00496498	-0.408384529	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p013.ar.42373	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842373	ar-42373	NA	p013	NA	Liu_NatMed_2019-p013	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	58	1	1	44	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p013	Liu_NatMed_2019	10	TRUE	FALSE	1.509742617	-1.038600585	0.203262882	-0.444871448	-1.247333683	FALSE	-0.948354849	1.509742617	0.193491174	0.013805475	0.01247717	-1.209136546	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p014.ar.00564	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900564	ar-00564	NA	p014	NA	Liu_NatMed_2019-p014	SKCM	NA	Skin	Acral	M1b	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	186	1	1	76	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	FALSE	TRUE	FALSE	p014	Liu_NatMed_2019	9	FALSE	TRUE	-0.2323306	0.692451755	0.540184056	0.371220474	0.988968367	TRUE	-0.2323306	-0.934792472	-0.06902746	-0.003608534	-0.067879487	0.85687301	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p015.ar.99978	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899978	ar-99978	NA	p015	NA	Liu_NatMed_2019-p015	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	149	1	1	105	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK + Unnamed	aCTLA4	TRUE	TRUE	TRUE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p015	Liu_NatMed_2019	12	FALSE	TRUE	-0.797419718	1.339751627	0.803371749	0.577049372	2.160030531	TRUE	-0.593151249	-0.797419718	-0.035069121	-0.095916393	0.004179647	1.628835235	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p017.ar.99992	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899992	ar-99992	NA	p017	NA	Liu_NatMed_2019-p017	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	686	1	1	202	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	FALSE	TRUE	p017	Liu_NatMed_2019	12	FALSE	TRUE	-0.519583014	0.747100124	0.331101859	0.333093815	0.365567843	FALSE	1.320732301	-0.519583014	-0.015598572	-0.013780522	-0.04154217	-0.003997382	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p018.ar.00020	RNA-Seq	RNA	Skin	Skin	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900020	ar-00020	NA	p018	NA	Liu_NatMed_2019-p018	SKCM	NA	Skin	Skin	M0	FALSE	III	Progressive Disease	FALSE	TRUE	FALSE	1	130	1	1	86	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p018	Liu_NatMed_2019	11	FALSE	FALSE	0.468763658	0.500632296	0.558947166	0.359528282	-0.625281815	FALSE	-1.217566589	0.468763658	0.128698453	-0.039784276	-0.024684911	-0.781686545	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p020.ar.00560	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900560	ar-00560	NA	p020	NA	Liu_NatMed_2019-p020	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	242	1	1	84	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p020	Liu_NatMed_2019	11	FALSE	FALSE	0.034458521	1.227570069	0.611614246	4.608821939	0.712806573	TRUE	1.051184781	0.034458521	0.040399664	0.07545442	-0.1027602	0.997150712	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p021.ar.00021	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900021	ar-00021	NA	p021	NA	Liu_NatMed_2019-p021	SKCM	NA	Skin	Acral	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	906	0	0	906	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p021	Liu_NatMed_2019	10	FALSE	FALSE	0.587255466	-1.216525862	0.736916722	0.00938053	-1.423110234	FALSE	-1.465154219	0.587255466	0.103263596	-0.06534499	0.036332904	-1.435169444	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p022.ar.00577	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900577	ar-00577	NA	p022	NA	Liu_NatMed_2019-p022	SKCM	NA	Skin	Acral	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	253	1	1	91	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p022	Liu_NatMed_2019	9	TRUE	FALSE	1.412997894	-2.195544313	0.504658825	-2.405333539	-1.896283454	FALSE	-1.457170847	1.412997894	0.056974155	0.051785874	0.091722369	-1.846641986	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p023.ar.00568	RNA-Seq	RNA	Skin	Skin	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900568	ar-00568	NA	p023	NA	Liu_NatMed_2019-p023	SKCM	NA	Skin	Skin	M0	FALSE	III	Progressive Disease	FALSE	TRUE	FALSE	0	975	0	1	77	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p023	Liu_NatMed_2019	9	TRUE	FALSE	2.007201476	-1.765300279	0.248637087	-1.167322708	-1.3059327	FALSE	-0.327845512	2.007201476	0.126352643	0.135249922	0.045788714	-0.980342637	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p024.ar.99999	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899999	ar-99999	NA	p024	NA	Liu_NatMed_2019-p024	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	137	1	1	31	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p024	Liu_NatMed_2019	9	TRUE	FALSE	1.944989623	-1.439391187	0.208892572	-1.341830878	-0.837023036	FALSE	0.205990455	1.944989623	0.136061603	0.128227235	0.019565563	-0.980556359	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p025.ar.00546	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900546	ar-00546	NA	p025	NA	Liu_NatMed_2019-p025	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1096	0	1	752	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p025	Liu_NatMed_2019	11	FALSE	FALSE	0.038771996	-0.36157301	0.533423395	0.012382174	-0.802457132	FALSE	0.139954908	0.038771996	-0.135926004	0.099452757	0.05832812	-0.358832268	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p027.ar.99995	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899995	ar-99995	NA	p027	NA	Liu_NatMed_2019-p027	SKCM	NA	Skin	Skin	M1a	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	431	1	1	94	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p027	Liu_NatMed_2019	11	FALSE	TRUE	-0.98258976	0.698637381	0.582270465	-0.644305025	1.408815058	TRUE	-0.815408629	-0.98258976	0.044950636	-0.210790963	-0.008409874	0.858267529	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p030.ar.00583	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900583	ar-00583	NA	p030	NA	Liu_NatMed_2019-p030	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	213	1	1	133	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK + Unnamed	aCTLA4	TRUE	TRUE	TRUE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p030	Liu_NatMed_2019	9	FALSE	TRUE	-1.871588635	1.995261234	0.660009533	-0.123787126	2.164556433	TRUE	0.101985757	-1.871588635	-0.04418055	-0.183560152	-0.071655084	1.752190358	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p031.ar.00552	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900552	ar-00552	NA	p031	NA	Liu_NatMed_2019-p031	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	426	1	1	85	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p031	Liu_NatMed_2019	11	FALSE	FALSE	0.40699155	-0.673930511	0.52861484	-0.040306441	-1.652315386	FALSE	-1.288409096	0.40699155	0.064687165	-0.038619208	0.031906979	-1.574498371	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p032.ar.99993	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899993	ar-99993	NA	p032	NA	Liu_NatMed_2019-p032	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	53	1	1	49	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK	aCTLA4	TRUE	TRUE	TRUE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p032	Liu_NatMed_2019	9	FALSE	FALSE	0.67454902	-1.96647526	0.726883389	-0.380479685	-1.472615202	FALSE	-1.546850039	0.67454902	0.047800589	0.022149853	0.025963926	-1.487568535	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p033.ar.99975	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899975	ar-99975	NA	p033	NA	Liu_NatMed_2019-p033	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1679	0	0	1679	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p033	Liu_NatMed_2019	12	FALSE	TRUE	-2.349441147	0.51525818	0.610621043	0.39110236	0.911281348	TRUE	1.6497992399999999	-2.349441147	-0.338840251	0.057305616	-0.05091204	1.078992692	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p034.ar.99996	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899996	ar-99996	NA	p034	NA	Liu_NatMed_2019-p034	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1691	0	1	240	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p034	Liu_NatMed_2019	10	FALSE	FALSE	0.213793013	-2.322798423	0.497962136	-0.163824563	-1.575287587	FALSE	1.118381807	0.213793013	-0.107425519	0.115757455	0.041670552	-1.322965861	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p035.ar.99977	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899977	ar-99977	NA	p035	NA	Liu_NatMed_2019-p035	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	968	1	1	181	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	aCTLA4 + Combined ICI	aCTLA4 + Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p035	Liu_NatMed_2019	11	FALSE	TRUE	-0.615199825	-0.059048121	0.663026976	0.078452279	0.445353965	FALSE	0.192443159	-0.615199825	-0.05592546	-0.033229485	-0.002201601	-0.167507327	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p036.ar.00003	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900003	ar-00003	NA	p036	NA	Liu_NatMed_2019-p036	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	451	1	1	63	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	FALSE	TRUE	FALSE	p036	Liu_NatMed_2019	10	FALSE	FALSE	0.161363145	-1.053630063	0.494943615	-1.871338751	-1.022019924	FALSE	-0.974251085	0.161363145	-0.032901268	-0.002881049	0.064211742	-0.702220164	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p037.ar.00557	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900557	ar-00557	NA	p037	NA	Liu_NatMed_2019-p037	SKCM	NA	Skin	Mucosal	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	275	1	1	77	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p037	Liu_NatMed_2019	9	FALSE	FALSE	1.515447489	0.77817902	0.373351556	3.993937066	1.514466892	TRUE	1.515447489	0.124386373	-0.094559076	0.171036427	-0.037890595	1.085309396	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p038.ar.00590	RNA-Seq	RNA	Intestines	Intestines: Colon	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900590	ar-00590	NA	p038	NA	Liu_NatMed_2019-p038	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	343	1	1	98	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK	aCTLA4	TRUE	TRUE	TRUE	TRUE	aMAPK	None	TRUE	FALSE	FALSE	FALSE	TRUE	p038	Liu_NatMed_2019	9	FALSE	FALSE	0.873642558	-0.568345103	0.658354777	-0.503699702	-0.152997645	FALSE	-1.45474049	0.873642558	0.046901638	0.030808082	0.053904873	-0.333488593	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p040.ar.00595	RNA-Seq	RNA	Liver	Liver	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900595	ar-00595	NA	p040	NA	Liu_NatMed_2019-p040	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	468	1	1	63	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unnamed	None	TRUE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p040	Liu_NatMed_2019	8	FALSE	FALSE	1.04333707	-0.613878897	0.662974448	-0.814790958	0.240166953	FALSE	-1.763761692	1.04333707	0.133675742	-0.024073704	0.046007106	0.191553254	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p042.ar.99979	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899979	ar-99979	NA	p042	NA	Liu_NatMed_2019-p042	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	1027	0	0	1027	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p042	Liu_NatMed_2019	13	FALSE	FALSE	0.762605211	0.406501851	0.273760089	-0.827673164	-0.68177321	FALSE	-0.791768634	0.762605211	0.144643464	-0.043395959	-0.00284648	-0.453938101	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p044.ar.00579	RNA-Seq	RNA	Soft Tissue	Soft Tissue	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900579	ar-00579	NA	p044	NA	Liu_NatMed_2019-p044	SKCM	NA	Skin	Mucosal	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	922	0	0	922	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p044	Liu_NatMed_2019	12	FALSE	TRUE	-1.433259914	1.887195488	0.122468207	-2.452969874	0.231479394	FALSE	1.412861705	-1.433259914	-0.09459754	-0.08059575	-0.035418084	1.206037573	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p045.ar.00548	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900548	ar-00548	NA	p045	NA	Liu_NatMed_2019-p045	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1666	0	0	1666	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p045	Liu_NatMed_2019	11	FALSE	TRUE	-0.400014	0.690756722	0.391480658	-0.50491459	1.503117637	TRUE	0.896493797	-0.400014	-0.030476624	0.032407955	-0.061840042	1.082674996	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p047.ar.00006	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900006	ar-00006	NA	p047	NA	Liu_NatMed_2019-p047	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	937	0	1	74	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	FALSE	TRUE	FALSE	p047	Liu_NatMed_2019	10	TRUE	FALSE	1.158715603	-1.578424319	0.240885796	-1.178202826	-1.150266207	FALSE	-1.19195254	1.158715603	0.125500214	-0.023952076	0.068174912	-1.333327873	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p048.ar.00578	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900578	ar-00578	NA	p048	NA	Liu_NatMed_2019-p048	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	53	1	1	50	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unnamed	None	TRUE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p048	Liu_NatMed_2019	10	FALSE	TRUE	-0.502655156	-0.537051178	0.859654495	-0.638453528	0.255461226	FALSE	-1.135940713	-0.502655156	0.047835844	-0.173230675	0.043407821	-0.167538139	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p051.ar.00576	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900576	ar-00576	NA	p051	NA	Liu_NatMed_2019-p051	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1547	0	1	471	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p051	Liu_NatMed_2019	10	FALSE	TRUE	-0.128607316	2.358553922	0.58383677	1.086797204	-0.069347919	FALSE	0.748326366	-0.128607316	-0.079223331	0.127283301	-0.058777799	0.595182847	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p056.ar.00019	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900019	ar-00019	NA	p056	NA	Liu_NatMed_2019-p056	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	122	1	1	71	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	FALSE	TRUE	p056	Liu_NatMed_2019	11	FALSE	TRUE	-0.018356263	-0.167445013	0.661072606	0.337920702	-0.322774694	FALSE	1.288802434	-0.018356263	-0.097314233	0.08519593	0.023017161	-0.041449697	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p058.ar.99997	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899997	ar-99997	NA	p058	NA	Liu_NatMed_2019-p058	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	303	1	1	77	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p058	Liu_NatMed_2019	9	TRUE	FALSE	1.781752136	-1.306945883	0.485629234	0.19974368	-1.819507093	FALSE	-0.344358379	1.781752136	0.122910231	0.07861965	0.068893045	-0.90777364	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p061.ar.00593	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900593	ar-00593	NA	p061	NA	Liu_NatMed_2019-p061	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	987	0	0	987	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p061	Liu_NatMed_2019	9	FALSE	TRUE	-1.813099922	1.309223359	0.580344359	3.747686137	0.523722737	FALSE	0.406822724	-1.813099922	-0.13204712	-0.096710672	-0.048844071	0.6231037	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p062.ar.99983	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899983	ar-99983	NA	p062	NA	Liu_NatMed_2019-p062	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1001	0	0	1001	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p062	Liu_NatMed_2019	11	FALSE	FALSE	1.685380666	0.443181496	0.237758153	2.212934366	-0.617646862	FALSE	0.844092247	1.685380666	0.084864994	0.205285381	-0.021804368	-0.483727043	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p063.ar.99998	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899998	ar-99998	NA	p063	NA	Liu_NatMed_2019-p063	SKCM	NA	Skin	Mucosal	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	178	1	1	89	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p063	Liu_NatMed_2019	11	FALSE	TRUE	-0.028431125	0.443783695	0.813371581	-0.465301404	0.43579038	FALSE	-1.443440908	-0.028431125	0.079060382	-0.137392291	0.030138802	0.154274844	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p067.ar.00563	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900563	ar-00563	NA	p067	NA	Liu_NatMed_2019-p067	SKCM	NA	Skin	Mucosal	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	136	1	1	94	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p067	Liu_NatMed_2019	9	FALSE	FALSE	0.851541477	-1.551932151	0.597800503	-1.953274086	-0.259962159	FALSE	-1.6404968	0.851541477	0.08122077	-0.065179594	0.10104307	-0.44481405	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p072.ar.99991	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899991	ar-99991	NA	p072	NA	Liu_NatMed_2019-p072	SKCM	NA	Skin	Skin	M1a	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	395	0	1	67	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	FALSE	TRUE	p072	Liu_NatMed_2019	8	FALSE	TRUE	-0.022394349	-0.26289715	0.693371203	0.040603819	0.450932825	TRUE	-0.319690379	-0.022394349	-0.019608558	0.034809218	-0.017940532	0.566197589	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p073.ar.99994	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899994	ar-99994	NA	p073	NA	Liu_NatMed_2019-p073	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	846	1	1	85	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p073	Liu_NatMed_2019	10	FALSE	FALSE	1.407683214	-0.432540401	0.586155345	-1.215800395	-0.906847966	FALSE	-1.495197724	1.407683214	0.170669336	-0.016529056	0.049633511	-1.123046126	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p075.ar.00562	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900562	ar-00562	NA	p075	NA	Liu_NatMed_2019-p075	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	891	0	1	891	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p075	Liu_NatMed_2019	11	FALSE	FALSE	1.443323158	2.332354036	0.428544052	1.3193898	2.270143031	TRUE	1.443323158	-1.175755593	-0.007766337	-0.113536331	-0.065572579	2.222741132	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p077.ar.99985	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899985	ar-99985	NA	p077	NA	Liu_NatMed_2019-p077	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	444	1	1	95	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	FALSE	TRUE	p077	Liu_NatMed_2019	12	FALSE	FALSE	0.070623385	1.283999187	0.739435885	1.108829397	1.825297199	TRUE	0.070623385	-1.078091699	-0.070862726	-0.034320931	-0.056963304	1.254581625	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p078.ar.00575	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900575	ar-00575	NA	p078	NA	Liu_NatMed_2019-p078	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	356	1	1	86	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	TRUE	aMAPK	None	TRUE	FALSE	FALSE	FALSE	TRUE	p078	Liu_NatMed_2019	10	FALSE	FALSE	1.648188662	1.19025566	0.223277239	0.655984654	0.314689762	FALSE	1.597958697	1.648188662	0.117742982	0.218841787	-0.079009051	0.431667667	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p079.ar.00573	RNA-Seq	RNA	Brain	Brain	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900573	ar-00573	NA	p079	NA	Liu_NatMed_2019-p079	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	849	0	1	84	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p079	Liu_NatMed_2019	12	FALSE	FALSE	1.466192856	1.205802526	0.426990991	1.334124436	1.58598273	TRUE	1.466192856	-1.194601565	-0.170098421	0.079690907	-0.070283166	1.120384313	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p082.ar.99980	RNA-Seq	RNA	Brain	Brain	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899980	ar-99980	NA	p082	NA	Liu_NatMed_2019-p082	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	131	1	1	89	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK + Unnamed	aCTLA4	TRUE	TRUE	TRUE	TRUE	aCTLA4 + aMAPK	aCTLA4	TRUE	TRUE	FALSE	TRUE	TRUE	p082	Liu_NatMed_2019	9	TRUE	FALSE	1.110615316	-1.940436509	0.721443494	-0.341457794	-1.589280596	FALSE	-1.929756945	1.110615316	0.134542325	0.01040763	0.006467545	-1.870750964	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p083.ar.99984	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899984	ar-99984	NA	p083	NA	Liu_NatMed_2019-p083	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	71	1	1	71	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p083	Liu_NatMed_2019	7	TRUE	FALSE	1.640362348	-2.021113022	0.413910101	-1.055586983	-1.802585089	FALSE	-1.471024463	1.640362348	0.154241872	-0.016181461	0.095786752	-1.781438071	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p086.ar.00571	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900571	ar-00571	NA	p086	NA	Liu_NatMed_2019-p086	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	1327	0	1	1327	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p086	Liu_NatMed_2019	11	FALSE	TRUE	-2.496175461	2.43209092	0.422966203	1.225805043	3.037301409	TRUE	2.509988716	-2.496175461	-0.245875664	0.003188857	-0.115760531	2.213689355	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p087.ar.00596	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900596	ar-00596	NA	p087	NA	Liu_NatMed_2019-p087	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1263	0	1	1142	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p087	Liu_NatMed_2019	13	FALSE	TRUE	-1.995838148	0.75971172	0.455546554	0.626696265	1.040494019	TRUE	0.70711452	-1.995838148	-0.073774065	-0.231422308	0.001987518	1.275159753	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p094.ar.00586	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900586	ar-00586	NA	p094	NA	Liu_NatMed_2019-p094	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	40	1	1	40	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK	aCTLA4	TRUE	TRUE	TRUE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p094	Liu_NatMed_2019	11	FALSE	TRUE	-0.453019926	1.36348729	0.607152298	1.800567752	0.4450813	TRUE	-0.280979578	-0.453019926	0.051763217	-0.106521241	-0.023684424	1.161026328	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p096.ar.00550	RNA-Seq	RNA	Endocrine	Endocrine: Pancreas	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900550	ar-00550	NA	p096	NA	Liu_NatMed_2019-p096	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	913	0	0	913	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p096	Liu_NatMed_2019	8	FALSE	TRUE	-0.406766417	-1.358093676	0.333127325	-0.531354245	-1.229865578	FALSE	0.067356453	-0.406766417	-0.026402223	-0.047404049	0.015203919	-0.910380469	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p098.ar.00584	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900584	ar-00584	NA	p098	NA	Liu_NatMed_2019-p098	SKCM	NA	Skin	Occult	M1b	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	683	1	1	73	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p098	Liu_NatMed_2019	11	FALSE	FALSE	0.598013131	2.764884887	0.436640738	0.792612263	1.635151501	TRUE	0.598013131	-2.185250997	-0.109556972	-0.105138702	-0.110517837	1.580412491	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p099.ar.00566	RNA-Seq	RNA	Soft Tissue	Soft Tissue	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900566	ar-00566	NA	p099	NA	Liu_NatMed_2019-p099	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	921	0	1	319	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p099	Liu_NatMed_2019	12	FALSE	TRUE	-1.289254648	0.258027059	0.363764431	1.570912135	0.008785406	FALSE	0.722985837	-1.289254648	-0.158776731	0.033633457	-0.069212867	0.132008076	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p100.ar.42349	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842349	ar-42349	NA	p100	NA	Liu_NatMed_2019-p100	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	938	1	0	922	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p100	Liu_NatMed_2019	12	FALSE	TRUE	-2.434182003	2.694415852	0.392269477	2.837635615	3.721168535	TRUE	3.059810926	-2.434182003	-0.225953297	0.011442303	-0.137453206	4.109640677	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p102.ar.42356	RNA-Seq	RNA	Brain	Brain	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842356	ar-42356	NA	p102	NA	Liu_NatMed_2019-p102	SKCM	NA	Skin	Acral	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	785	0	1	176	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p102	Liu_NatMed_2019	9	FALSE	FALSE	0.342616047	-1.381380718	0.503336889	-0.647650397	-0.724848624	FALSE	0.276013841	0.342616047	0.055183001	0.00161667	-0.018726251	-0.703935036	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p105.ar.42347	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842347	ar-42347	NA	p105	NA	Liu_NatMed_2019-p105	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	521	1	0	378	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p105	Liu_NatMed_2019	7	FALSE	TRUE	-0.269838163	-0.739055254	0.497603356	-1.158345156	0.764512769	FALSE	-1.493855689	-0.269838163	0.066502462	-0.154122656	0.036731094	0.060081949	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p106.ar.41996	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10841996	ar-41996	NA	p106	NA	Liu_NatMed_2019-p106	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	780	0	0	780	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p106	Liu_NatMed_2019	12	FALSE	TRUE	-0.573704092	1.047006093	0.581932253	1.366506479	0.446224618	FALSE	-0.661680884	-0.573704092	-0.030701042	-0.046352871	-0.013556877	0.61998733	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p107.ar.42358	RNA-Seq	RNA	Endocrine	Endocrine: Adrenal Gland	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842358	ar-42358	NA	p107	NA	Liu_NatMed_2019-p107	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	47	1	1	47	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p107	Liu_NatMed_2019	2	FALSE	FALSE	0.845129959	-2.583624117	0.073996606	-1.953274086	-1.359441349	FALSE	-0.332746514	0.845129959	0.094755863	-0.00910686	0.042674089	-1.137898228	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p108.ar.42068	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842068	ar-42068	NA	p108	NA	Liu_NatMed_2019-p108	SKCM	NA	Skin	Acral	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	165	1	1	77	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p108	Liu_NatMed_2019	9	FALSE	TRUE	-0.63205254	-0.387703485	0.202682613	-1.953274086	-1.243947568	FALSE	-1.117389118	-0.63205254	-0.025104539	-0.051431115	-0.026921047	-0.760620049	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p112.ar.41921	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10841921	ar-41921	NA	p112	NA	Liu_NatMed_2019-p112	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	521	1	1	91	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	FALSE	TRUE	FALSE	p112	Liu_NatMed_2019	10	FALSE	TRUE	-0.109949245	1.164043	0.619928043	1.183952655	0.748822671	FALSE	1.242589416	-0.109949245	0.011929878	0.031370994	-0.053235987	0.767781273	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p116.ar.42360	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842360	ar-42360	NA	p116	NA	Liu_NatMed_2019-p116	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	118	1	1	64	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unnamed	None	TRUE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p116	Liu_NatMed_2019	11	FALSE	FALSE	1.048715348	-0.47343258	0.186773946	0.642775773	-1.107659294	FALSE	-0.421522536	1.048715348	0.062968384	0.052920579	0.044153494	-0.855820629	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p117.ar.42367	RNA-Seq	RNA	Soft Tissue	Soft Tissue	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842367	ar-42367	NA	p117	NA	Liu_NatMed_2019-p117	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	295	1	1	100	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + Unnamed	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p117	Liu_NatMed_2019	9	FALSE	TRUE	-0.280906191	-0.26814628	0.356818053	-0.061052204	-0.201278021	FALSE	1.457528753	-0.280906191	-0.227317339	0.239025402	-0.023504507	-0.204511661	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p121.ar.42364	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842364	ar-42364	NA	p121	NA	Liu_NatMed_2019-p121	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1306	0	1	1228	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p121	Liu_NatMed_2019	10	FALSE	TRUE	-0.420145516	0.801931092	0.649515488	0.282812309	1.070761487	TRUE	0.818711646	-0.420145516	-0.038865987	0.004057671	-0.025068624	1.129048343	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p125.ar.42377	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842377	ar-42377	NA	p125	NA	Liu_NatMed_2019-p125	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	978	0	0	978	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p125	Liu_NatMed_2019	14	FALSE	FALSE	2.87513974	3.025731489	0.555377601	2.493117138	5.254725814	TRUE	2.87513974	-4.101779711	-0.264711652	-0.242396049	-0.102721486	4.573104432	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p126.ar.42369	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842369	ar-42369	NA	p126	NA	Liu_NatMed_2019-p126	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	992	0	1	742	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p126	Liu_NatMed_2019	13	FALSE	FALSE	0.607816345	2.040860528	0.51664305	1.515331547	1.484466056	TRUE	0.607816345	-0.966983748	-0.081840394	0.00750276	-0.060811717	1.241883751	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p127.ar.42378	RNA-Seq	RNA	Stomach	Stomach	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842378	ar-42378	NA	p127	NA	Liu_NatMed_2019-p127	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	866	0	0	866	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p127	Liu_NatMed_2019	10	FALSE	TRUE	-0.164555245	-0.85078335	0.542174664	0.245571946	-0.663872422	FALSE	1.083605563	-0.164555245	0.041680184	-0.054115788	-0.019294423	-0.266693632	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p130.ar.42380	RNA-Seq	RNA	Brain	Brain	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842380	ar-42380	NA	p130	NA	Liu_NatMed_2019-p130	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	192	1	1	124	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p130	Liu_NatMed_2019	11	FALSE	FALSE	0.412234729	1.626964753	0.772916794	0.469410678	1.483963523	TRUE	0.412234729	-1.593537021	-0.07812114	-0.106655432	-0.056454612	1.431337895	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p131.ar.42368	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842368	ar-42368	NA	p131	NA	Liu_NatMed_2019-p131	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	833	0	0	833	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p131	Liu_NatMed_2019	7	FALSE	TRUE	-1.115012707	-1.305709429	0.226750302	0.124520442	-1.905105606	FALSE	-0.691826481	-1.115012707	-0.102549982	-0.068452343	-0.004502371	-1.633339449	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p132.ar.42376	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842376	ar-42376	NA	p132	NA	Liu_NatMed_2019-p132	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	739	0	1	389	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p132	Liu_NatMed_2019	11	FALSE	FALSE	1.956063935	1.456765705	0.539530297	-0.703626607	1.215323374	TRUE	1.956063935	-1.738501797	-0.147507617	-0.081676525	-0.04095731	1.201330587	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p133.ar.42379	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842379	ar-42379	NA	p133	NA	Liu_NatMed_2019-p133	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	370	1	1	63	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	FALSE	TRUE	FALSE	p133	Liu_NatMed_2019	13	FALSE	TRUE	-0.245442118	1.182595554	0.575896706	1.315085081	0.452604737	TRUE	-0.245442118	-1.23332451	-0.076608602	-0.037009065	-0.065945866	0.629042422	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p134.ar.42365	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842365	ar-42365	NA	p134	NA	Liu_NatMed_2019-p134	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	590	1	1	63	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	FALSE	TRUE	FALSE	p134	Liu_NatMed_2019	12	FALSE	FALSE	0.765144516	1.18559995	0.690134976	0.978685051	1.209154071	TRUE	0.765144516	-0.700337813	-0.069836912	-0.007042528	-0.026264678	0.943938088	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p135.ar.42371	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842371	ar-42371	NA	p135	NA	Liu_NatMed_2019-p135	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	628	0	0	628	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p135	Liu_NatMed_2019	10	FALSE	FALSE	0.482485652	0.067928215	0.85099637400000006	-0.184453535	-0.110460101	FALSE	-1.187935412	0.482485652	0.027611003	0.011312939	0.018823398	-0.335576585	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p137.ar.42366	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842366	ar-42366	NA	p137	NA	Liu_NatMed_2019-p137	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	772	0	0	772	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p137	Liu_NatMed_2019	12	FALSE	FALSE	2.310955194	2.643794711	0.517436554	1.897168693	2.615173973	TRUE	2.310955194	-2.297502397	-0.132718185	-0.088956319	-0.117958974	2.512537021	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p140.ar.42381	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842381	ar-42381	NA	p140	NA	Liu_NatMed_2019-p140	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	351	1	1	67	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	FALSE	TRUE	FALSE	p140	Liu_NatMed_2019	8	FALSE	FALSE	0.302938101	-1.054736299	0.616270558	-0.664612645	-1.020706041	FALSE	-1.32463885	0.302938101	0.095921867	-0.081136341	0.014515058	-1.219157219	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p141.ar.42375	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10842375	ar-42375	NA	p141	NA	Liu_NatMed_2019-p141	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	875	0	0	875	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p141	Liu_NatMed_2019	8	TRUE	FALSE	1.262834006	-1.80317239	0.688597816	-0.828377311	-1.920120428	FALSE	-1.11318079	1.262834006	0.092837466	0.127994737	-0.020671945	-1.86810969	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p142.ar.99955	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899955	ar-99955	NA	p142	NA	Liu_NatMed_2019-p142	SKCM	NA	Skin	Skin	M1a	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	996	0	0	996	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p142	Liu_NatMed_2019	12	FALSE	TRUE	-0.824385858	-0.803304038	0.427120689	-0.364769184	-0.091535005	FALSE	0.108550299	-0.824385858	-0.064215842	-0.038660851	-0.022812009	-0.111073526	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p143.ar.00559	RNA-Seq	RNA	Skin	Skin	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900559	ar-00559	NA	p143	NA	Liu_NatMed_2019-p143	SKCM	NA	Skin	Skin	M0	FALSE	III	Progressive Disease	FALSE	TRUE	FALSE	0	630	0	1	153	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p143	Liu_NatMed_2019	10	FALSE	FALSE	0.050076248	0.597603355	0.416191585	-0.17452497	-0.2565019	FALSE	1.456962836	0.050076248	-0.099639595	0.133442464	-0.003171907	0.383718415	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p144.ar.00018	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900018	ar-00018	NA	p144	NA	Liu_NatMed_2019-p144	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	662	0	0	662	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p144	Liu_NatMed_2019	8	FALSE	FALSE	0.791414085	-1.481388389	0.537208236	-1.953274086	-0.606653347	FALSE	-1.140730376	0.791414085	0.003398259	0.071890131	0.040431821	-0.695252939	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p145.ar.99986	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899986	ar-99986	NA	p145	NA	Liu_NatMed_2019-p145	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	833	0	0	833	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p145	Liu_NatMed_2019	13	FALSE	TRUE	-0.226129546	0.161263367	0.322197802	-0.149828809	1.241365028	FALSE	0.014846568	-0.226129546	-0.105122715	0.069115499	0.008097182	0.7236183	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p146.ar.00580	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900580	ar-00580	NA	p146	NA	Liu_NatMed_2019-p146	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	612	0	0	612	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p146	Liu_NatMed_2019	10	FALSE	FALSE	1.496377166	-0.432083456	0.431717862	0.397092432	-0.490279867	FALSE	-0.515554488	1.496377166	0.098956427	0.088923133	0.031490422	-0.441922442	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p147.ar.00553	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900553	ar-00553	NA	p147	NA	Liu_NatMed_2019-p147	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	960	0	0	960	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p147	Liu_NatMed_2019	11	FALSE	FALSE	1.283184085	-0.680370381	0.553593284	-1.734697563	-1.387311617	FALSE	-1.685407237	1.283184085	0.146205952	0.005622606	0.04306922	-1.313441197	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p148.ar.00014	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900014	ar-00014	NA	p148	NA	Liu_NatMed_2019-p148	SKCM	NA	Skin	Skin	M1a	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	792	0	0	792	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p148	Liu_NatMed_2019	10	FALSE	TRUE	-1.11578675	-0.879486099	0.715682513	-0.188825775	-0.652205791	FALSE	-1.169696683	-1.11578675	-0.138348757	-0.085974486	0.056657351	-0.798496574	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p149.ar.99973	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899973	ar-99973	NA	p149	NA	Liu_NatMed_2019-p149	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	1	497	1	1	210	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	FALSE	TRUE	FALSE	p149	Liu_NatMed_2019	11	FALSE	FALSE	1.830178053	1.633982305	0.507779349	2.580669849	1.602117371	TRUE	1.830178053	-1.315053165	-0.136057977	0.017748441	-0.066800562	1.406882938	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p150.ar.00558	RNA-Seq	RNA	Liver	Liver	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900558	ar-00558	NA	p150	NA	Liu_NatMed_2019-p150	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	685	0	0	685	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p150	Liu_NatMed_2019	10	FALSE	FALSE	0.373698948	-0.586532011	0.490140592	-0.321105362	-0.510897756	FALSE	-0.532103603	0.373698948	0.004442997	-0.009524932	0.067781349	-0.561832856	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p154.ar.00010	RNA-Seq	RNA	Skin	Skin	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900010	ar-00010	NA	p154	NA	Liu_NatMed_2019-p154	SKCM	NA	Skin	Skin	M0	FALSE	III	Stable Disease	FALSE	FALSE	TRUE	0	635	0	1	251	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p154	Liu_NatMed_2019	9	TRUE	FALSE	1.123872783	-1.564757146	0.547491879	-0.839013355	-1.48610943	FALSE	0.495696917	1.123872783	-0.06885481	0.202790052	0.058421607	-1.465475413	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p155.ar.99989	RNA-Seq	RNA	Skin	Skin	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899989	ar-99989	NA	p155	NA	Liu_NatMed_2019-p155	SKCM	NA	Skin	Skin	M0	FALSE	III	Progressive Disease	FALSE	TRUE	FALSE	0	475	0	1	113	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	FALSE	TRUE	p155	Liu_NatMed_2019	6	FALSE	FALSE	0.65824236	0.011436058	0.685875729	-0.695018326	-0.810930139	FALSE	0.519946694	0.65824236	0.050869108	0.033018957	0.007997113	-0.577203776	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p156.ar.99967	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899967	ar-99967	NA	p156	NA	Liu_NatMed_2019-p156	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	87	1	1	80	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p156	Liu_NatMed_2019	10	TRUE	FALSE	1.121556313	-1.626432229	0.630564582	-1.060583597	-1.706397127	FALSE	0.122467093	1.121556313	-0.040009634	0.189109511	0.026155224	-1.471774956	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p158.ar.00561	RNA-Seq	RNA	Endocrine	Endocrine: Adrenal Gland	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900561	ar-00561	NA	p158	NA	Liu_NatMed_2019-p158	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	194	0	1	162	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p158	Liu_NatMed_2019	10	FALSE	FALSE	0.752558563	0.561184667	0.435040948	0.330418247	0.007854124	FALSE	-0.427460917	0.752558563	0.131644092	-0.068013998	0.042085509	0.929530755	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p159.ar.00565	RNA-Seq	RNA	Maxillary Sinus Hard Palate	Maxillary Sinus Hard Palate	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900565	ar-00565	NA	p159	NA	Liu_NatMed_2019-p159	SKCM	NA	Skin	Mucosal	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	288	0	1	216	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p159	Liu_NatMed_2019	11	FALSE	FALSE	0.236105724	-0.225537036	0.222026896	-1.510950102	-0.33854297	FALSE	-0.104956195	0.236105724	0.042402908	-0.006509372	0.00148122	0.006646988	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p162.ar.00555	RNA-Seq	RNA	Intestines	Intestines	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900555	ar-00555	NA	p162	NA	Liu_NatMed_2019-p162	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	201	1	1	53	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p162	Liu_NatMed_2019	10	FALSE	TRUE	-1.119763367	0.740199705	0.550490063	2.17865434	0.507520118	FALSE	-0.674504518	-1.119763367	-0.041399791	-0.079895161	-0.048233999	0.119832549	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p163.ar.99974	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899974	ar-99974	NA	p163	NA	Liu_NatMed_2019-p163	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	173	1	1	48	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK + Unnamed	aCTLA4	TRUE	TRUE	TRUE	TRUE	aMAPK + Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	TRUE	p163	Liu_NatMed_2019	9	FALSE	FALSE	1.194001041	-0.775163738	0.202794791	-0.578802013	-0.43591093400000003	FALSE	-0.177117904	1.194001041	0.113754017	-0.005296819	0.062924697	-0.401047224	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p165.ar.00569	RNA-Seq	RNA	Soft Tissue	Soft Tissue	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900569	ar-00569	NA	p165	NA	Liu_NatMed_2019-p165	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	75	0	1	13	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p165	Liu_NatMed_2019	11	FALSE	FALSE	0.635876813	-0.242748607	0.372273274	-0.009717587	-0.518142765	FALSE	-1.326858479	0.635876813	0.062978438	0.01002599	0.011362783	-0.220780558	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p166.ar.00581	RNA-Seq	RNA	Soft Tissue	Soft Tissue	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900581	ar-00581	NA	p166	NA	Liu_NatMed_2019-p166	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	205	1	0	205	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p166	Liu_NatMed_2019	8	TRUE	FALSE	1.610560225	-1.689387766	0.356673924	-1.376215768	-1.709894444	FALSE	-1.724245295	1.610560225	0.159410482	0.055334405	0.027603006	-1.806707188	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p167.ar.00582	RNA-Seq	RNA	Brain	Brain	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900582	ar-00582	NA	p167	NA	Liu_NatMed_2019-p167	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	282	1	1	57	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p167	Liu_NatMed_2019	10	FALSE	FALSE	0.953448631	0.46002491	0.468985964	0.758588363	0.883290027	TRUE	0.953448631	-1.410334213	-0.089436531	-0.093616031	-0.032462821	1.148814393	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p168.ar.00000	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900000	ar-00000	NA	p168	NA	Liu_NatMed_2019-p168	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	623	0	0	580	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	TRUE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p168	Liu_NatMed_2019	8	TRUE	FALSE	1.00388466	-1.474459425	0.150431766	-1.784939797	-1.256910688	FALSE	-0.892748408	1.00388466	0.104666401	-0.003173395	0.041866164	-0.95126506	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p169.ar.00572	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900572	ar-00572	NA	p169	NA	Liu_NatMed_2019-p169	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	543	0	0	543	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p169	Liu_NatMed_2019	12	FALSE	TRUE	-0.291229649	1.010440121	0.826592552	1.052955745	1.075310937	TRUE	-0.291229649	-0.595499365	-0.01978119	-0.137629263	0.055021007	0.854889598	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p170.ar.00549	RNA-Seq	RNA	Skin	Skin	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	76	NA	HiSeq 2000	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900549	ar-00549	NA	p170	NA	Liu_NatMed_2019-p170	SKCM	NA	Skin	Skin	M0	FALSE	III	Stable Disease	FALSE	FALSE	TRUE	0	347	0	0	347	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p170	Liu_NatMed_2019	9	FALSE	FALSE	0.498809421	0.460275532	0.412755569	-0.13457741	-0.289566554	FALSE	0.382857737	0.498809421	0.018623388	0.087470298	-0.029717453	-0.158804397	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p172.ar.99987	RNA-Seq	RNA	Skin	Skin	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899987	ar-99987	NA	p172	NA	Liu_NatMed_2019-p172	SKCM	NA	Skin	Skin	M0	FALSE	III	Stable Disease	FALSE	FALSE	TRUE	0	272	0	1	272	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p172	Liu_NatMed_2019	11	FALSE	TRUE	-0.722061282	0.979293314	0.680260569	-0.183879811	1.101026355	FALSE	1.734051578	-0.722061282	-0.170005596	0.029565362	0.04472319	1.03956739	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p173.ar.00015	RNA-Seq	RNA	Lung	Lung	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900015	ar-00015	NA	p173	NA	Liu_NatMed_2019-p173	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	42	1	1	16	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p173	Liu_NatMed_2019	10	FALSE	FALSE	0.251047095	-0.896820318	0.467150515	-0.337155414	-1.233049296	FALSE	-1.024571597	0.251047095	0.04669311	-0.01376296	-0.006691904	-1.193861166	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p179.ar.00570	RNA-Seq	RNA	Lymph Node	Lymph Node	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900570	ar-00570	NA	p179	NA	Liu_NatMed_2019-p179	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	653	0	1	336	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p179	Liu_NatMed_2019	6	FALSE	FALSE	0.264671547	-2.137713538	0.699139311	-0.068047814	-1.920120428	FALSE	-1.722995967	0.264671547	0.134625228	-0.161446558	0.054804051	-1.916001119	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p181.ar.99981	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899981	ar-99981	NA	p181	NA	Liu_NatMed_2019-p181	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	476	0	0	476	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p181	Liu_NatMed_2019	12	FALSE	FALSE	0.914819983	1.49403509	0.663252106	1.875798148	1.113866648	TRUE	0.914819983	-0.494509615	-0.067169232	0.046857291	-0.044139905	1.464282312	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p183.ar.00011	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900011	ar-00011	NA	p183	NA	Liu_NatMed_2019-p183	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	572	1	1	84	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unnamed	None	TRUE	FALSE	FALSE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p183	Liu_NatMed_2019	10	FALSE	FALSE	0.106589334	1.349290746	0.699963204	-1.953274086	3.139887114	TRUE	0.106589334	-0.865165002	-0.09709018	-0.054217208	0.014272703	1.949923485	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p184.ar.00547	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900547	ar-00547	NA	p184	NA	Liu_NatMed_2019-p184	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	513	0	0	372	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p184	Liu_NatMed_2019	10	FALSE	FALSE	0.387466012	-0.298349412	0.356268859	-1.953274086	-1.125257256	FALSE	0.642830635	0.387466012	-0.006504541	0.080519084	-0.009139589	-1.314645546	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p185.ar.00554	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900554	ar-00554	NA	p185	NA	Liu_NatMed_2019-p185	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	203	0	0	203	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p185	Liu_NatMed_2019	12	FALSE	FALSE	0.305454349	0.606117518	0.65121458	0.618017692	0.782339516	TRUE	0.305454349	0.053823024	-0.057836197	0.049751745	0.022360463	0.854826859	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p187.ar.99988	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899988	ar-99988	NA	p187	NA	Liu_NatMed_2019-p187	SKCM	NA	Skin	Skin	M1a	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	617	0	0	617	0	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK + Unnamed	aCTLA4	TRUE	TRUE	TRUE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p187	Liu_NatMed_2019	10	FALSE	FALSE	0.919793919	-0.042928704	0.614393872	-0.141839592	-0.515931355	FALSE	-0.587273627	0.919793919	0.009070798	0.105301421	0.021910627	-0.775425375	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p188.ar.99976	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899976	ar-99976	NA	p188	NA	Liu_NatMed_2019-p188	SKCM	NA	Skin	Acral	M1a	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	74	1	1	23	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unnamed	None	TRUE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p188	Liu_NatMed_2019	11	FALSE	FALSE	2.337038169	-0.87518039	0.238931476	-1.518856656	-0.793499985	FALSE	-0.84738905899999994	2.337038169	0.227481459	0.025345511	0.085293529	-0.813603191	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p189.ar.99982	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899982	ar-99982	NA	p189	NA	Liu_NatMed_2019-p189	SKCM	NA	Skin	Acral	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	718	0	1	406	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p189	Liu_NatMed_2019	12	FALSE	TRUE	-0.071688125	0.325328523	0.631752594	0.274834926	0.247871032	FALSE	1.671865897	-0.071688125	-0.08881886	0.084621965	0.0044134	0.108425387	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p191.ar.00008	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900008	ar-00008	NA	p191	NA	Liu_NatMed_2019-p191	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	658	0	0	658	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p191	Liu_NatMed_2019	12	FALSE	TRUE	-0.43635219	0.986228832	0.660597446	0.846249928	-0.594542514	FALSE	0.057521834	-0.43635219	0.003035164	-0.042785204	-0.023597519	-0.063212534	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p192.ar.00591	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900591	ar-00591	NA	p192	NA	Liu_NatMed_2019-p192	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	290	0	1	249	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4 + aMAPK	aCTLA4	TRUE	TRUE	TRUE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p192	Liu_NatMed_2019	11	FALSE	TRUE	-2.045143739	1.760822603	0.678090163	1.883094242	1.160342829	TRUE	0.706150735	-2.045143739	-0.226397996	0.050633059	-0.122793584	1.342276549	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p193.ar.00002	RNA-Seq	RNA	Skin	Skin	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900002	ar-00002	NA	p193	NA	Liu_NatMed_2019-p193	SKCM	NA	Skin	Skin	M0	FALSE	III	Stable Disease	FALSE	FALSE	TRUE	0	659	0	1	476	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p193	Liu_NatMed_2019	10	FALSE	FALSE	1.324870309	1.389255847	0.576711191	-0.054334745	0.600752561	TRUE	1.324870309	-0.551832939	-0.036023741	-0.028950473	-0.028047418	0.596564928	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p195.ar.00556	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900556	ar-00556	NA	p195	NA	Liu_NatMed_2019-p195	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	895	0	0	895	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p195	Liu_NatMed_2019	12	FALSE	FALSE	0.608840538	-1.08910493	0.532534264	-1.518088717	0.221902047	TRUE	0.085044804	0.608840538	0.04400376	0.003748959	0.054898573	0.279112356	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p196.ar.00016	RNA-Seq	RNA	Brain	Brain	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900016	ar-00016	NA	p196	NA	Liu_NatMed_2019-p196	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	81	1	1	81	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	TRUE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p196	Liu_NatMed_2019	8	FALSE	TRUE	-0.191266905	-1.390951374	0.545216453	1.159147658	-1.687490498	FALSE	-0.77971514	-0.191266905	0.06369242	-0.106949654	0.001740489	-1.427210498	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p197.ar.00551	RNA-Seq	RNA	Brain	Brain	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900551	ar-00551	NA	p197	NA	Liu_NatMed_2019-p197	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	960	0	1	89	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p197	Liu_NatMed_2019	6	FALSE	FALSE	0.614667473	-1.692615909	0.273192923	-1.026363975	-1.210919796	FALSE	-0.586564647	0.614667473	0.131136547	-0.095044585	0.046410644	-1.253172019	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p200.ar.00009	RNA-Seq	RNA	Brain	Brain	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900009	ar-00009	NA	p200	NA	Liu_NatMed_2019-p200	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	512	1	1	108	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unnamed	None	TRUE	FALSE	FALSE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p200	Liu_NatMed_2019	10	FALSE	FALSE	1.130526117	0.51339133	0.726280652	0.748497992	2.250949804	TRUE	1.130526117	-0.636617164	-0.048806857	-0.029957245	-0.021104927	1.816415227	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p201.ar.00592	RNA-Seq	RNA	Intestines	Intestines: Rectal/Anal	TRUE	FALSE	Pre	NA	FALSE	FALSE	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900592	ar-00592	NA	p201	NA	Liu_NatMed_2019-p201	SKCM	NA	Skin	Mucosal	M0	FALSE	III	Progressive Disease	FALSE	TRUE	FALSE	1	167	1	1	69	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	aMAPK	None	TRUE	FALSE	FALSE	FALSE	TRUE	p201	Liu_NatMed_2019	7	TRUE	FALSE	2.804552793	-2.164095516	0.351613925	-1.953274086	-1.696395932	FALSE	-0.051847892	2.804552793	0.132962809	0.24403337	0.055241136	-1.624636738	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p203.ar.99990	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10899990	ar-99990	NA	p203	NA	Liu_NatMed_2019-p203	SKCM	NA	Skin	Acral	M1b	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	626	1	1	99	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Combined ICI	Combined ICI	TRUE	TRUE	TRUE	TRUE	FALSE	p203	Liu_NatMed_2019	10	FALSE	FALSE	1.152117364	-0.260344851	0.513131905	-0.57117657	-0.045368249	FALSE	0.755079621	1.152117364	0.014284862	0.132230773	0.037554669	0.200086723	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p204.ar.00589	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900589	ar-00589	NA	p204	NA	Liu_NatMed_2019-p204	SKCM	NA	Skin	Occult	M1a	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	819	0	0	630	0	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p204	Liu_NatMed_2019	11	FALSE	FALSE	0.115892427	0.7801896	0.406770211	1.071257873	0.073737033	FALSE	0.16704229	0.115892427	0.057756436	-0.046480109	0.001604254	0.300059674	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p205.ar.00013	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900013	ar-00013	NA	p205	NA	Liu_NatMed_2019-p205	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	392	1	1	190	1	NA	Female	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p205	Liu_NatMed_2019	11	FALSE	FALSE	1.112335729	-0.127837429	0.389576518	0.41361795	-0.611414022	FALSE	0.615464885	1.112335729	0.035745519	0.167647822	-0.032169767	-0.760177257	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Liu_NatMed_2019.p206.ar.00585	RNA-Seq	RNA	Skin	Skin	NA	FALSE	Pre	NA	FALSE	NA	76	NA	HiSeq 2500	NA	QIAGEN AllPrep DNA/RNA mini kit; CitriSolv	TRUE	FFPE	NA	SRR10900585	ar-00585	NA	p206	NA	Liu_NatMed_2019-p206	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	90	1	1	42	1	NA	Male	NA	NA	NA	NA	NA	NA	TRUE	Pembro	Pembro	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	aCTLA4	aCTLA4	TRUE	TRUE	TRUE	FALSE	Unknown	None	NA	FALSE	FALSE	FALSE	FALSE	p206	Liu_NatMed_2019	11	FALSE	FALSE	1.761543678	-0.090263334	0.232309786	-1.153250538	0.157657223	FALSE	1.179367263	1.761543678	-0.010574743	0.297109251	0.00311631	-0.135994792	Liu_NatMed_2019_Skin	0	0	0	0	0	0	0	1	0	0	0	0	0	ALL
Riaz_Nivolumab_2017.p001.ar.8813	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088813	ar-8813	p001	NA	NA	Riaz_Nivolumab_2017-p001	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	160	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p001	Riaz_Nivolumab_2017	10	FALSE	TRUE	-0.867867787	1.388064599	0.742518303	0.836532401	1.395218034	TRUE	0.230226347	-0.867867787	-7.87e-4	-0.106880433	-0.038367594	1.652565347	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p001.ar.8814	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088814	ar-8814	p001	NA	NA	Riaz_Nivolumab_2017-p001	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	160	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p001	Riaz_Nivolumab_2017	9	FALSE	FALSE	0.247340161	0.156628431	0.752010914	0.542448902	-0.227602365	FALSE	-1.070898934	0.247340161	0.130159422	-0.11536172	0.00502169	-0.05291617	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p002.ar.8815	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088815	ar-8815	p002	NA	NA	Riaz_Nivolumab_2017-p002	SKCM	NA	Skin	Other	M1b	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	275	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p002	Riaz_Nivolumab_2017	8	FALSE	TRUE	-0.414642165	1.715807541	0.446047856	1.195706361	0.697206887	TRUE	0.268503931	-0.414642165	-0.021262354	0.040007585	-0.074227729	0.853160057	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p002.ar.8816	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088816	ar-8816	p002	NA	NA	Riaz_Nivolumab_2017-p002	SKCM	NA	Skin	Other	M1b	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	275	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p002	Riaz_Nivolumab_2017	8	FALSE	TRUE	-0.515347522	1.638634373	0.623071885	1.293241708	0.553771074	TRUE	-0.691343622	-0.515347522	0.040304994	-0.024186708	-0.097046261	1.062533988	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p003.ar.8877	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088877	ar-8877	p003	p003-On	NA	Riaz_Nivolumab_2017-p003	SKCM	RAS	Skin	Skin	NA	NA	NA	Partial Response	FALSE	FALSE	TRUE	0	1144	0	NA	NA	NA	52	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p003	Riaz_Nivolumab_2017	11	FALSE	FALSE	0.096530772	0.030300187	0.661481651	0.018431548	-0.667375567	FALSE	0.100095432	0.096530772	0.065808508	-0.024263093	-0.0333047	-0.065881932	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p003.ar.8878	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088878	ar-8878	p003	p003-Pre	NA	Riaz_Nivolumab_2017-p003	SKCM	RAS	Skin	Skin	NA	NA	NA	Partial Response	FALSE	FALSE	TRUE	0	1144	0	NA	NA	NA	52	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p003	Riaz_Nivolumab_2017	10	TRUE	FALSE	2.173871598	-1.601937173	0.368744654	-1.437966468	-2.216794992	FALSE	-1.816923849	2.173871598	0.225758905	0.064616529	0.027153303	-2.400541868	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p004.ar.8879	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088879	ar-8879	p004	p004-On	NA	Riaz_Nivolumab_2017-p004	SKCM	RAS	Skin	Skin	M1b	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	633	1	NA	NA	NA	62	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p004	Riaz_Nivolumab_2017	10	FALSE	FALSE	1.834557995	2.645255621	0.320178855	1.488218001	3.11833085	TRUE	1.834557995	-2.100563963	-0.201139443	0.03346836	-0.12791469	2.86049079	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p004.ar.8880	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088880	ar-8880	p004	p004-Pre	NA	Riaz_Nivolumab_2017-p004	SKCM	RAS	Skin	Skin	M1b	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	633	1	NA	NA	NA	62	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p004	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.120792907	-1.224587558	0.150970933	-1.35814083	-0.289879448	FALSE	-0.97681892	0.120792907	0.107773656	-0.073102131	-0.018751096	-0.445366152	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p005.ar.8882	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088882	ar-8882	p005	p005-On	NA	Riaz_Nivolumab_2017-p005	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	222	1	NA	NA	NA	58	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p005	Riaz_Nivolumab_2017	6	FALSE	TRUE	-1.408017481	0.160137449	0.732718158	0.43501179	-0.064824948	FALSE	-0.830462166	-1.408017481	0.01046803	-0.170611811	-0.067660696	-0.037064166	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p005.ar.8883	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088883	ar-8883	p005	p005-Pre	NA	Riaz_Nivolumab_2017-p005	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	222	1	NA	NA	NA	58	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p005	Riaz_Nivolumab_2017	5	FALSE	FALSE	0.77143539	0.194795855	0.615516649	-0.318212835	0.59021729	TRUE	0.77143539	-2.26398724	-0.072891973	-0.255568642	-0.029296648	0.653226161	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p008.ar.8914	RNA-Seq	RNA	Skin	Skin	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088914	ar-8914	p008	p008-Pre	NA	Riaz_Nivolumab_2017-p008	SKCM	TripleWt	Skin	Mucosal	M0	FALSE	III	Progressive Disease	TRUE	TRUE	FALSE	1	259	1	NA	NA	NA	40	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p008	Riaz_Nivolumab_2017	7	FALSE	FALSE	2.415315128	-0.091714312	0.259501421	-1.004292679	-0.186687896	FALSE	0.147256119	2.415315128	0.059160316	0.316322366	0.002611885	-0.256066888	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p008.ar.8915	RNA-Seq	RNA	Skin	Skin	FALSE	TRUE	On	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088915	ar-8915	p008	p008-On	NA	Riaz_Nivolumab_2017-p008	SKCM	TripleWt	Skin	Mucosal	M0	FALSE	III	Progressive Disease	TRUE	TRUE	FALSE	1	259	1	NA	NA	NA	40	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p008	Riaz_Nivolumab_2017	7	FALSE	FALSE	1.062027591	0.404519599	0.63398961	-0.406884957	-0.011284307	FALSE	-0.805001462	1.062027591	0.107220217	0.053969938	-0.01612038	-0.186323458	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p009.ar.8885	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088885	ar-8885	p009	p009-Pre	NA	Riaz_Nivolumab_2017-p009	SKCM	BRAF	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	91.99999998	1	NA	NA	NA	46	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p009	Riaz_Nivolumab_2017	8	TRUE	FALSE	2.643096279	-2.222490417	0.116748481	-1.23054733	-1.067789619	FALSE	-0.167165212	2.643096279	0.180097172	0.164403933	0.053563863	-1.786745049	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p009.ar.8886	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088886	ar-8886	p009	p009-On	NA	Riaz_Nivolumab_2017-p009	SKCM	BRAF	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	91.99999998	1	NA	NA	NA	46	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p009	Riaz_Nivolumab_2017	8	TRUE	FALSE	2.739615983	-2.042440202	0.128339419	-1.602207466	-1.081763436	FALSE	-0.241874016	2.739615983	0.206183618	0.132439441	0.067998039	-1.796007309	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p010.ar.8887	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088887	ar-8887	p010	p010-Pre	NA	Riaz_Nivolumab_2017-p010	SKCM	NF1	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	256	1	NA	NA	NA	81	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p010	Riaz_Nivolumab_2017	6	TRUE	FALSE	1.066612561	-1.730276146	0.140365279	-1.21848946	-2.460913236	FALSE	-2.165888151	1.066612561	0.108214992	-0.039054039	0.090047003	-2.680887209	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p010.ar.8888	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088888	ar-8888	p010	p010-On	NA	Riaz_Nivolumab_2017-p010	SKCM	NF1	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	256	1	NA	NA	NA	81	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p010	Riaz_Nivolumab_2017	6	FALSE	FALSE	0.158069891	-0.14363573	0.159326493	0.441426212	-1.445591132	FALSE	-1.701731903	0.158069891	-0.039842809	0.063766101	0.013188136	-1.140204967	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p011.ar.8916	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088916	ar-8916	p011	p011-Pre	NA	Riaz_Nivolumab_2017-p011	SKCM	BRAF	Skin	Skin	NA	NA	NA	Progressive Disease	TRUE	TRUE	FALSE	1	837.0000002	1	NA	NA	NA	61	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p011	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.033176515	1.810041243	0.684589257	0.53064892	0.76094451	TRUE	0.033176515	-0.49896682	-0.040212026	-0.006980594	-0.025769628	0.498295225	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p011.ar.8917	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088917	ar-8917	p011	p011-On	NA	Riaz_Nivolumab_2017-p011	SKCM	BRAF	Skin	Skin	NA	NA	NA	Progressive Disease	TRUE	TRUE	FALSE	1	837.0000002	1	NA	NA	NA	61	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p011	Riaz_Nivolumab_2017	8	FALSE	TRUE	-0.446730445	2.132059484	0.632846396	0.839448131	0.20418451	FALSE	0.027363855	-0.446730445	-0.027789132	-0.009224352	-0.028988608	0.626182735	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p013.ar.8918	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088918	ar-8918	NA	p013-On	NA	Riaz_Nivolumab_2017-p013	SKCM	BRAF	Skin	Skin	NA	NA	NA	Progressive Disease	TRUE	TRUE	FALSE	1	280	1	NA	NA	NA	67	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p013	Riaz_Nivolumab_2017	9	FALSE	FALSE	0.111412337	2.458340685	0.496585724	1.412748794	1.913489481	TRUE	0.111412337	-0.92134144	-0.053491866	0.026133299	-0.103820916	1.715129559	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p016.ar.8919	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088919	ar-8919	NA	NA	NA	Riaz_Nivolumab_2017-p016	SKCM	NA	Skin	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	p016	Riaz_Nivolumab_2017	7	TRUE	FALSE	1.560124639	-3.123259407	0.382755427	-1.911306131	-2.869580105	FALSE	-2.021643137	1.560124639	0.155995966	-0.046272387	0.12289215	-2.885763637	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p017.ar.8889	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088889	ar-8889	p017	p017-On	NA	Riaz_Nivolumab_2017-p017	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	57	1	NA	NA	NA	48	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p017	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.89529548	-2.300859998	0.48367866	0.219853247	-2.214873876	FALSE	-1.748096347	0.89529548	0.065155932	-0.024016829	0.086862294	-2.190392316	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p017.ar.8890	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088890	ar-8890	p017	p017-Pre	NA	Riaz_Nivolumab_2017-p017	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	57	1	NA	NA	NA	48	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p017	Riaz_Nivolumab_2017	8	TRUE	FALSE	1.264724255	-2.45176603	0.461988504	0.234934043	-2.193264356	FALSE	-2.021327293	1.264724255	0.076013464	0.018259995	0.091116268	-2.290587668	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p018.ar.8891	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088891	ar-8891	p018	p018-Pre	NA	Riaz_Nivolumab_2017-p018	SKCM	BRAF	Skin	Skin	M1a	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	1073	0	NA	NA	NA	53	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p018	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.946874153	0.605793289	0.549280971	0.77492249	1.042645431	TRUE	0.946874153	-1.391909559	-0.015658704	-0.193558664	-0.018729121	1.016602298	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p018.ar.8892	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088892	ar-8892	p018	p018-On	NA	Riaz_Nivolumab_2017-p018	SKCM	BRAF	Skin	Skin	M1a	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	1073	0	NA	NA	NA	53	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p018	Riaz_Nivolumab_2017	13	FALSE	FALSE	2.290128144	0.874327571	0.391745746	0.949843717	2.84206125	TRUE	2.290128144	-3.339878135	-0.258005153	-0.245299043	0.003573211	2.396758498	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p023.ar.8817	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088817	ar-8817	p023	p023-On	NA	Riaz_Nivolumab_2017-p023	SKCM	BRAF	Skin	Skin	M1c	TRUE	IV	NA	NA	NA	NA	1	52	1	NA	NA	NA	53	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p023	Riaz_Nivolumab_2017	6	FALSE	FALSE	0.288583486	1.007429084	0.402676428	0.3500503	1.162584277	TRUE	0.288583486	0.622631357	0.163694902	-0.029445944	-0.047062861	1.51924915	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p023.ar.8818	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088818	ar-8818	p023	p023-Pre	NA	Riaz_Nivolumab_2017-p023	SKCM	BRAF	Skin	Skin	M1c	TRUE	IV	NA	NA	NA	NA	1	52	1	NA	NA	NA	53	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p023	Riaz_Nivolumab_2017	6	FALSE	FALSE	1.269715614	0.420596849	0.30024467	0.850757316	0.144656315	FALSE	1.098022169	1.269715614	0.084738668	0.191277374	-0.068275425	0.330898075	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p024.ar.8906	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088906	ar-8906	NA	p024-Pre	NA	Riaz_Nivolumab_2017-p024	SKCM	TripleWt	Skin	Other	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	149	0	NA	NA	NA	63	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p024	Riaz_Nivolumab_2017	7	FALSE	TRUE	-2.79610281	-0.58119329	0.715704941	0.742379989	-0.283809473	FALSE	1.027195772	-2.79610281	-0.40040709	0.079059045	-0.080138377	-0.373367075	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p026.ar.8920	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088920	ar-8920	p026	p026-Pre	NA	Riaz_Nivolumab_2017-p026	SKCM	RAS	Skin	Mucosal	M1b	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	952	0	NA	NA	NA	22	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p026	Riaz_Nivolumab_2017	6	FALSE	FALSE	0.259354044	-0.574526058	0.400594993	-0.964622434	-0.923389419	FALSE	-1.439426439	0.259354044	0.083870253	-0.058531484	0.008632397	-1.187649309	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p026.ar.8921	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088921	ar-8921	p026	p026-On	NA	Riaz_Nivolumab_2017-p026	SKCM	RAS	Skin	Mucosal	M1b	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	952	0	NA	NA	NA	22	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p026	Riaz_Nivolumab_2017	6	FALSE	FALSE	0.461376165	-1.108298603	0.441049823	-1.086507961	-1.692332122	FALSE	-1.625052514	0.461376165	0.105641508	-0.048488848	0.003804272	-1.770670935	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p027.ar.8907	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088907	ar-8907	p027	p027-On	NA	Riaz_Nivolumab_2017-p027	SKCM	BRAF	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	475	1	NA	NA	NA	65	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p027	Riaz_Nivolumab_2017	6	FALSE	FALSE	0.652767788	-0.781403238	0.369495368	-0.079031115	-1.093791988	FALSE	0.143889584	0.652767788	0.043345203	0.068638534	-0.001298271	-0.550703313	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p027.ar.8908	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088908	ar-8908	p027	p027-Pre	NA	Riaz_Nivolumab_2017-p027	SKCM	BRAF	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	475	1	NA	NA	NA	65	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p027	Riaz_Nivolumab_2017	7	FALSE	TRUE	-0.297573065	-1.50820183	0.510849444	-1.111799864	-1.23330036	FALSE	-0.266144672	-0.297573065	0.014663238	-0.083096139	0.026336386	-0.65742637	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p028.ar.8922	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088922	ar-8922	p028	p028-Pre	NA	Riaz_Nivolumab_2017-p028	SKCM	TripleWt	Skin	Skin	NA	NA	NA	Progressive Disease	TRUE	TRUE	FALSE	1	739.9999999	1	NA	NA	NA	79	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p028	Riaz_Nivolumab_2017	9	FALSE	FALSE	0.244684744	-0.387909562	0.55649978	-0.843514152	-0.490070555	FALSE	-1.394482667	0.244684744	0.002768559	-0.024111265	0.060046694	-0.551536193	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p028.ar.8923	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088923	ar-8923	p028	p028-On	NA	Riaz_Nivolumab_2017-p028	SKCM	TripleWt	Skin	Skin	NA	NA	NA	Progressive Disease	TRUE	TRUE	FALSE	1	739.9999999	1	NA	NA	NA	79	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p028	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.299297848	1.597082669	0.469446931	0.761993241	1.896572308	TRUE	0.299297848	-0.963700625	-0.096760947	-0.003608657	-0.033733726	2.038236347	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p029.ar.8909	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088909	ar-8909	NA	p029-Pre	NA	Riaz_Nivolumab_2017-p029	SKCM	RAS	Skin	Other	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	273	1	NA	NA	NA	57	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p029	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.593031054	-0.403325915	0.644973055	-0.062398763	-1.164970673	FALSE	-0.853468861	0.593031054	0.099681186	-0.061095689	0.040546384	-0.894446199	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p030.ar.8910	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088910	ar-8910	p030	p030-On	NA	Riaz_Nivolumab_2017-p030	SKCM	TripleWt	Skin	Mucosal	M1a	TRUE	IV	Complete Response	FALSE	FALSE	TRUE	0	1053	0	NA	NA	NA	89	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p030	Riaz_Nivolumab_2017	9	FALSE	FALSE	2.603611909	1.889706176	0.471997154	1.611528095	2.734719863	TRUE	2.603611909	-3.782729487	-0.478238478	0.055772994	-0.120768627	2.759603245	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p030.ar.8911	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088911	ar-8911	p030	p030-Pre	NA	Riaz_Nivolumab_2017-p030	SKCM	TripleWt	Skin	Mucosal	M1a	TRUE	IV	Complete Response	FALSE	FALSE	TRUE	0	1053	0	NA	NA	NA	89	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p030	Riaz_Nivolumab_2017	9	FALSE	FALSE	0.992501715	-1.251886314	0.793418208	-1.425327155	-1.617832765	FALSE	-1.63332367	0.992501715	0.184726841	-0.164160549	0.099521403	-1.826332555	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p031.ar.8912	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088912	ar-8912	p031	p031-On	NA	Riaz_Nivolumab_2017-p031	SKCM	TripleWt	Skin	Other	M1a	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	961.0000001	0	NA	NA	NA	56	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p031	Riaz_Nivolumab_2017	10	FALSE	FALSE	0.084050953	1.338153662	0.730591569	1.332027339	1.00942078	TRUE	0.084050953	-2.013066744	-0.080604362	-0.195800231	-0.041887461	0.947363271	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p031.ar.8913	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088913	ar-8913	p031	p031-Pre	NA	Riaz_Nivolumab_2017-p031	SKCM	TripleWt	Skin	Other	M1a	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	961.0000001	0	NA	NA	NA	56	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p031	Riaz_Nivolumab_2017	8	FALSE	TRUE	-0.251776953	0.378340805	0.729378666	-0.085937612	-0.206409762	FALSE	-0.325324185	-0.251776953	-0.017568557	-0.061428981	0.035407929	-0.272819383	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p032.ar.8893	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088893	ar-8893	NA	p032-On	NA	Riaz_Nivolumab_2017-p032	SKCM	BRAF	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	114	0	NA	NA	NA	34	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p032	Riaz_Nivolumab_2017	8	FALSE	TRUE	-4.807744689	-1.521898169	0.039422162	3.630814218	-1.917019424	FALSE	1.851561989	-4.807744689	-0.319483798	-0.186780137	-0.214456032	-1.681873809	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p034.ar.8928	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088928	ar-8928	p034	p034-On	NA	Riaz_Nivolumab_2017-p034	SKCM	BRAF	Skin	Skin	M1b	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	833.9999997	0	NA	NA	NA	71	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p034	Riaz_Nivolumab_2017	9	FALSE	TRUE	-2.716212107	0.688758284	0.282287278	0.687326205	2.592261103	TRUE	2.424732551	-2.716212107	-0.430596313	0.099602801	-0.051575676	2.026935613	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p034.ar.8929	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088929	ar-8929	p034	p034-Pre	NA	Riaz_Nivolumab_2017-p034	SKCM	BRAF	Skin	Skin	M1b	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	833.9999997	0	NA	NA	NA	71	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p034	Riaz_Nivolumab_2017	8	FALSE	TRUE	-2.551724024	1.655291026	0.483916642	1.08145862	2.387613351	TRUE	2.159591121	-2.551724024	-0.345297407	0.053036536	-0.064960799	2.017403081	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p035.ar.8930	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088930	ar-8930	NA	NA	NA	Riaz_Nivolumab_2017-p035	SKCM	NA	Skin	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	p035	Riaz_Nivolumab_2017	11	FALSE	FALSE	1.000895213	1.504063852	0.659723717	0.798700619	2.11699145	TRUE	1.000895213	-2.293480829	-0.173719449	-0.110789993	-0.061025811	1.901589673	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p036.ar.8898	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088898	ar-8898	p036	p036-Pre	NA	Riaz_Nivolumab_2017-p036	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	1081	0	NA	NA	NA	58	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p036	Riaz_Nivolumab_2017	6	TRUE	FALSE	1.20309435	-1.81072951	0.296033903	-0.50786627	-1.66752056	FALSE	1.028466413	1.20309435	-0.177870101	0.322564293	0.063160933	-1.332814608	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p036.ar.8899	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088899	ar-8899	p036	p036-On	NA	Riaz_Nivolumab_2017-p036	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	1081	0	NA	NA	NA	58	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p036	Riaz_Nivolumab_2017	9	FALSE	TRUE	-0.611712773	0.261788473	0.261745569	1.059553253	0.631461777	TRUE	1.579268316	-0.611712773	-0.027060869	0.019744015	-0.085326245	1.260669556	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p037.ar.8900	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088900	ar-8900	p037	p037-Pre	NA	Riaz_Nivolumab_2017-p037	SKCM	RAS	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	646	1	NA	NA	NA	63	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p037	Riaz_Nivolumab_2017	6	FALSE	FALSE	1.583525678	-0.800048979	0.319183573	-0.664595695	-1.098111325	FALSE	0.132206372	1.583525678	0.122618722	0.062513496	0.055129904	-1.02553529	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p037.ar.8903	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088903	ar-8903	p037	p037-On	NA	Riaz_Nivolumab_2017-p037	SKCM	RAS	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	646	1	NA	NA	NA	63	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p037	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.507138429	0.463017234	0.906059898	-0.113673094	-0.674419356	FALSE	-0.547711824	0.507138429	0.066307878	0.013628925	-0.015778883	0.346639969	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p038.ar.8894	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088894	ar-8894	p038	p038-On	NA	Riaz_Nivolumab_2017-p038	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	167	1	NA	NA	NA	54	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p038	Riaz_Nivolumab_2017	7	TRUE	FALSE	1.62562043	-1.473900568	0.287564346	-1.466200916	-1.750446235	FALSE	-1.235082597	1.62562043	0.151431768	0.027016629	0.059738278	-1.94657451	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p038.ar.8895	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088895	ar-8895	p038	p038-Pre	NA	Riaz_Nivolumab_2017-p038	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	167	1	NA	NA	NA	54	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p038	Riaz_Nivolumab_2017	6	TRUE	FALSE	2.030220858	-1.912852506	0.42110874	-1.359681539	-1.872714388	FALSE	-1.599682654	2.030220858	0.182752766	0.027734149	0.087046616	-2.057098496	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p039.ar.8819	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088819	ar-8819	NA	NA	NA	Riaz_Nivolumab_2017-p039	SKCM	NA	Skin	Mucosal	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	166	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p039	Riaz_Nivolumab_2017	8	TRUE	FALSE	2.220186303	-2.937686914	0.120483309	-1.914695322	-2.279082689	FALSE	-2.389343779	2.220186303	0.208461981	-0.022909713	0.146426878	-2.417326777	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p044.ar.8924	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088924	ar-8924	p044	p044-Pre	NA	Riaz_Nivolumab_2017-p044	SKCM	BRAF	Skin	Mucosal	NA	NA	NA	Partial Response	FALSE	FALSE	TRUE	0	1093	0	NA	NA	NA	61	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p044	Riaz_Nivolumab_2017	9	FALSE	TRUE	-0.18424233	1.567124168	0.199483116	0.066761986	0.663052275	TRUE	-0.18424233	1.760247327	0.100508712	0.196841331	-0.02339662	0.959156167	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p044.ar.8925	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088925	ar-8925	p044	p044-On	NA	Riaz_Nivolumab_2017-p044	SKCM	BRAF	Skin	Mucosal	NA	NA	NA	Partial Response	FALSE	FALSE	TRUE	0	1093	0	NA	NA	NA	61	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p044	Riaz_Nivolumab_2017	7	FALSE	FALSE	1.419898847	-0.205613113	0.184727895	-0.799896309	1.109892894	TRUE	1.419898847	1.506224053	-0.149254601	0.372524614	0.034501591	0.926438186	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p046.ar.8904	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088904	ar-8904	p046	p046-Pre	NA	Riaz_Nivolumab_2017-p046	SKCM	BRAF	Skin	Other	M1a	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	227	1	NA	NA	NA	79	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p046	Riaz_Nivolumab_2017	7	FALSE	TRUE	-1.724614541	0.171117251	0.325821772	0.885223203	0.268738526	FALSE	1.993482881	-1.724614541	-0.392046912	0.169504417	-0.011679088	0.751648254	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p046.ar.8905	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088905	ar-8905	p046	p046-On	NA	Riaz_Nivolumab_2017-p046	SKCM	BRAF	Skin	Other	M1a	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	227	1	NA	NA	NA	79	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p046	Riaz_Nivolumab_2017	9	FALSE	TRUE	-1.929233285	0.910150718	0.340498958	1.17402254	0.320849804	FALSE	1.607452865	-1.929233285	-0.383281084	0.171770349	-0.052380092	0.586632038	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p047.ar.8836	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088836	ar-8836	p047	p047-Pre	NA	Riaz_Nivolumab_2017-p047	SKCM	BRAF	Skin	Skin	M1b	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	718.0000002	1	NA	NA	NA	52	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p047	Riaz_Nivolumab_2017	7	FALSE	FALSE	1.522419937	0.136825076	0.463855055	0.360953903	-0.715895021	FALSE	0.05828132	1.522419937	0.048272806	0.23678955	-0.045289542	-0.558707129	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p047.ar.8837	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088837	ar-8837	p047	p047-On	NA	Riaz_Nivolumab_2017-p047	SKCM	BRAF	Skin	Skin	M1b	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	718.0000002	1	NA	NA	NA	52	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p047	Riaz_Nivolumab_2017	7	FALSE	FALSE	1.349903597	0.371664874	0.569855617	0.426456458	-0.351219794	FALSE	-0.25474873	1.349903597	0.098985059	0.150432369	-0.044335649	-0.425868157	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p048.ar.8896	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088896	ar-8896	p048	p048-On	NA	Riaz_Nivolumab_2017-p048	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Complete Response	FALSE	FALSE	TRUE	0	1046	0	NA	NA	NA	44	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p048	Riaz_Nivolumab_2017	10	FALSE	TRUE	-0.843185153	-2.116172631	0.517544154	-1.266170801	-1.131589559	FALSE	0.632110148	-0.843185153	-0.110188037	-0.024744374	0.015125791	-1.260444119	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p048.ar.8897	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088897	ar-8897	p048	p048-Pre	NA	Riaz_Nivolumab_2017-p048	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Complete Response	FALSE	FALSE	TRUE	0	1046	0	NA	NA	NA	44	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p048	Riaz_Nivolumab_2017	9	FALSE	TRUE	-0.903453308	-0.219457599	0.53754012	-0.780850084	-0.229213736	FALSE	0.494834395	-0.903453308	-0.125566278	-6.94e-4	0.001029141	-0.360474852	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p049.ar.8824	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088824	ar-8824	p049	p049-Pre	NA	Riaz_Nivolumab_2017-p049	SKCM	RAS	Skin	Skin	NA	NA	NA	Partial Response	FALSE	FALSE	TRUE	0	826.9999997	0	NA	NA	NA	52	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p049	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.042557318	2.58201265	0.595723555	0.994148117	1.895261339	TRUE	1.459796372	0.042557318	-0.097301973	0.158165525	-0.039613141	1.631428571	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p049.ar.8825	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088825	ar-8825	p049	p049-On	NA	Riaz_Nivolumab_2017-p049	SKCM	RAS	Skin	Skin	NA	NA	NA	Partial Response	FALSE	FALSE	TRUE	0	826.9999997	0	NA	NA	NA	52	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p049	Riaz_Nivolumab_2017	9	FALSE	TRUE	-2.324217042	3.878693057	0.70416114	1.611645542	3.929369361	TRUE	2.274979894	-2.324217042	-0.190122006	-0.010635957	-0.14945699	3.984958431	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p052.ar.8838	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088838	ar-8838	p052	p052-On	NA	Riaz_Nivolumab_2017-p052	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	476	1	NA	NA	NA	45	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p052	Riaz_Nivolumab_2017	7	FALSE	FALSE	2.08653631	-0.453792615	0.127224962	-0.237095675	-0.7229686	FALSE	-0.43000673	2.08653631	0.166739017	0.139398368	0.005639255	-0.609673174	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p052.ar.8839	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088839	ar-8839	p052	p052-Pre	NA	Riaz_Nivolumab_2017-p052	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	476	1	NA	NA	NA	45	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p052	Riaz_Nivolumab_2017	8	FALSE	FALSE	1.29993638	-0.888386758	0.247577748	-0.598095914	-0.685751574	FALSE	-0.284775019	1.29993638	0.086330583	0.094137699	0.014354859	-0.719557685	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p058.ar.8820	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088820	ar-8820	NA	p058-On	NA	Riaz_Nivolumab_2017-p058	SKCM	NF1	Skin	Skin	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	499	1	NA	NA	NA	53	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p058	Riaz_Nivolumab_2017	8	FALSE	TRUE	-0.276152567	2.525616377	0.344399529	1.208170339	1.892378167	TRUE	-0.31759447	-0.276152567	0.040351632	-0.005893335	-0.07906638	1.769809535	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p059.ar.8821	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088821	ar-8821	NA	p059-Pre	NA	Riaz_Nivolumab_2017-p059	SKCM	RAS	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	707.9999997	1	NA	NA	NA	49	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p059	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.823140409	1.054538592	0.285454263	1.083659851	0.91395503	TRUE	0.823140409	-0.472977043	-0.035743698	0.023117063	-0.066435381	1.385652866	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p062.ar.8855	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088855	ar-8855	p062	NA	NA	Riaz_Nivolumab_2017-p062	SKCM	NA	Skin	Ocular/Uveal	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	472	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p062	Riaz_Nivolumab_2017	7	FALSE	FALSE	0.332963751	-1.276808458	0.596369645	-0.271710012	-2.160363958	FALSE	-1.462952581	0.332963751	0.057253246	-0.079690278	0.067462775	-1.914137995	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p062.ar.8856	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088856	ar-8856	p062	NA	NA	Riaz_Nivolumab_2017-p062	SKCM	NA	Skin	Ocular/Uveal	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	472	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p062	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.600585042	-1.784961922	0.799735487	-0.728961982	-1.602864491	FALSE	-1.440286786	0.600585042	0.146884122	-0.168082155	0.098000038	-2.060574406	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p065.ar.8857	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088857	ar-8857	p065	p065-Pre	NA	Riaz_Nivolumab_2017-p065	SKCM	TripleWt	Skin	Acral	M1b	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	692	0	NA	NA	NA	63	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p065	Riaz_Nivolumab_2017	9	FALSE	FALSE	1.177797462	1.471843179	0.394388258	0.157150164	0.522051716	FALSE	-0.009445362	1.177797462	0.100838238	0.113441919	-0.033231622	0.216163703	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p065.ar.8858	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088858	ar-8858	p065	p065-On	NA	Riaz_Nivolumab_2017-p065	SKCM	TripleWt	Skin	Acral	M1b	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	692	0	NA	NA	NA	63	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p065	Riaz_Nivolumab_2017	9	FALSE	FALSE	0.88448016	2.24004494	0.417363464	0.671350519	1.142910043	TRUE	0.16909957	0.88448016	0.111259514	0.118288309	-0.092625458	1.066411249	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p066.ar.8826	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088826	ar-8826	NA	p066-Pre	NA	Riaz_Nivolumab_2017-p066	SKCM	BRAF	Skin	Skin	NA	NA	NA	Progressive Disease	TRUE	TRUE	FALSE	1	542	1	NA	NA	NA	49	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p066	Riaz_Nivolumab_2017	8	TRUE	FALSE	1.569849944	-1.363688671	0.725879588	-0.652964949	-1.452520782	FALSE	-1.579984418	1.569849944	0.187998912	-0.003152894	0.03762051	-1.61745671	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p067.ar.8840	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088840	ar-8840	p067	p067-Pre	NA	Riaz_Nivolumab_2017-p067	SKCM	TripleWt	Skin	Ocular/Uveal	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	1032	0	NA	NA	NA	33	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p067	Riaz_Nivolumab_2017	8	FALSE	TRUE	-0.953721633	-1.871959904	0.800598492	-1.428418524	-0.129506673	FALSE	0.594622161	-0.953721633	-0.039325943	-0.160505943	0.05219055	-0.467176268	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p067.ar.8841	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088841	ar-8841	p067	p067-On	NA	Riaz_Nivolumab_2017-p067	SKCM	TripleWt	Skin	Ocular/Uveal	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	1032	0	NA	NA	NA	33	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p067	Riaz_Nivolumab_2017	9	FALSE	TRUE	-1.151383134	-1.995206038	0.753196667	-1.466899174	-0.357835883	FALSE	0.670408023	-1.151383134	-0.063376157	-0.160016738	0.049352008	-0.776324408	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p068.ar.8859	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088859	ar-8859	NA	p068-On	NA	Riaz_Nivolumab_2017-p068	SKCM	TripleWt	Skin	Skin	M1b	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	842.0000001	0	NA	NA	NA	69	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p068	Riaz_Nivolumab_2017	7	TRUE	FALSE	1.481423315	-2.100873751	0.496414844	-0.925621797	-1.633336211	FALSE	-1.595792544	1.481423315	0.197221021	-0.035001083	0.054354906	-1.817195878	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p069.ar.8860	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088860	ar-8860	NA	NA	NA	Riaz_Nivolumab_2017-p069	SKCM	NA	Skin	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	p069	Riaz_Nivolumab_2017	9	FALSE	FALSE	3.037581442	1.024250143	0.278008376	0.54997487	2.382252396	TRUE	3.037581442	-3.541194852	-0.444782383	0.024144475	-0.084906824	2.156378347	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p072.ar.8861	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088861	ar-8861	NA	p072-Pre	NA	Riaz_Nivolumab_2017-p072	SKCM	BRAF	Skin	Skin	M1b	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	1	770	1	NA	NA	NA	43	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p072	Riaz_Nivolumab_2017	7	TRUE	FALSE	1.650744587	-1.990910633	0.447111781	-1.284632443	-2.805305266	FALSE	-2.08599951	1.650744587	0.18913438900000001	0.013492945	0.033829715	-2.762077743	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p076.ar.8827	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088827	ar-8827	NA	p076-Pre	NA	Riaz_Nivolumab_2017-p076	SKCM	RAS	Skin	Skin	M1c	TRUE	IV	NA	NA	NA	NA	1	10	1	NA	NA	NA	60	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p076	Riaz_Nivolumab_2017	6	TRUE	FALSE	2.490475707	-2.78025285	0.879661715	1.933530522	-2.244266809	FALSE	-1.0055524	2.490475707	0.251712736	0.134371503	-0.021954908	-1.390147084	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p077.ar.8846	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088846	ar-8846	p077	p077-Pre	NA	Riaz_Nivolumab_2017-p077	SKCM	BRAF	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	471	1	NA	NA	NA	56	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p077	Riaz_Nivolumab_2017	9	FALSE	FALSE	1.578596979	1.307969107	0.562793558	1.849102107	1.744375008	TRUE	1.578596979	-0.804597218	-0.045358711	-0.047579816	-0.027838464	1.45916474	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p077.ar.8847	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088847	ar-8847	p077	p077-On	NA	Riaz_Nivolumab_2017-p077	SKCM	BRAF	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	471	1	NA	NA	NA	56	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p077	Riaz_Nivolumab_2017	12	FALSE	FALSE	2.674076435	1.24740718	0.384687642	0.704110503	2.297957229	TRUE	2.674076435	-1.862544929	-0.2258288	-0.049692209	0.011848479	2.179123569	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p078.ar.8862	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088862	ar-8862	p078	NA	NA	Riaz_Nivolumab_2017-p078	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	77.99999998	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p078	Riaz_Nivolumab_2017	6	FALSE	FALSE	1.045008629	-0.463917623	0.554933956	-0.799354193	-0.265065756	FALSE	0.195586087	1.045008629	0.003002427	0.113758071	0.049952911	-0.362121712	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p078.ar.8864	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088864	ar-8864	p078	NA	NA	Riaz_Nivolumab_2017-p078	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	77.99999998	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p078	Riaz_Nivolumab_2017	7	TRUE	FALSE	2.445043369	-3.036544878	0.314498116	-1.900663704	-2.167620537	FALSE	-2.047544308	2.445043369	0.250719886	-0.043799852	0.149755702	-2.413107103	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p079.ar.8848	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088848	ar-8848	p079	p079-On	NA	Riaz_Nivolumab_2017-p079	SKCM	NF1	Skin	Other	NA	NA	NA	Stable Disease	TRUE	FALSE	TRUE	1	218	1	NA	NA	NA	64	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p079	Riaz_Nivolumab_2017	7	FALSE	FALSE	1.603064186	0.706902148	0.431479921	-0.467454824	0.17180537	FALSE	-1.07288784	1.603064186	0.167273277	0.01858108	0.037880851	-0.357700578	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p079.ar.8849	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088849	ar-8849	p079	p079-Pre	NA	Riaz_Nivolumab_2017-p079	SKCM	NF1	Skin	Other	NA	NA	NA	Stable Disease	TRUE	FALSE	TRUE	1	218	1	NA	NA	NA	64	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p079	Riaz_Nivolumab_2017	7	FALSE	FALSE	1.500088851	0.11318657	0.423371614	-0.753714073	-0.403398706	FALSE	-1.436256798	1.500088851	0.206369564	-0.039721102	0.038128781	-0.746654423	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p080.ar.8865	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088865	ar-8865	NA	NA	NA	Riaz_Nivolumab_2017-p080	SKCM	NA	Skin	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	p080	Riaz_Nivolumab_2017	10	FALSE	TRUE	-0.645526101	1.246916046	0.761158112	0.586448208	1.334986565	TRUE	-0.645526101	-0.176642171	0.071794252	-0.120659377	-0.003751682	0.999368038	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p081.ar.8828	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088828	ar-8828	NA	NA	NA	Riaz_Nivolumab_2017-p081	SKCM	NA	Skin	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	p081	Riaz_Nivolumab_2017	7	FALSE	FALSE	1.023486208	2.471667111	0.569590084	0.269210056	2.470778944	TRUE	1.023486208	-1.290250227	-0.065844723	-0.047340726	-0.080137127	2.475424969	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p082.ar.8822	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088822	ar-8822	p082	p082-Pre	NA	Riaz_Nivolumab_2017-p082	SKCM	TripleWt	Skin	Ocular/Uveal	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	429	1	NA	NA	NA	60	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p082	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.08828768	0.319797645	0.480056569	-0.015658632	0.079367893	FALSE	-0.975699584	0.08828768	-0.013116257	-0.006220557	0.032798084	-0.330445559	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p082.ar.8823	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088823	ar-8823	p082	p082-On	NA	Riaz_Nivolumab_2017-p082	SKCM	TripleWt	Skin	Ocular/Uveal	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	429	1	NA	NA	NA	60	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p082	Riaz_Nivolumab_2017	10	FALSE	TRUE	-0.968227678	1.394377937	0.675141169	0.905422244	1.44655595	TRUE	0.187742823	-0.968227678	-0.072202442	-0.062910912	-0.008600077	1.155918483	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p084.ar.8850	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088850	ar-8850	p084	p084-Pre	NA	Riaz_Nivolumab_2017-p084	SKCM	TripleWt	Skin	Other	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	151	1	NA	NA	NA	48	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p084	Riaz_Nivolumab_2017	7	TRUE	FALSE	1.629356638	-3.287704515	0.838760258	-1.650524871	-2.835992681	FALSE	-1.394711878	1.629356638	0.073545049	0.043962258	0.124299351	-2.935785857	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p084.ar.8851	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088851	ar-8851	p084	p084-On	NA	Riaz_Nivolumab_2017-p084	SKCM	TripleWt	Skin	Other	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	151	1	NA	NA	NA	48	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p084	Riaz_Nivolumab_2017	7	TRUE	FALSE	2.021657202	-3.231736674	0.844292079	-1.748385303	-2.888569327	FALSE	-1.470172009	2.021657202	0.094959174	0.073793028	0.13389236	-2.951880206	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p085.ar.8829	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088829	ar-8829	p085	p085-Pre	NA	Riaz_Nivolumab_2017-p085	SKCM	RAS	Skin	Skin	M1a	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	903.9999997	0	NA	NA	NA	66	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p085	Riaz_Nivolumab_2017	6	TRUE	FALSE	1.528862176	-2.012348013	0.842249245	-1.800910515	-2.273224726	FALSE	-1.873722905	1.528862176	0.179655486	0.006454058	0.026541819	-2.438447248	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p085.ar.8830	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088830	ar-8830	p085	p085-On	NA	Riaz_Nivolumab_2017-p085	SKCM	RAS	Skin	Skin	M1a	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	903.9999997	0	NA	NA	NA	66	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p085	Riaz_Nivolumab_2017	8	TRUE	FALSE	2.049385383	-1.710526093	0.679598151	-1.635349139	-1.756800686	FALSE	-1.335282197	2.049385383	0.184972877	0.094956641	0.01991958	-1.66064666	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p087.ar.8852	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088852	ar-8852	NA	p087-On	NA	Riaz_Nivolumab_2017-p087	SKCM	RAS	Skin	Skin	NA	NA	NA	Stable Disease	TRUE	FALSE	TRUE	0	973.9999997	0	NA	NA	NA	68	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p087	Riaz_Nivolumab_2017	9	FALSE	FALSE	1.798419075	3.55049798	0.639634865	2.369647988	3.268052521	TRUE	1.798419075	-3.223607734	-0.262105248	-0.071570831	-0.13472151	2.907715632	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p089.ar.8831	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088831	ar-8831	p089	p089-Pre	NA	Riaz_Nivolumab_2017-p089	SKCM	TripleWt	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	844.0000002	1	NA	NA	NA	56	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p089	Riaz_Nivolumab_2017	9	TRUE	FALSE	2.385907325	-1.202918548	0.554012871	-1.402014149	-1.748059932	FALSE	0.372630105	2.385907325	0.152271827	0.173611986	0.032130363	-1.593135492	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p089.ar.8832	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088832	ar-8832	p089	p089-On	NA	Riaz_Nivolumab_2017-p089	SKCM	TripleWt	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	844.0000002	1	NA	NA	NA	56	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p089	Riaz_Nivolumab_2017	9	FALSE	FALSE	2.280974238	0.859110321	0.442539066	-0.115910818	-0.730055043	FALSE	0.640541322	2.280974238	0.177298925	0.177954711	-0.016679849	-0.10232643	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p090.ar.8866	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088866	ar-8866	NA	p090-Pre	NA	Riaz_Nivolumab_2017-p090	SKCM	TripleWt	Skin	Mucosal	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	174	1	NA	NA	NA	60	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p090	Riaz_Nivolumab_2017	10	FALSE	TRUE	-0.2849192	0.112373018	0.653062897	0.520025339	1.066885459	TRUE	0.083943752	-0.2849192	0.067944048	-0.050055391	-0.077610684	1.463998946	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p092.ar.8867	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088867	ar-8867	p092	p092-Pre	NA	Riaz_Nivolumab_2017-p092	SKCM	RAS	Skin	Skin	NA	NA	NA	Stable Disease	TRUE	FALSE	TRUE	1	333	1	NA	NA	NA	58	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p092	Riaz_Nivolumab_2017	11	FALSE	TRUE	-0.089618468	1.82520673	0.485700737	1.395602265	1.85103171	TRUE	0.544795626	-0.089618468	0.085447016	-0.033086018	-0.064273546	2.007491831	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p092.ar.8870	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088870	ar-8870	p092	p092-On	NA	Riaz_Nivolumab_2017-p092	SKCM	RAS	Skin	Skin	NA	NA	NA	Stable Disease	TRUE	FALSE	TRUE	1	333	1	NA	NA	NA	58	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p092	Riaz_Nivolumab_2017	9	FALSE	TRUE	-2.374694022	3.680491776	0.853789638	2.280045513	4.520766766	TRUE	1.298703901	-2.374694022	-0.075455325	-0.149387422	-0.140463806	4.403523329	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p093.ar.8833	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088833	ar-8833	NA	p093-On	NA	Riaz_Nivolumab_2017-p093	SKCM	TripleWt	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	849.0000001	0	NA	NA	NA	52	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p093	Riaz_Nivolumab_2017	8	FALSE	FALSE	1.276271316	-0.987691346	0.438165151	-0.927592024	-1.429636246	FALSE	-0.827636425	1.276271316	0.160960052	-0.018508086	0.045657686	-1.360774829	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p094.ar.8842	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088842	ar-8842	p094	p094-On	NA	Riaz_Nivolumab_2017-p094	SKCM	BRAF	Skin	Skin	M1c	TRUE	IV	Complete Response	FALSE	FALSE	TRUE	0	980.9999997	0	NA	NA	NA	41	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p094	Riaz_Nivolumab_2017	10	FALSE	TRUE	-0.414056062	-0.007631214	0.400693993	-0.672659132	-0.247692469	FALSE	0.366932626	-0.414056062	-0.063344764	-0.006959414	0.008616438	-0.231785373	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p094.ar.8843	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088843	ar-8843	p094	p094-Pre	NA	Riaz_Nivolumab_2017-p094	SKCM	BRAF	Skin	Skin	M1c	TRUE	IV	Complete Response	FALSE	FALSE	TRUE	0	980.9999997	0	NA	NA	NA	41	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	None	NA	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	NA	p094	Riaz_Nivolumab_2017	9	FALSE	FALSE	0.93844752	-1.747023347	0.19080291	-1.508361559	-0.590268382	FALSE	-0.062516817	0.93844752	0.027476115	0.029468124	0.087443754	-0.680304517	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p098.ar.8853	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088853	ar-8853	p098	p098-Pre	NA	Riaz_Nivolumab_2017-p098	SKCM	TripleWt	Skin	Ocular/Uveal	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	746.9999999	1	NA	NA	NA	74	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p098	Riaz_Nivolumab_2017	7	FALSE	FALSE	0.665465368	-1.49838326	0.638085082	-0.32066979	-1.492782514	FALSE	-1.40527633	0.665465368	0.069821053	-0.092705283	0.112096791	-1.375256758	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p098.ar.8854	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088854	ar-8854	p098	p098-On	NA	Riaz_Nivolumab_2017-p098	SKCM	TripleWt	Skin	Ocular/Uveal	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	746.9999999	1	NA	NA	NA	74	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p098	Riaz_Nivolumab_2017	9	FALSE	TRUE	-1.168063105	0.899651768	0.691121151	1.561869732	0.849705287	TRUE	-0.649331932	-1.168063105	-0.070301436	-0.107780326	-7.22e-4	0.925018958	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p101.ar.8834	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088834	ar-8834	p101	p101-Pre	NA	Riaz_Nivolumab_2017-p101	SKCM	TripleWt	Skin	Skin	M1a	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	833.9999997	0	NA	NA	NA	47	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p101	Riaz_Nivolumab_2017	13	FALSE	TRUE	-3.392805003	1.988180455	0.606275679	1.229224283	2.895129232	TRUE	2.343913982	-3.392805003	-0.168879809	-0.309920827	-0.037340319	2.509313966	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p101.ar.8835	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088835	ar-8835	p101	p101-On	NA	Riaz_Nivolumab_2017-p101	SKCM	TripleWt	Skin	Skin	M1a	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	833.9999997	0	NA	NA	NA	47	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p101	Riaz_Nivolumab_2017	13	FALSE	TRUE	-3.066432178	2.096946327	0.36870218	1.536331234	2.935169548	TRUE	2.46987603	-3.066432178	-0.176097255	-0.250506711	-0.03494836	2.616307725	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p103.ar.8871	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088871	ar-8871	p103	p103-On	NA	Riaz_Nivolumab_2017-p103	SKCM	TripleWt	Skin	Skin	M1b	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	484	0	NA	NA	NA	52	Female	Asian	FALSE	TRUE	FALSE	FALSE	FALSE	FALSE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p103	Riaz_Nivolumab_2017	7	TRUE	FALSE	1.880187917	-1.462184454	0.464251498	-1.577291935	-1.392935769	FALSE	-0.796673018	1.880187917	0.120685186	0.077216091	0.08513168	-1.394691225	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p103.ar.8872	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088872	ar-8872	p103	p103-Pre	NA	Riaz_Nivolumab_2017-p103	SKCM	TripleWt	Skin	Skin	M1b	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	484	0	NA	NA	NA	52	Female	Asian	FALSE	TRUE	FALSE	FALSE	FALSE	FALSE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p103	Riaz_Nivolumab_2017	9	FALSE	TRUE	-0.243606728	1.013419055	0.705467533	-0.746876069	1.280838752	TRUE	1.961684764	-0.243606728	-0.103677561	0.038938735	0.034875907	1.589814329	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p105.ar.8844	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088844	ar-8844	NA	NA	NA	Riaz_Nivolumab_2017-p105	SKCM	NA	Skin	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	p105	Riaz_Nivolumab_2017	11	FALSE	FALSE	0.636872603	2.193086308	0.796611291	2.181495753	2.036508227	TRUE	0.636872603	-2.331959855	-0.119753821	-0.121533874	-0.109644692	2.335047996	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p106.ar.8926	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088926	ar-8926	p106	p106-Pre	NA	Riaz_Nivolumab_2017-p106	SKCM	BRAF	Skin	Mucosal	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	91	1	NA	NA	NA	53	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p106	Riaz_Nivolumab_2017	7	FALSE	FALSE	1.706575815	0.66993754	0.326895839	-1.069973352	0.469105388	TRUE	-0.554408078	1.706575815	0.120670601	0.108688776	0.030912534	0.565094251	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p106.ar.8927	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088927	ar-8927	p106	p106-On	NA	Riaz_Nivolumab_2017-p106	SKCM	BRAF	Skin	Mucosal	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	91	1	NA	NA	NA	53	Male	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p106	Riaz_Nivolumab_2017	7	FALSE	FALSE	1.532944032	0.943720199	0.513211774	-0.397174414	0.184988642	TRUE	-0.731251647	1.532944032	0.151527344	0.057031365	0.019026941	0.505469055	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
Riaz_Nivolumab_2017.p108.ar.8845	RNA-Seq	RNA	NA	NA	NA	TRUE	On	NA	FALSE	NA	NA	NA	HiSeq 2000 V3 or HiSeq 2500	NA	NA	FALSE	Fresh	RNALater	SRR5088845	ar-8845	NA	p108-On	NA	Riaz_Nivolumab_2017-p108	SKCM	TripleWt	Skin	Other	M1b	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	912.9999998	0	NA	NA	NA	37	Female	Caucasian	TRUE	FALSE	FALSE	FALSE	FALSE	TRUE	Nivo	Nivo	None	PD1	PD1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Ipi	Ipi	TRUE	TRUE	TRUE	NA	NA	NA	NA	NA	NA	NA	NA	p108	Riaz_Nivolumab_2017	8	FALSE	FALSE	0.171659314	-0.310136955	0.9292941	-0.50583249	-0.330883075	FALSE	0.596024191	0.171659314	-0.0381297	0.050441072000000003	0.020143998	0.419797392	Riaz_Nivolumab_2017_Skin	0	0	0	0	0	0	0	0	0	0	1	0	0	ALL
VanAllen_antiCTLA4_2015.p002.ar.689710	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2689710	ar-689710	NA	p002	NA	VanAllen_antiCTLA4_2015-p002	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	1632	0	1	538	1	42	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	aBRAF	Unknown	TRUE	NA	TRUE	NA	TRUE	NA	Unknown	Unknown	TRUE	NA	NA	NA	aBRAF	Unknown	TRUE	NA	NA	NA	NA	p002	VanAllen_antiCTLA4_2015	9	FALSE	TRUE	-1.177005707	-1.190989667	0.066253609	-0.205593382	0.493856413	FALSE	2.826561689	-1.177005707	-0.26695009200000003	0.171622779	-0.056052122	0.501739052	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p004.ar.689711	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2689711	ar-689711	NA	p004	NA	VanAllen_antiCTLA4_2015-p004	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	987	0	0	646	0	71	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p004	VanAllen_antiCTLA4_2015	8	FALSE	FALSE	0.513333564	-1.317908801	0.620664215	-1.049311255	-1.344780502	FALSE	0.949800345	0.513333564	-0.042663347	0.09039108	0.037092855	-1.372619363	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p004.ar.780275	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2780275	ar-780275	NA	p004	NA	VanAllen_antiCTLA4_2015-p004	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	987	0	0	646	0	71	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p004	VanAllen_antiCTLA4_2015	8	FALSE	TRUE	-0.246529341	-0.107302921	0.446357037	0.433403382	0.376787204	TRUE	-0.246529341	0.639753258	0.129990935	-0.050869825	0.001832819	0.775189204	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p006.ar.774280	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2774280	ar-774280	NA	p006	NA	VanAllen_antiCTLA4_2015-p006	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	161	1	1	77	1	33	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p006	VanAllen_antiCTLA4_2015	10	FALSE	FALSE	2.860100707	0.842940535	0.382992154	1.769716663	1.507773376	TRUE	2.860100707	-2.17280964	-0.209794917	-0.019903301	-0.087510142	1.583549959	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p008.ar.778361	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2778361	ar-778361	NA	p008	NA	VanAllen_antiCTLA4_2015-p008	SKCM	NA	Skin	Mucosal	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	140	1	1	73	1	73	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p008	VanAllen_antiCTLA4_2015	11	FALSE	FALSE	0.17053953	1.241028108	0.501044635	0.902779498	0.391420679	TRUE	0.17053953	-0.401817032	-0.009163608	-0.038911905	-0.023228538	0.66285972	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p014.ar.771207	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2771207	ar-771207	NA	p014	NA	VanAllen_antiCTLA4_2015-p014	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	163	1	1	84	1	48	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	aBRAF	Unknown	TRUE	NA	TRUE	NA	TRUE	NA	aBRAF	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p014	VanAllen_antiCTLA4_2015	11	FALSE	FALSE	0.843785017	-0.746756649	0.186309644	0.387971309	-0.429250831	FALSE	0.752281434	0.843785017	0.057875021	0.023224785	0.056284939	-0.268306623	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p015.ar.669446	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2669446	ar-669446	NA	p015	NA	VanAllen_antiCTLA4_2015-p015	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	50	1	1	31	1	32	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	aBRAF	Unknown	TRUE	NA	TRUE	NA	TRUE	NA	aBRAF	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p015	VanAllen_antiCTLA4_2015	7	TRUE	FALSE	1.497381296	-2.274046847	0.330396386	-0.441355759	-2.204118934	FALSE	-1.330395574	1.497381296	0.166665775	0.008487475	0.038847336	-1.996980027	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p016.ar.780299	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2780299	ar-780299	NA	p016	NA	VanAllen_antiCTLA4_2015-p016	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	811	1	1	84	1	68	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p016	VanAllen_antiCTLA4_2015	11	FALSE	TRUE	-0.779366652	0.735538688	0.904833025	0.381477949	0.793445039	FALSE	-1.151852003	-0.779366652	0.02725355	-0.166637849	-0.004971877	0.423252621	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p019.ar.774182	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2774182	ar-774182	NA	p019	NA	VanAllen_antiCTLA4_2015-p019	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	175	1	1	21	1	59	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p019	VanAllen_antiCTLA4_2015	10	FALSE	FALSE	1.685941179	0.794882676	0.309986501	-0.077818045	1.105809119	TRUE	1.685941179	-0.221314933	-0.136818594	0.155928552	-0.028086958	1.067377023	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p020.ar.672095	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2672095	ar-672095	NA	NA	NA	VanAllen_antiCTLA4_2015-p020	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	116	1	1	71	1	78	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p020	VanAllen_antiCTLA4_2015	9	FALSE	FALSE	0.925490193	-0.261539196	0.575147963	-0.405483105	0.092650195	FALSE	-1.686640102	0.925490193	0.109880792	-0.021169543	0.044542119	-0.171110703	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p025.ar.755094	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2755094	ar-755094	NA	p025	NA	VanAllen_antiCTLA4_2015-p025	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	325	1	1	67	1	69	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p025	VanAllen_antiCTLA4_2015	9	FALSE	TRUE	-0.945108818	-0.623386669	0.265416908	0.849961494	-0.122554656	FALSE	-0.035115913	-0.945108818	-0.018879026	-0.130195443	-0.004262037	-0.443690218	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p027.ar.771617	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2771617	ar-771617	NA	p027	NA	VanAllen_antiCTLA4_2015-p027	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	1379	0	1	139	1	61	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	aBRAF	Unknown	TRUE	NA	TRUE	NA	TRUE	NA	Unknown	Unknown	TRUE	NA	NA	NA	aBRAF	Unknown	TRUE	NA	NA	NA	NA	p027	VanAllen_antiCTLA4_2015	7	FALSE	TRUE	-0.084300978	-0.275052569	0.390967001	0.064897197	-0.545573269	FALSE	0.45410826	-0.084300978	-0.139030678	0.133362483	0.006581076	-0.4677938	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p028.ar.660032	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2660032	ar-660032	NA	p028	NA	VanAllen_antiCTLA4_2015-p028	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	1184	1	1	77	1	77	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p028	VanAllen_antiCTLA4_2015	11	FALSE	FALSE	0.006032798	2.659439933	0.863464164	1.663851041	1.925743779	TRUE	0.006032798	-2.01344557	0.006758003	-0.204112486	-0.127650974	1.92139353	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p029.ar.681702	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2681702	ar-681702	NA	p029	NA	VanAllen_antiCTLA4_2015-p029	SKCM	NA	Skin	Skin	M1c	TRUE	IV	NA	NA	NA	NA	0	1326	0	1	341	1	82	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p029	VanAllen_antiCTLA4_2015	11	FALSE	TRUE	-0.825083553	0.009858638	0.612243018	0.026176929	-0.804612206	FALSE	1.185265069	-0.825083553	-0.008555674	-0.140208184	0.024224863	0.043190461	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p033.ar.779097	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2779097	ar-779097	NA	p033	NA	VanAllen_antiCTLA4_2015-p033	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	211	1	1	211	1	65	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p033	VanAllen_antiCTLA4_2015	10	FALSE	FALSE	0.599272519	-1.484481155	0.624666619	0.00543599	-1.760102441	FALSE	-1.052532738	0.599272519	0.094530994	-0.026113744	0.007182803	-1.676423199	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p036.ar.777976	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2777976	ar-777976	NA	p036	NA	VanAllen_antiCTLA4_2015-p036	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	54	1	1	41	1	52	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	aBRAF	Unknown	TRUE	NA	TRUE	NA	TRUE	NA	aBRAF	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p036	VanAllen_antiCTLA4_2015	9	TRUE	FALSE	2.146694139	-1.149494903	0.207192198	-1.346273344	-2.24690985	FALSE	-1.522767727	2.146694139	0.208980267	0.066612737	0.036586168	-1.866194093	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p037.ar.778466	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2778466	ar-778466	NA	p037	NA	VanAllen_antiCTLA4_2015-p037	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	70	1	1	23	1	47	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p037	VanAllen_antiCTLA4_2015	10	FALSE	FALSE	1.385990677	0.216673286	0.69769057	-0.579910548	0.063406442	FALSE	-1.044822133	1.385990677	0.202146845	-0.012195876	0.012378075	0.127172318	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p038.ar.778056	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2778056	ar-778056	NA	p038	NA	VanAllen_antiCTLA4_2015-p038	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	1539	0	1	302	1	45	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	aBRAF	Unknown	TRUE	NA	TRUE	NA	TRUE	NA	Unknown	Unknown	TRUE	NA	NA	NA	aBRAF	Unknown	TRUE	NA	NA	NA	NA	p038	VanAllen_antiCTLA4_2015	11	FALSE	FALSE	1.291536842	1.794479022	0.624149668	1.809610421	2.285901914	TRUE	1.291536842	-1.654270131	-0.119889103	-0.063904995	-0.063965604	2.519786226	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p039.ar.665516	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2665516	ar-665516	NA	p039	NA	VanAllen_antiCTLA4_2015-p039	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Complete Response	FALSE	FALSE	TRUE	0	1487	0	0	1487	0	67	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p039	VanAllen_antiCTLA4_2015	10	FALSE	TRUE	-0.439564801	-0.385767588	0.45100119	-2.268084867	0.172392501	FALSE	1.372920975	-0.439564801	-0.181578073	0.110878245	0.026055783	0.460225184	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p040.ar.751521	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2751521	ar-751521	NA	p040	NA	VanAllen_antiCTLA4_2015-p040	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	34	1	1	34	1	74	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p040	VanAllen_antiCTLA4_2015	9	FALSE	FALSE	1.384553851	-0.609618119	0.361095107	0.581545702	-0.832533855	FALSE	-0.420245268	1.384553851	0.051702293	0.157851468	-0.001971755	-0.605640326	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p041.ar.083584	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR3083584	ar-083584	NA	p041	NA	VanAllen_antiCTLA4_2015-p041	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	128	1	1	54	1	64	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p041	VanAllen_antiCTLA4_2015	8	FALSE	FALSE	0.686887581	-1.849208654	0.114994693	-2.354573049	-0.781905273	FALSE	-0.096968447	0.686887581	0.041029827	0.036697565	0.023176879	-1.711187364	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p043.ar.771286	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2771286	ar-771286	NA	p043	NA	VanAllen_antiCTLA4_2015-p043	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	37	1	1	37	1	75	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p043	VanAllen_antiCTLA4_2015	10	FALSE	FALSE	1.538022319	1.320090637	0.464788932	0.546669701	2.056003559	TRUE	1.538022319	-0.309246702	-0.197198262	0.21658953	-0.0350876	1.883119979	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p044.ar.780123	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2780123	ar-780123	NA	p044	NA	VanAllen_antiCTLA4_2015-p044	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	271	1	1	62	1	57	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p044	VanAllen_antiCTLA4_2015	8	TRUE	FALSE	1.534771069	-2.344580012	0.818071475	-0.427201505	-2.348717532	FALSE	-1.573357379	1.534771069	0.156838943	-0.034025281	0.100294684	-2.083378349	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p045.ar.777065	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2777065	ar-777065	NA	p045	NA	VanAllen_antiCTLA4_2015-p045	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	89	1	1	61	1	68	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p045	VanAllen_antiCTLA4_2015	8	TRUE	FALSE	1.665937755	-2.467418987	0.324662827	-1.093040631	-2.378156453	FALSE	-1.429439076	1.665937755	0.170879778	0.008670987	0.058704732	-2.112334729	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p046.ar.777217	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2777217	ar-777217	NA	p046	NA	VanAllen_antiCTLA4_2015-p046	SKCM	NA	Skin	Occult	M1b	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	160	1	1	36	1	36	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p046	VanAllen_antiCTLA4_2015	9	FALSE	FALSE	0.942583849	-0.365556724	0.140743499	-0.279787814	-1.312111622	FALSE	0.313535946	0.942583849	0.048016124	0.08544624	0.015687554	-1.267177733	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p047.ar.771707	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2771707	ar-771707	NA	p047	NA	VanAllen_antiCTLA4_2015-p047	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Complete Response	FALSE	FALSE	TRUE	0	1106	0	0	1106	0	78	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p047	VanAllen_antiCTLA4_2015	9	FALSE	FALSE	0.418604818	-0.521222477	0.619650444	0.149320834	-1.588908295	FALSE	-0.422949087	0.418604818	0.058364534	0.051288882	-0.053509503	-1.361423439	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p049.ar.778078	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2778078	ar-778078	NA	p049	NA	VanAllen_antiCTLA4_2015-p049	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	1034	0	1	163	1	36	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	aBRAF	Unknown	TRUE	NA	TRUE	NA	TRUE	NA	None	None	FALSE	FALSE	FALSE	FALSE	aBRAF	Unknown	TRUE	NA	NA	NA	NA	p049	VanAllen_antiCTLA4_2015	10	FALSE	FALSE	1.790293163	2.237973475	0.736457975	1.623792564	3.283335013	TRUE	1.790293163	-3.029270007	-0.177734013	-0.19583139	-0.090307888	3.012270015	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p050.ar.700736	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2700736	ar-700736	NA	p050	NA	VanAllen_antiCTLA4_2015-p050	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	65	1	1	65	1	77	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p050	VanAllen_antiCTLA4_2015	8	FALSE	FALSE	0.120709771	-0.346732774	0.68196725	-1.122286844	-0.554473008	FALSE	-1.008003657	0.120709771	0.025421536	-0.067061572	0.0510384	-0.382859233	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p079.ar.753064	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2753064	ar-753064	NA	p079	NA	VanAllen_antiCTLA4_2015-p079	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	1	801	1	1	405	1	69	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p079	VanAllen_antiCTLA4_2015	9	FALSE	FALSE	0.726472919	-0.522345021	0.573094734	-0.947620097	-0.417508965	FALSE	-0.749487524	0.726472919	0.072465595	0.006721179	0.030795407	-0.237203735	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p080.ar.674135	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2674135	ar-674135	NA	p080	NA	VanAllen_antiCTLA4_2015-p080	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	724	1	1	182	1	48	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	aBRAF	Unknown	TRUE	NA	TRUE	NA	TRUE	NA	Unknown	Unknown	TRUE	NA	NA	NA	aBRAF	Unknown	TRUE	NA	NA	NA	NA	p080	VanAllen_antiCTLA4_2015	12	FALSE	TRUE	-0.07007754	0.714166149	0.520130045	0.470039649	0.368534159	TRUE	-0.07007754	-0.077997113	0.022481705	0.012235622	-0.034152238	0.472337818	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p081.ar.661579	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2661579	ar-661579	NA	p081	NA	VanAllen_antiCTLA4_2015-p081	SKCM	NA	Skin	Mucosal	M1a	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	628	1	1	76	1	54	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p081	VanAllen_antiCTLA4_2015	7	TRUE	FALSE	1.148769124	-1.355028219	0.235751937	-0.328332769	-1.967804027	FALSE	-0.275444749	1.148769124	0.019287465	0.134177803	0.018505921	-1.617033734	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p083.ar.778609	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2778609	ar-778609	NA	p083	NA	VanAllen_antiCTLA4_2015-p083	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	0	1027	0	1	107	1	22	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p083	VanAllen_antiCTLA4_2015	11	FALSE	TRUE	-1.320512678	0.713239009	0.774805709	0.487120233	1.954947964	FALSE	0.179026098	-1.320512678	-0.141789991	-0.054250981	0.003071704	1.248125629	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p085.ar.779183	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2779183	ar-779183	NA	p085	NA	VanAllen_antiCTLA4_2015-p085	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	458	1	1	83	1	83	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p085	VanAllen_antiCTLA4_2015	11	FALSE	FALSE	2.746637461	2.439650976	0.538638664	2.366951071	3.487608375	TRUE	2.746637461	-2.475002568	-0.183941739	-0.034961706	-0.143918013	2.785875548	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p086.ar.775133	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2775133	ar-775133	NA	p086	NA	VanAllen_antiCTLA4_2015-p086	SKCM	NA	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	293	1	1	153	1	55	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	aBRAF	Unknown	TRUE	NA	TRUE	NA	TRUE	NA	None	None	FALSE	FALSE	FALSE	FALSE	aBRAF	Unknown	TRUE	NA	NA	NA	NA	p086	VanAllen_antiCTLA4_2015	10	FALSE	FALSE	0.620220323	-0.410261878	0.516908347	-0.368614628	-0.605060155	FALSE	-0.523430853	0.620220323	0.067007249	-0.018025386	0.043998478	-0.71872583	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p088.ar.712420	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2712420	ar-712420	NA	p088	NA	VanAllen_antiCTLA4_2015-p088	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	0	989	0	0	665	0	60	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p088	VanAllen_antiCTLA4_2015	11	FALSE	FALSE	0.534181269	2.827092483	0.76342359	2.236646598	2.894668251	TRUE	0.534181269	-2.678983236	-0.071045768	-0.238266277	-0.104490011	2.565743056	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p090.ar.757338	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2757338	ar-757338	NA	p090	NA	VanAllen_antiCTLA4_2015-p090	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	1005	0	0	669	0	59	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p090	VanAllen_antiCTLA4_2015	12	FALSE	FALSE	0.462751089	0.104811474	0.540050489	-0.156983329	-0.228159963	FALSE	-0.540986644	0.462751089	0.085157399	-0.058898197	0.048419268	-0.230953417	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p091.ar.701663	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2701663	ar-701663	NA	NA	NA	VanAllen_antiCTLA4_2015-p091	SKCM	NA	Skin	Skin	M1a	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	680	1	0	680	0	81	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p091	VanAllen_antiCTLA4_2015	11	FALSE	FALSE	0.258430066	0.709500784	0.324793001	-0.006655479	-0.025468739	FALSE	0.67588352	0.258430066	0.01565228	0.042526659	-0.010524288	0.027615012	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p098.ar.083781	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR3083781	ar-083781	NA	p098	NA	VanAllen_antiCTLA4_2015-p098	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	140	1	1	77	1	57	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p098	VanAllen_antiCTLA4_2015	10	FALSE	TRUE	-0.440577095	0.182324519	0.546954829	0.65046659	0.202837719	FALSE	-0.633019524	-0.440577095	0.019933526	-0.02660531	-0.065040576	-0.137186226	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p118.ar.772780	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2772780	ar-772780	NA	p118	NA	VanAllen_antiCTLA4_2015-p118	SKCM	NA	Skin	Skin	M1c	TRUE	IV	Progressive Disease	TRUE	TRUE	FALSE	1	313	1	1	120	1	43	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	aBRAF	Unknown	TRUE	NA	TRUE	NA	TRUE	NA	aBRAF	Unknown	TRUE	NA	NA	NA	aBRAF	Unknown	TRUE	NA	NA	NA	NA	p118	VanAllen_antiCTLA4_2015	10	FALSE	FALSE	0.086995954	0.863643723	0.292189634	-1.115619706	0.683435393	FALSE	-0.056677975	0.086995954	-0.108002141	0.114023071	0.025294726	0.799723384	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p119.ar.770872	RNA-Seq	RNA	Unknown	Unknown	FALSE	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2770872	ar-770872	NA	p119	NA	VanAllen_antiCTLA4_2015-p119	SKCM	NA	Skin	Skin	M0	FALSE	III	Progressive Disease	TRUE	TRUE	FALSE	0	808	0	1	108	1	61	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p119	VanAllen_antiCTLA4_2015	12	FALSE	FALSE	0.024250545	-0.004585925	0.710524044	-0.457853392	-0.64952972	FALSE	-2.112926023	0.024250545	0.025189286	-0.07856899	0.044182447	-0.70878272	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p123.ar.779596	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2779596	ar-779596	NA	p123	NA	VanAllen_antiCTLA4_2015-p123	SKCM	NA	Skin	Occult	M1c	TRUE	IV	Stable Disease	TRUE	FALSE	TRUE	1	853	1	1	544	1	50	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p123	VanAllen_antiCTLA4_2015	12	FALSE	FALSE	0.170182341	-0.338831621	0.746951895	-1.524620929	-0.681008692	FALSE	-1.627551642	0.170182341	0.067616494	-0.102885368	0.050327276	-1.093724657	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
VanAllen_antiCTLA4_2015.p126.ar.675767	RNA-Seq	RNA	Unknown	Unknown	NA	FALSE	Pre	Unknown	FALSE	NA	76	NA	HiSeq 2500	NA	TruSeq Stranded Total RNA Sample Prep Kit; Qiagen AllPrep DNA/RNA Mini Kit (51306); CitriSolv	TRUE	FFPE	NA	SRR2675767	ar-675767	NA	p126	NA	VanAllen_antiCTLA4_2015-p126	SKCM	NA	Skin	Skin	M1b	TRUE	IV	Partial Response	FALSE	FALSE	TRUE	0	641	0	1	187	1	77	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi	Unknown	Ipi	CTLA4	CTLA4	Unknown	Unknown	TRUE	NA	TRUE	NA	NA	NA	Unknown	Unknown	TRUE	NA	NA	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p126	VanAllen_antiCTLA4_2015	12	FALSE	FALSE	0.319892008	0.54478326	0.747195392	-0.85081434	-0.311308104	FALSE	-1.243952466	0.319892008	0.017985178	0.009318771	0.025095623	-0.349816222	VanAllen_antiCTLA4_2015_Skin	0	0	0	0	0	0	0	0	0	0	0	1	0	ALL
Choueiri_CCR_2016.p014.ar.325	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468325	ar-325	NA	p014	Broad Institute	Choueiri_CCR_2016-p014	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	1025	0	1	541	1	59	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p014	Choueiri_CCR_2016	11	FALSE	FALSE	1.350823559	0.981807499	0.443522036	-0.065699001	1.129797185	TRUE	1.350823559	-3.548574661	-0.189334393	-0.247290974	-0.112284015	1.257778384	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p018.ar.318	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468318	ar-318	NA	p018	Broad Institute	Choueiri_CCR_2016-p018	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	111	0	1	43	1	68	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p018	Choueiri_CCR_2016	8	FALSE	TRUE	-0.220774658	-1.777622193	0.58118474	-0.880863671	-1.623455267	FALSE	-0.261345455	-0.220774658	-0.036166083	-0.042189072	0.047913723	-1.596911362	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p021.ar.301	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468301	ar-301	NA	p021	Broad Institute	Choueiri_CCR_2016-p021	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	349	0	0	43	0	64	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p021	Choueiri_CCR_2016	9	FALSE	FALSE	1.194713577	0.336587818	0.204795866	0.995732459	-1.139466144	FALSE	-0.229857839	1.194713577	0.111122129	0.176403325	-0.102556399	-0.851356664	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p027.ar.866	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2000	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR7526866	ar-866	NA	p027	Broad Institute	Choueiri_CCR_2016-p027	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	968	0	1	35	1	59	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p027	Choueiri_CCR_2016	7	FALSE	FALSE	1.922509944	-0.506968881	0.234551599	0.34805577	-1.865949017	FALSE	-0.578095088	1.922509944	0.033031565	0.263381125	0.011398638000000001	-1.353427844	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p041.ar.306	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2000	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468306	ar-306	NA	p041	Broad Institute	Choueiri_CCR_2016-p041	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	195	0	1	42	1	66	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p041	Choueiri_CCR_2016	9	FALSE	FALSE	0.193314444	1.953116859	0.622335724	0.509478673	3.005086668	TRUE	0.193314444	-2.778748153	-0.195182843	-0.168722504	-0.058413405	2.143355433	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p050.ar.551	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2000	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6511551	ar-551	NA	p050	Broad Institute	Choueiri_CCR_2016-p050	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	982	0	1	86	1	63	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p050	Choueiri_CCR_2016	9	FALSE	FALSE	1.435703526	1.844325509	0.439886344	0.24776508	3.429751236	TRUE	1.435703526	-0.182823271	0.014958414	-0.029897618	-0.019108024	2.841507047	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p073.ar.324	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468324	ar-324	NA	p073	Broad Institute	Choueiri_CCR_2016-p073	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	178	1	1	58	1	77	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p073	Choueiri_CCR_2016	6	TRUE	FALSE	2.576694487	-1.781505039	0.497376239	-1.324674049	-2.251340572	FALSE	-0.266519029	2.576694487	0.151689447	0.159487591	0.079871146	-1.946931105	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p090.ar.331	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2000	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468331	ar-331	NA	p090	Broad Institute	Choueiri_CCR_2016-p090	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	499	1	1	36	1	54	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p090	Choueiri_CCR_2016	8	FALSE	TRUE	-0.733204743	0.312374952	0.971584361	1.057491292	-0.492310663	FALSE	-1.223131816	-0.733204743	0.015922509	-0.169300878	0.019709699	-0.015655115	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p093.ar.345	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2000	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468345	ar-345	NA	p093	Broad Institute	Choueiri_CCR_2016-p093	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	684	1	1	500	1	64	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p093	Choueiri_CCR_2016	8	FALSE	FALSE	0.442651108	1.407807658	0.19614736	0.865990353	0.758302285	TRUE	0.442651108	-0.278862544	-0.087395059	0.131440651	-0.067790656	0.567506495	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p096.ar.333	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2000	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468333	ar-333	NA	p096	Broad Institute	Choueiri_CCR_2016-p096	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	582	0	1	37	1	75	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p096	Choueiri_CCR_2016	7	FALSE	FALSE	1.735914769	-0.880836353	0.384518179	0.872638181	-0.358538476	FALSE	-0.171348998	1.735914769	0.064661132	0.176821696	0.032848175	-0.797907106	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p099.ar.320	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468320	ar-320	NA	p099	Broad Institute	Choueiri_CCR_2016-p099	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	41	1	1	41	1	50	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p099	Choueiri_CCR_2016	9	FALSE	TRUE	-1.266326417	0.117133372	0.893044207	-0.080748164	-0.850888462	FALSE	-0.795078704	-1.266326417	0.059197488	-0.236476291	-0.036007467	0.223614444	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p102.ar.841	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2000	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR7526841	ar-841	NA	p102	Broad Institute	Choueiri_CCR_2016-p102	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	165	0	1	108	1	64	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p102	Choueiri_CCR_2016	8	FALSE	FALSE	0.896078674	-0.89757987	0.432028044	-0.909474343	0.497865854	FALSE	1.30284322	0.896078674	0.044578964	0.032468004	0.058086077	0.62383491	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p105.ar.265	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2000	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468265	ar-265	NA	p105	Broad Institute	Choueiri_CCR_2016-p105	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	118	1	1	45	1	64	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p105	Choueiri_CCR_2016	7	TRUE	FALSE	1.252064104	-1.770715202	0.480656413	-1.143176136	-1.958453469	FALSE	-0.669916047	1.252064104	0.085189073	0.074624837	0.032427662	-1.96005319	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p106.ar.300	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2000	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468300	ar-300	NA	p106	Broad Institute	Choueiri_CCR_2016-p106	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	870	0	0	821	0	61	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p106	Choueiri_CCR_2016	8	FALSE	FALSE	1.147689319	-0.749609993	0.3154347	-0.159594836	-0.323439355	FALSE	-0.087056062	1.147689319	-0.040759014	0.203167606	0.031745544	-0.366121634	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p115.ar.329	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2000	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468329	ar-329	NA	p115	Broad Institute	Choueiri_CCR_2016-p115	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	366	0	1	87	1	60	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p115	Choueiri_CCR_2016	9	FALSE	FALSE	0.667120476	-0.199039709	0.203249653	-0.361895443	-0.630645627	FALSE	-0.804451777	0.667120476	0.003980316	0.064556085	0.038350819	-0.823138979	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
Choueiri_CCR_2016.p117.ar.327	RNA-Seq	RNA	NA	NA	TRUE	TRUE	Pre	Metastatic Tumor	FALSE	FALSE	NA	NA	HiSeq 2500	NA	Qiagen AllPrep DNA/RNA Mini Kit	NA	NA	NA	SRR6468327	ar-327	NA	p117	Broad Institute	Choueiri_CCR_2016-p117	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	64	0	0	38	0	58	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p117	Choueiri_CCR_2016	11	FALSE	FALSE	1.384541931	1.610723571	0.712989011	0.028973835	2.673683823	TRUE	1.384541931	-1.953628228	-0.080267598	-0.206655252	-0.014646552	2.053906286	Choueiri_CCR_2016_Kidney	0	1	0	0	0	0	0	0	0	0	0	0	0	ALL
IMmotion150.p00064.ar.ea364	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_ea364390ab1f	ar-ea364	NA	p00064	NA	IMmotion150-p00064	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	1	36	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p00064	IMmotion150	9	TRUE	FALSE	2.629079878	-1.571874511	0.15923239	-1.835532954	-1.652553386	FALSE	-0.621687223	2.629079878	0.143811748	0.202152307	0.048724395	-1.533546586	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p01155.ar.28f34	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_28f34e48ae95	ar-28f34	NA	p01155	NA	IMmotion150-p01155	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	81	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p01155	IMmotion150	10	FALSE	FALSE	0.846923934	-0.775459142	0.74135399	0.540317463	-0.949011253	FALSE	-0.932481331	0.846923934	-0.003503637	0.130918586	0.006787243	-0.974607312	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p01316.ar.e5482	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e548270872d3	ar-e5482	NA	NA	NA	IMmotion150-p01316	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	115	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p01316	IMmotion150	11	FALSE	FALSE	0.180544243	0.003187603	0.653671633	-0.082939975	0.056715098	FALSE	-1.35812893	0.180544243	0.080097848	-0.007414422	-0.053403702	-0.241621107	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p01492.ar.b5c6d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_b5c6dbc0eb38	ar-b5c6d	NA	p01492	NA	IMmotion150-p01492	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p01492	IMmotion150	9	TRUE	FALSE	1.762996865	-1.289471291	0.372970265	-1.29278244	-1.366679552	FALSE	-0.958191839	1.762996865	0.010267801	0.258280062	0.009711531	-1.442322212	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p03058.ar.c2dad	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c2daddf72d4e	ar-c2dad	NA	NA	NA	IMmotion150-p03058	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	248	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p03058	IMmotion150	10	FALSE	TRUE	-0.193382035	0.325473756	0.827563954	0.954756023	0.530486763	TRUE	-0.193382035	-0.791275914	-0.068123063	-0.042931981	-0.012001435	0.696928731	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p03170.ar.b28cd	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_b28cd415a1ba	ar-b28cd	NA	NA	NA	IMmotion150-p03170	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	163	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p03170	IMmotion150	10	FALSE	FALSE	0.605738545	-0.263837979	0.503091443	-0.704619431	0.045032619	FALSE	-0.337909722	0.605738545	0.038051242	0.062634403	-0.005058312	0.354988113	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p03363.ar.a74ac	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a74ac0179106	ar-a74ac	NA	NA	NA	IMmotion150-p03363	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	83	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p03363	IMmotion150	7	FALSE	FALSE	2.410845147	-0.878515334	0.270937918	-1.374016836	-0.850729232	FALSE	0.158481448	2.410845147	0.101666468	0.227675257	0.046319061	-0.317111059	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p03418.ar.d867a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d867a47b6edc	ar-d867a	NA	NA	NA	IMmotion150-p03418	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	159	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p03418	IMmotion150	8	FALSE	TRUE	-0.417553152	-0.135750777	0.347082219	-0.871090985	-0.526529608	FALSE	0.24614854	-0.417553152	-0.042387917	-0.006239323	-0.009697042	-0.542970295	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p03665.ar.04d83	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_04d83340b8bd	ar-04d83	NA	p03665	NA	IMmotion150-p03665	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	657.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p03665	IMmotion150	10	FALSE	FALSE	1.024345095	0.980720422	0.320637675	0.94312377	1.1364772	TRUE	1.024345095	0.598604617	-0.019598605	0.180382141	-0.050679926	1.156101415	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p04168.ar.9925b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_9925b94e6985	ar-9925b	NA	NA	NA	IMmotion150-p04168	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	78.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p04168	IMmotion150	12	FALSE	TRUE	-0.113655757	-0.124394428	0.371655814	0.975481549	-0.952851882	FALSE	-1.932167016	-0.113655757	0.07183187	-0.092561602	-0.004218021	-1.114213285	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p04878.ar.a7863	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a78634cf0f16	ar-a7863	NA	NA	NA	IMmotion150-p04878	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	1	82.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p04878	IMmotion150	10	FALSE	FALSE	1.746477531	-0.366591012	0.313054962	-1.230586694	-0.122094369	FALSE	0.62482996	1.746477531	0.08063972	0.202711329	-0.006518186	-0.315787828	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p05096.ar.a365c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a365c8bc5629	ar-a365c	NA	NA	NA	IMmotion150-p05096	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	329.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p05096	IMmotion150	10	FALSE	TRUE	-0.234183818	-0.593654057	0.609326431	-0.153547802	0.29267221	FALSE	0.33124615	-0.234183818	0.005755299	-0.052664478	0.012226517	-4.44e-4	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p05361.ar.cd767	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_cd767cf6af18	ar-cd767	NA	p05361	NA	IMmotion150-p05361	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	87.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p05361	IMmotion150	11	FALSE	FALSE	1.32855094	-0.745031754	0.418025188	-0.937897786	-1.383771208	FALSE	-0.366881498	1.32855094	0.099629367	0.081460456	0.024588509	-1.057236649	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p05370.ar.27be5	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_27be5396da2c	ar-27be5	NA	NA	NA	IMmotion150-p05370	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	175	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p05370	IMmotion150	10	FALSE	FALSE	0.986188769	0.739267626	0.541864809	-1.03933671	0.204970275	FALSE	-0.119409938	0.986188769	0.058149073	0.045549944	0.046601809	0.194228019	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p05544.ar.43b75	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_43b757f285d8	ar-43b75	NA	p05544	NA	IMmotion150-p05544	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	605.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p05544	IMmotion150	11	FALSE	TRUE	-0.379091644	0.572085616	0.897512546	-0.268495636	0.958821815	TRUE	-0.379091644	-1.487621313	-0.04730096	-0.204540514	0.00360982	0.739756734	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p05746.ar.0ce2a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_0ce2a849a095	ar-0ce2a	NA	p05746	NA	IMmotion150-p05746	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	47	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p05746	IMmotion150	12	FALSE	FALSE	0.92050802	0.849034897	0.432784521	0.606631828	0.818359513	FALSE	-0.176462454	0.92050802	0.094641105	0.026980687	0.015252583	0.489267805	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p06184.ar.828f7	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_828f7228cd71	ar-828f7	NA	NA	NA	IMmotion150-p06184	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	82.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p06184	IMmotion150	8	FALSE	FALSE	1.348798158	-0.969891847	0.540079761	-1.622542811	-1.215905142	FALSE	-0.428143907	1.348798158	0.084206489	0.07053696	0.0487217	-1.28452301	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p07076.ar.d1382	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d13825c3dfc3	ar-d1382	NA	p07076	NA	IMmotion150-p07076	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	594	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p07076	IMmotion150	9	FALSE	FALSE	0.083891976	-0.854798222	0.534113999	-0.690694415	0.390202452	FALSE	-0.70081317	0.083891976	0.035694775	-0.070375295	0.036328712	0.096294531	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p07343.ar.2bb4a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_2bb4a8c04b08	ar-2bb4a	NA	p07343	NA	IMmotion150-p07343	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	253	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p07343	IMmotion150	11	FALSE	TRUE	-0.253633312	0.123147172	0.461176245	0.169483788	0.947643883	FALSE	-0.347320554	-0.253633312	0.007705561	-0.048595256	0.001310194	0.485999958	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p07499.ar.6cca2	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_6cca25af0207	ar-6cca2	NA	p07499	NA	IMmotion150-p07499	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	425.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p07499	IMmotion150	9	FALSE	FALSE	0.477579841	-0.203883258	0.270876066	-0.789696422	0.063578825	FALSE	-0.540780605	0.477579841	0.060131852	-0.023275698	0.037800901	0.006754776	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p07850.ar.50704	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_507047e3fbbc	ar-50704	NA	p07850	NA	IMmotion150-p07850	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	167	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p07850	IMmotion150	11	FALSE	FALSE	1.466821775	1.858030715	0.411726595	1.156296696	1.764183117	TRUE	1.466821775	-1.462598429	-0.146773124	-0.00685733	-0.060603703	1.689048281	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p08100.ar.c4519	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c4519f8209ec	ar-c4519	NA	NA	NA	IMmotion150-p08100	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	589.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p08100	IMmotion150	11	FALSE	TRUE	-0.414606491	1.210762164	0.934697017	1.265862209	1.492496702	TRUE	-0.414606491	-0.494674304	0.038537709	-0.100477092	-0.025631647	0.895862584	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p09050.ar.32c34	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_32c3436be919	ar-32c34	NA	p09050	NA	IMmotion150-p09050	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	91.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p09050	IMmotion150	13	FALSE	TRUE	-0.519695859	-0.007166563	0.44081993	2.048557392	0.157181966	FALSE	0.596822052	-0.519695859	0.005306535	-0.083253438	-0.001316578	0.322102867	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p09186.ar.5e55f	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_5e55fe2dba33	ar-5e55f	NA	p09186	NA	IMmotion150-p09186	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	173	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p09186	IMmotion150	11	TRUE	FALSE	1.170740645	-1.789958128	0.136041001	-0.858071693	-1.622455852	FALSE	-0.506608093	1.170740645	0.0833719	0.047600237	0.040232092	-1.638628051	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p09246.ar.bc94b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_bc94baf36996	ar-bc94b	NA	p09246	NA	IMmotion150-p09246	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	391.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p09246	IMmotion150	10	FALSE	TRUE	-0.856296199	0.744288376	0.654462454	0.291488042	0.745583025	FALSE	1.246627224	-0.856296199	-0.038301058	-0.038143009	-0.050420798	0.460956603	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p09644.ar.73874	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_738744f4e140	ar-73874	NA	NA	NA	IMmotion150-p09644	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	343	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p09644	IMmotion150	10	FALSE	TRUE	-2.313382654	1.085243323	0.770092395	0.09128676	2.811478904	FALSE	0.35583433	-2.313382654	-0.107648509	-0.208504792	-0.045817943	1.818196397	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p09862.ar.3ec4d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3ec4d3fc8bd1	ar-3ec4d	NA	NA	NA	IMmotion150-p09862	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	507	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p09862	IMmotion150	10	FALSE	FALSE	0.986781368	0.930539108	0.371934925	-0.059136475	0.834727025	FALSE	0.313646161	0.986781368	0.004616516	0.1435635	0.015288799	0.388810806	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p10447.ar.3c1db	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3c1db5dd1727	ar-3c1db	NA	p10447	NA	IMmotion150-p10447	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	83.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p10447	IMmotion150	9	TRUE	FALSE	1.015684162	-1.283281672	0.647008829	0.288642525	-1.088792133	FALSE	-0.529727019	1.015684162	0.054986811	0.049643157	0.04669218	-0.683318761	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p10511.ar.acb8d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_acb8dec0a23e	ar-acb8d	NA	p10511	NA	IMmotion150-p10511	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	113	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p10511	IMmotion150	11	FALSE	FALSE	1.28329984	1.432654031	0.460752539	0.364613443	2.310288447	TRUE	1.28329984	-0.498362007	0.013915821	-0.014098629	-0.088358301	1.890654376	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p10717.ar.0e5a9	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_0e5a923dd081	ar-0e5a9	NA	p10717	NA	IMmotion150-p10717	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	616	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p10717	IMmotion150	10	FALSE	FALSE	0.456247549	-0.119838933	0.791763592	0.716120441	-0.744154099	FALSE	-0.988967303	0.456247549	0.024696002	0.032575079	0.007042467	-0.334924071	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p11316.ar.e45c7	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e45c7c4a6649	ar-e45c7	NA	NA	NA	IMmotion150-p11316	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	161	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p11316	IMmotion150	11	FALSE	FALSE	0.948024968	0.948648262	0.357137883	0.74558823	0.915786864	TRUE	0.948024968	-0.343900371	-0.118713747	0.062947796	0.02080586	0.894310267	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p12053.ar.48bda	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_48bda2ce65bb	ar-48bda	NA	p12053	NA	IMmotion150-p12053	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	418.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p12053	IMmotion150	11	FALSE	FALSE	0.582930897	-0.684480911	0.233677346	-1.610907657	-1.027418509	FALSE	-0.541309837	0.582930897	0.007006386	0.069551831	0.011354629	-1.131434036	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p12281.ar.43e99	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_43e99ec85c4a	ar-43e99	NA	NA	NA	IMmotion150-p12281	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	112	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p12281	IMmotion150	11	FALSE	TRUE	-1.237736563	-0.243902806	0.38615909	-0.329342957	0.593291975	FALSE	-0.283641837	-1.237736563	-0.043730631	-0.129740314	-0.029737608	-0.135151034	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p12735.ar.9f773	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_9f7738c91719	ar-9f773	NA	p12735	NA	IMmotion150-p12735	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	590.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p12735	IMmotion150	9	FALSE	FALSE	1.045701911	0.867025066	0.237148162	-0.24678473	0.273188037	FALSE	-0.256604775	1.045701911	0.116490352	0.091168193	-0.042271013	0.354256459	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p12746.ar.430d5	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_430d558e6c28	ar-430d5	NA	p12746	NA	IMmotion150-p12746	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	255	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p12746	IMmotion150	11	FALSE	FALSE	1.068189866	1.422876825	0.601814813	1.101615475	2.527016983	TRUE	1.068189866	-2.018251842	-0.075408443	-0.181818753	-0.059160863	1.976867139	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p13588.ar.5af67	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_5af67bc99db1	ar-5af67	NA	NA	NA	IMmotion150-p13588	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	690.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p13588	IMmotion150	8	FALSE	FALSE	0.807619165	0.30290092	0.11060286	-0.122434313	-0.743330702	FALSE	0.871161199	0.807619165	-0.062308775	0.212500951	-0.003878107	-0.695118426	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p14021.ar.bd686	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_bd6869eb5514	ar-bd686	NA	p14021	NA	IMmotion150-p14021	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	0	248	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p14021	IMmotion150	10	FALSE	FALSE	1.311708139	-0.930767956	0.412146664	-0.992654562	-2.209120475	FALSE	-0.942798651	1.311708139	-0.006417836	0.181283591	0.032922388	-2.134755978	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p14145.ar.3d65e	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3d65e4f83386	ar-3d65e	NA	p14145	NA	IMmotion150-p14145	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	89.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p14145	IMmotion150	9	TRUE	FALSE	1.579449985	-1.219466644	0.529951595	-1.204519447	-1.383625187	FALSE	-0.829575767	1.579449985	0.087685716	0.081521707	0.060392402	-0.883257562	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p14153.ar.71492	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_714928e4996a	ar-71492	NA	p14153	NA	IMmotion150-p14153	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	169	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p14153	IMmotion150	10	FALSE	TRUE	-0.790804535	0.341120764	0.830294131	-0.262440943	-1.548083817	FALSE	-0.077555095	-0.790804535	-0.037851263	-0.125540463	0.030787892	-0.612466609	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p14538.ar.1e0a2	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_1e0a2bee3235	ar-1e0a2	NA	p14538	NA	IMmotion150-p14538	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	85	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p14538	IMmotion150	8	FALSE	FALSE	1.570506415	0.307469859	0.682488454	-0.469253252	-1.33980083	FALSE	-1.098031519	1.570506415	0.117789382	0.100008174	0.01988626	-1.11692234	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p14593.ar.9020f	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_9020f0fdda23	ar-9020f	NA	NA	NA	IMmotion150-p14593	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	589.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p14593	IMmotion150	11	FALSE	FALSE	0.404968747	1.230007514	0.375630972	1.616356756	-0.408920368	FALSE	-0.129593733	0.404968747	0.020159186	0.133484475	-0.085613874	0.392491453	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p14998.ar.dc07b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_dc07bf2f0938	ar-dc07b	NA	NA	NA	IMmotion150-p14998	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	180	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p14998	IMmotion150	10	FALSE	FALSE	0.041256242	0.289076121	0.345817517	-0.476671146	0.051441868	FALSE	-0.131481359	0.041256242	0.020812036	0.005247134	-0.019723638	0.222282856	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p15605.ar.4047b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_4047bc3f5cc5	ar-4047b	NA	p15605	NA	IMmotion150-p15605	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	265	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p15605	IMmotion150	11	FALSE	TRUE	-0.799509234	0.860356623	0.319395769	0.13359477	0.13270133	FALSE	0.142687279	-0.799509234	-0.015410997	-0.024527301	-0.075526145	0.079108056	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p16333.ar.a2831	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a283121a3334	ar-a2831	NA	NA	NA	IMmotion150-p16333	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	78.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p16333	IMmotion150	11	FALSE	FALSE	0.912696897	1.242182387	0.393862917	0.400621057	0.951994977	TRUE	0.912696897	0.094330361	-0.012136304	0.131573753	-0.091427874	1.059156246	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p16409.ar.85d99	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_85d99ff60fa1	ar-85d99	NA	NA	NA	IMmotion150-p16409	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	496.0000002	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p16409	IMmotion150	7	FALSE	FALSE	1.613503065	-0.318180832	0.164763471	0.705008213	-0.117464451	FALSE	-0.150286005	1.613503065	0.101489746	0.157854461	-0.003471583	-0.792077996	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p16751.ar.7ebff	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_7ebffeb12913	ar-7ebff	NA	p16751	NA	IMmotion150-p16751	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	169	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p16751	IMmotion150	8	FALSE	TRUE	-0.528838283	-0.674140874	0.187894453	0.55669606	-0.906091041	FALSE	0.98556429	-0.528838283	-0.069781183	-0.021828451	0.017488947	-0.406510209	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p17164.ar.56638	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_56638a28baf1	ar-56638	NA	NA	NA	IMmotion150-p17164	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	163	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p17164	IMmotion150	9	FALSE	TRUE	-0.006773327	0.072223031	0.755705017	-0.624475333	1.055042395	TRUE	-0.006773327	0.387545767	0.008919681	0.009622228	0.038719826	0.778606922	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p17379.ar.faed6	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_faed61030fb6	ar-faed6	NA	NA	NA	IMmotion150-p17379	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	166	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p17379	IMmotion150	10	FALSE	FALSE	0.432443141	0.899304963	0.738040904	-0.28320195	2.052683677	TRUE	0.432443141	-1.062059521	-0.015709803	-0.108541313	-0.048742651	1.512202478	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p17426.ar.6ae0d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_6ae0dbf2b774	ar-6ae0d	NA	p17426	NA	IMmotion150-p17426	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	89.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p17426	IMmotion150	10	FALSE	FALSE	1.264488484	-0.875691668	0.548242553	0.177430168	-0.477557965	FALSE	-0.845858516	1.264488484	0.103809602	0.013738672	0.070962187	-0.667492076	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p17615.ar.f7d9d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_f7d9d2270eb1	ar-f7d9d	NA	NA	NA	IMmotion150-p17615	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	96.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p17615	IMmotion150	11	FALSE	FALSE	0.787587322	1.709990324	0.310265548	-0.510889012	1.640204786	TRUE	0.787587322	0.040307011	0.014743316	0.05880566	-0.062509949	1.610092953	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p18226.ar.4f0a6	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_4f0a669dbab6	ar-4f0a6	NA	p18226	NA	IMmotion150-p18226	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p18226	IMmotion150	10	FALSE	FALSE	2.554121576	-0.884826497	0.205619298	2.301472663	-1.646807976	FALSE	-0.627248161	2.554121576	0.152599739	0.224170542	0.014729589	-1.16218094	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p18256.ar.fbb29	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_fbb29f350904	ar-fbb29	NA	p18256	NA	IMmotion150-p18256	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	78.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p18256	IMmotion150	10	FALSE	FALSE	1.205286926	-0.70897647	0.378286756	-0.64389103	0.83547162	FALSE	0.662990639	1.205286926	0.066821802	0.116760257	0.009872644	0.356267137	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p18896.ar.ddffc	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_ddffcc3170d5	ar-ddffc	NA	p18896	NA	IMmotion150-p18896	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	121	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p18896	IMmotion150	10	FALSE	TRUE	-0.60082091	-0.241837068	0.498063544	0.33006992	0.045212713	FALSE	1.185482727	-0.60082091	-0.130271535	0.038272714	0.009859594	0.156631969	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p19016.ar.c751b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c751b1e06785	ar-c751b	NA	NA	NA	IMmotion150-p19016	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	756	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p19016	IMmotion150	9	FALSE	FALSE	0.321217485	0.053699891	0.598538672	-0.259967466	-0.461103081	FALSE	-0.007499594	0.321217485	-0.011383606	0.011424233	0.053391165	-0.208666649	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p19478.ar.bde50	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_bde500eeb175	ar-bde50	NA	NA	NA	IMmotion150-p19478	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	576	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p19478	IMmotion150	11	FALSE	FALSE	1.038967911	0.641774349	0.655585662	1.08615606	0.82452022	TRUE	1.038967911	-1.167083615	-0.105826427	-0.042739391	-0.022969164	1.144125777	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p19507.ar.db0d1	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_db0d1ff27097	ar-db0d1	NA	NA	NA	IMmotion150-p19507	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	85.99999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p19507	IMmotion150	11	FALSE	TRUE	-1.564374799	-0.067655298	0.185708111	0.354774741	-0.570255847	FALSE	1.52619259	-1.564374799	-0.122105061	-0.047474674	-0.053957803	0.382563028	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p20763.ar.edbe1	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_edbe18112110	ar-edbe1	NA	p20763	NA	IMmotion150-p20763	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	91.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p20763	IMmotion150	10	FALSE	TRUE	-1.343433685	0.645765321	0.237629737	-1.786261773	0.372928256	FALSE	0.478364121	-1.343433685	-0.048059606	-0.092923891	-0.075198024	0.104883403	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p21222.ar.1418a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_1418a5311984	ar-1418a	NA	NA	NA	IMmotion150-p21222	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	78.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p21222	IMmotion150	9	FALSE	FALSE	1.113340296	-0.127179301	0.592574822	0.573158501	-0.451747506	FALSE	-0.742125425	1.113340296	0.044682275	0.177230782	-0.048865027	-0.234111035	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p21389.ar.a2f5d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a2f5d47eaf65	ar-a2f5d	NA	p21389	NA	IMmotion150-p21389	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	770.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p21389	IMmotion150	9	FALSE	TRUE	-0.42108348	-1.134341491	0.528529172	-1.160414499	-1.382958426	FALSE	0.019688565	-0.42108348	-0.046171158	-0.040619426	0.020741599	-0.956709492	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p21589.ar.55cc6	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_55cc6edfad7f	ar-55cc6	NA	NA	NA	IMmotion150-p21589	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	681.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p21589	IMmotion150	11	FALSE	FALSE	1.81085017	1.463393776	0.443889581	0.524843714	1.831751194	TRUE	1.81085017	-1.901803023	-0.108921395	-0.062023429	-0.109130317	1.783882718	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p24023.ar.0098b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_0098b8010fb0	ar-0098b	NA	NA	NA	IMmotion150-p24023	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p24023	IMmotion150	10	FALSE	FALSE	0.396616318	-0.49001556	0.484997342	0.386650541	-0.210347355	FALSE	0.579898658	0.396616318	-0.055817485	0.137850135	-0.006900263	-0.12111493	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p24162.ar.fbc63	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_fbc630254994	ar-fbc63	NA	NA	NA	IMmotion150-p24162	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	424.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p24162	IMmotion150	11	FALSE	FALSE	0.621514181	-0.636729382	0.572662014	-0.954407477	-0.611366036	FALSE	0.093604556	0.621514181	-0.011144733	0.043682378	0.056204387	0.121094166	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p25390.ar.fea96	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_fea969598925	ar-fea96	NA	NA	NA	IMmotion150-p25390	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	708.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p25390	IMmotion150	10	FALSE	FALSE	0.639634457	0.153323108	0.23255383	0.698190327	0.285640923	TRUE	0.639634457	0.208101527	-0.022989896	0.053754661	0.004110686	0.619789004	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p25680.ar.91e8d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_91e8d5b73f03	ar-91e8d	NA	NA	NA	IMmotion150-p25680	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	217	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p25680	IMmotion150	11	FALSE	TRUE	-0.083079093	1.722097651	0.401703109	0.206479353	1.078592169	TRUE	-0.083079093	-0.671331275	0.012623099	-0.081881418	-0.037948554	0.98728308	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p25799.ar.49c4c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_49c4c0e12e32	ar-49c4c	NA	NA	NA	IMmotion150-p25799	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	83	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p25799	IMmotion150	11	FALSE	TRUE	-0.42944926	-1.207881914	0.711184894	-0.849361521	-1.032774217	FALSE	0.047156601	-0.42944926	-0.049586802	-0.054939713	0.039190369	-0.854430873	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p26304.ar.d7dcd	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d7dcd6bacd6d	ar-d7dcd	NA	p26304	NA	IMmotion150-p26304	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	495.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p26304	IMmotion150	11	FALSE	FALSE	0.687839345	1.028960839	0.381305724	0.750419805	1.453521563	TRUE	0.687839345	-0.209212437	-0.008744619	0.010804261	-0.022955571	1.593513091	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p26467.ar.a6506	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a650671cbf73	ar-a6506	NA	p26467	NA	IMmotion150-p26467	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	43	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p26467	IMmotion150	9	FALSE	FALSE	1.701361714	-0.022865908	0.285594111	0.791184655	-0.960013262	FALSE	-0.090567913	1.701361714	0.084571071	0.149106285	0.027033442	-0.727969638	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p27487.ar.1478d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_1478de0e20c8	ar-1478d	NA	NA	NA	IMmotion150-p27487	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p27487	IMmotion150	9	FALSE	FALSE	2.076432697	-0.95917022	0.200449535	-1.667620441	-0.665272341	FALSE	-1.15290656	2.076432697	0.086968385	0.218842092	0.018291525	-0.724292682	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p27891.ar.5bf44	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_5bf448ed23ce	ar-5bf44	NA	NA	NA	IMmotion150-p27891	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	0	0.999999986	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p27891	IMmotion150	11	FALSE	FALSE	1.882304242	0.906845505	0.203468564	0.469333908	0.504299891	TRUE	1.882304242	-0.751484534	-0.120685378	0.026383439	-0.004242907	0.587061859	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p28107.ar.fa9ff	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_fa9ffa7fe419	ar-fa9ff	NA	p28107	NA	IMmotion150-p28107	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	103	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p28107	IMmotion150	12	FALSE	FALSE	0.60283989	2.296298375	0.387079449	1.018124953	2.650426174	TRUE	0.60283989	-1.04681079	-0.088011849	0.014660274	-0.074834329	2.865200357	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p28132.ar.99560	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_9956056f1a8a	ar-99560	NA	NA	NA	IMmotion150-p28132	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	78.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p28132	IMmotion150	10	FALSE	FALSE	0.601093621	0.065066466	0.476503365	0.80856295	0.599003148	TRUE	0.601093621	-0.245507409	-0.018830501	7.76e-4	-0.016933553	0.626184267	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p28238.ar.3482d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3482da2b32db	ar-3482d	NA	p28238	NA	IMmotion150-p28238	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	171	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p28238	IMmotion150	10	FALSE	TRUE	-1.343314233	-0.467350218	0.240737681	-0.598613338	-0.204111524	FALSE	0.64438375	-1.343314233	-0.085875638	-0.145596191	0.012240522	-0.495886568	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p28281.ar.7b516	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_7b516767034a	ar-7b516	NA	NA	NA	IMmotion150-p28281	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	89.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p28281	IMmotion150	11	FALSE	TRUE	-0.814836563	-0.064715804	0.655349764	1.470324601	-0.090959589	FALSE	0.755982088	-0.814836563	-0.115104123	0.056468617	-0.051661673	0.514081188	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p29414.ar.ea037	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_ea03718a5f4d	ar-ea037	NA	NA	NA	IMmotion150-p29414	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	509.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p29414	IMmotion150	11	FALSE	TRUE	-0.082462035	-0.286315915	0.613735956	-0.515226387	-0.960782661	FALSE	-0.086751929	-0.082462035	-0.00258563	-0.013709845	0.003550217	-0.688801436	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p30781.ar.4ae11	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_4ae113eae0a9	ar-4ae11	NA	p30781	NA	IMmotion150-p30781	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	356.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p30781	IMmotion150	10	FALSE	FALSE	0.636275534	0.010397863	0.395738022	-0.576223826	0.067491244	FALSE	0.818030538	0.636275534	-0.00105731	0.097653434	0.014062349	0.063516083	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p31107.ar.a401d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a401d9d6c1bd	ar-a401d	NA	NA	NA	IMmotion150-p31107	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	634	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p31107	IMmotion150	10	FALSE	FALSE	1.33476001	-0.917415195	0.575489614	-1.449981892	-0.777581575	FALSE	-0.433944501	1.33476001	0.006578315	0.100927754	0.09743738	-0.925208842	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p32412.ar.d386a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d386ac6bce6e	ar-d386a	NA	NA	NA	IMmotion150-p32412	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	591.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p32412	IMmotion150	11	FALSE	FALSE	0.919627046	0.235156737	0.264841935	-0.556937137	-0.968053273	FALSE	0.199845444	0.919627046	0.048104273	0.084805999	0.012032205	-0.603752836	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p32553.ar.021e4	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_021e4826da99	ar-021e4	NA	NA	NA	IMmotion150-p32553	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	1	11	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p32553	IMmotion150	10	FALSE	TRUE	-0.446747648	-0.175747836	0.357821617	-0.242414837	-0.035835723	FALSE	0.360041869	-0.446747648	-0.068606696	-0.029972853	0.028322791	-0.016247278	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p32845.ar.b9ecc	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_b9ecc1c4a366	ar-b9ecc	NA	p32845	NA	IMmotion150-p32845	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	78.99999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p32845	IMmotion150	11	FALSE	TRUE	-0.936154198	-0.528041209	0.561936894	-1.622425078	-1.076387592	FALSE	-1.184975837	-0.936154198	-0.02091019	-0.178528058	0.03923315	-0.971302098	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p32922.ar.6366a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_6366a1e7d158	ar-6366a	NA	NA	NA	IMmotion150-p32922	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	335.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p32922	IMmotion150	8	TRUE	FALSE	1.227535428	-1.226211956	0.309685308	-1.008090992	-1.441508216	FALSE	-0.078976781	1.227535428	0.021623054	0.06304794	0.108380508	-0.840342233	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p33581.ar.1342d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_1342d7eee1da	ar-1342d	NA	p33581	NA	IMmotion150-p33581	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	1	697.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p33581	IMmotion150	10	FALSE	TRUE	-0.955301455	0.325311669	0.790136753	2.401954973	0.956360018	TRUE	-0.955301455	-0.342237328	0.033836876	-0.142694556	0.044212217	0.822179934	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p33602.ar.6d415	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_6d415cc09f6c	ar-6d415	NA	NA	NA	IMmotion150-p33602	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	764.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p33602	IMmotion150	10	FALSE	TRUE	-0.480857621	-0.413747317	0.631657747	0.405593753	-0.578154492	FALSE	-0.32914587	-0.480857621	-0.007871825	-0.092920472	0.019067585	-0.864298995	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p33774.ar.27405	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_27405f7918dd	ar-27405	NA	NA	NA	IMmotion150-p33774	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	226	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p33774	IMmotion150	10	FALSE	FALSE	0.228442607	0.192714914	0.503844128	0.126421399	-0.279435886	FALSE	-0.500273034	0.228442607	-0.026832343	0.028021098	0.032433333	-0.449395025	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p34223.ar.39de2	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_39de24828e3b	ar-39de2	NA	p34223	NA	IMmotion150-p34223	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	0	85	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p34223	IMmotion150	9	FALSE	FALSE	0.317962944	-1.139820941	0.598022281	-0.690202549	-1.050683297	FALSE	-0.830573925	0.317962944	0.042397585	-0.033228815	0.033326754	-0.98812565	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p34855.ar.89f86	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_89f8690d4dc8	ar-89f86	NA	p34855	NA	IMmotion150-p34855	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	81	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p34855	IMmotion150	11	FALSE	TRUE	-0.575008109	-1.490285294	0.802994321	0.510957212	-1.040897957	FALSE	0.467907365	-0.575008109	-0.017507954	-0.078919288	0.010961734	-0.989945236	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p35317.ar.355c3	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_355c38ac45ad	ar-355c3	NA	p35317	NA	IMmotion150-p35317	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	588.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p35317	IMmotion150	10	FALSE	TRUE	-0.537753368	1.159389756	0.700438837	0.854312894	2.12141726	TRUE	-0.537753368	-1.21973644	-0.024881383	-0.112616614	-0.068332895	1.823343172	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p35813.ar.90caf	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_90caf6ab73f8	ar-90caf	NA	NA	NA	IMmotion150-p35813	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	1007	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p35813	IMmotion150	10	FALSE	TRUE	-1.248882798	-0.929467344	0.491604618	-0.075980718	-0.642307369	FALSE	0.44776313	-1.248882798	-0.138476218	-0.02808254	-0.0140723	-0.216024638	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p36298.ar.fad25	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_fad257fe3746	ar-fad25	NA	p36298	NA	IMmotion150-p36298	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p36298	IMmotion150	13	FALSE	TRUE	-0.698497132	-0.458273024	0.829890425	1.301975983	0.869940182	FALSE	0.170444367	-0.698497132	-0.025322701	-0.103868866	0.011970111	0.673733737	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p36954.ar.44107	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_4410774fcef1	ar-44107	NA	p36954	NA	IMmotion150-p36954	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	793	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p36954	IMmotion150	11	FALSE	FALSE	0.786229617	2.566488741	0.686891359	2.319493679	2.273248353	TRUE	0.786229617	-2.237475267	-0.144348909	-0.029792916	-0.148921417	2.595838824	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p37011.ar.a4d25	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a4d25b70d77c	ar-a4d25	NA	p37011	NA	IMmotion150-p37011	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	225	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p37011	IMmotion150	8	FALSE	FALSE	0.810956649	-0.804928727	0.28709123	-0.656998304	0.10222811	FALSE	0.142369735	0.810956649	0.016165904	0.063010418	0.048638707	-0.326343273	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p37093.ar.3d98a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3d98a322f739	ar-3d98a	NA	p37093	NA	IMmotion150-p37093	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	58	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p37093	IMmotion150	11	FALSE	FALSE	0.24597312	1.141692157	0.432042573	1.112260123	0.330292861	TRUE	0.24597312	0.668958966	0.00512098	0.088883076	0.017494464	0.868661912	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p37173.ar.293a5	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_293a5f4fa4c2	ar-293a5	NA	p37173	NA	IMmotion150-p37173	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	659.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p37173	IMmotion150	11	FALSE	FALSE	1.949632565	1.031221337	0.44898795	1.088459602	2.176046033	TRUE	1.949632565	-1.177760892	-0.00806713	-0.088171628	-0.076207204	1.861547778	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p38868.ar.e9e28	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_e9e28cef4211	ar-e9e28	NA	NA	NA	IMmotion150-p38868	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	254	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p38868	IMmotion150	8	FALSE	FALSE	0.138072318	-0.907416833	0.461763858	-2.788404823	-1.493218582	FALSE	0.583414907	0.138072318	0.028589639	0.01672439	-0.024410935	-1.772160338	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p40536.ar.3579c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3579c25346bc	ar-3579c	NA	NA	NA	IMmotion150-p40536	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	532.0000002	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p40536	IMmotion150	12	FALSE	FALSE	1.248743811	1.310657805	0.545586879	1.242410842	1.202242862	TRUE	1.248743811	-2.663205349	-0.229868579	-0.127278703	-0.041092251	1.264039324	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p41186.ar.1d209	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_1d209304d988	ar-1d209	NA	p41186	NA	IMmotion150-p41186	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	82.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p41186	IMmotion150	8	FALSE	FALSE	2.259951786	-0.672654983	0.319295198	0.0052736	-0.208552652	FALSE	-0.327825502	2.259951786	0.096655612	0.298838702	-0.036807705	-0.277445838	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p42765.ar.43295	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_4329596d1dd2	ar-43295	NA	p42765	NA	IMmotion150-p42765	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	314.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p42765	IMmotion150	11	FALSE	FALSE	1.096094376	0.323817398	0.436344203	-0.071089077	0.503913776	TRUE	1.096094376	-1.12665901	-0.029336364	-0.017775707	-0.112274977	0.59264516	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p43066.ar.75026	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_7502661a160a	ar-75026	NA	p43066	NA	IMmotion150-p43066	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	85	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p43066	IMmotion150	10	FALSE	TRUE	-0.47349193	-0.229939708	0.554024865	-0.689026326	0.004397458	FALSE	-0.097396133	-0.47349193	-0.052067803	-0.045167432	0.028381095	-0.4158221	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p43682.ar.c925d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c925d5ddf7e2	ar-c925d	NA	p43682	NA	IMmotion150-p43682	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	166	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p43682	IMmotion150	11	FALSE	FALSE	0.324247646	1.155538815	0.435066668	0.290514212	1.818845524	TRUE	0.324247646	-1.564127942	-0.060532614	-0.181025233	-0.007686765	1.317958445	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p43872.ar.6c7f9	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_6c7f94064bf5	ar-6c7f9	NA	NA	NA	IMmotion150-p43872	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	250	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p43872	IMmotion150	9	FALSE	FALSE	1.268636989	-0.10655726	0.732247926	-0.304294909	-0.398461437	FALSE	-0.601446247	1.268636989	0.114168205	0.047756512	0.033989845	-0.29163388	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p44376.ar.ac07f	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_ac07fd7297c8	ar-ac07f	NA	p44376	NA	IMmotion150-p44376	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	423.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p44376	IMmotion150	10	FALSE	FALSE	0.198371979	0.15176914	0.523477701	0.383317271	0.840395803	TRUE	0.198371979	0.003788981	0.039135799	-0.051343937	0.009802299	0.862937217	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p45459.ar.1af67	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_1af6737b0333	ar-1af67	NA	p45459	NA	IMmotion150-p45459	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	332.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p45459	IMmotion150	9	FALSE	FALSE	0.805666006	-1.204466962	0.733865363	0.452532606	-1.110894132	FALSE	-1.200912379	0.805666006	0.065110206	-4.54e-4	0.049983036	-1.237830658	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p45849.ar.d1f9e	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d1f9e2052711	ar-d1f9e	NA	p45849	NA	IMmotion150-p45849	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	663.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p45849	IMmotion150	9	FALSE	FALSE	1.782958201	-0.980137217	0.483869958	-0.996833029	-1.979946194	FALSE	-0.762147546	1.782958201	0.144345272	0.055952968	0.071616907	-1.655221783	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p45971.ar.4be0b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_4be0bd57c901	ar-4be0b	NA	NA	NA	IMmotion150-p45971	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	1	38.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p45971	IMmotion150	9	FALSE	FALSE	0.84623555	0.062043523	0.381026886	-1.214706865	1.745225587	TRUE	0.84623555	0.999652416	0.085744505	0.100386715	-0.032882302	1.277439287	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p46605.ar.eb284	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_eb2845cfef44	ar-eb284	NA	NA	NA	IMmotion150-p46605	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	597	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p46605	IMmotion150	10	FALSE	TRUE	-0.698142869	0.39922537	0.766366066	-1.004891654	0.968923126	TRUE	-0.698142869	-0.083508734	-0.025141568	-0.026323843	0.032168069	0.842000119	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p47331.ar.ab299	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_ab2991ec83ea	ar-ab299	NA	p47331	NA	IMmotion150-p47331	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	527.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p47331	IMmotion150	12	FALSE	FALSE	1.724635153	1.065292688	0.199774198	1.628782263	1.696221968	TRUE	1.724635153	-1.663875805	-0.159076687	-0.028443782	-0.047266982	1.01882615	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p47721.ar.71f6b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_71f6b2f43e64	ar-71f6b	NA	NA	NA	IMmotion150-p47721	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	80.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p47721	IMmotion150	11	FALSE	TRUE	-1.496390177	0.847285143	0.791728797	0.446790554	1.550925906	FALSE	0.249982053	-1.496390177	-0.070155541	-0.137422454	-0.029635484	1.042252712	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p48663.ar.37ce7	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_37ce7f8ad995	ar-37ce7	NA	NA	NA	IMmotion150-p48663	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	688	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p48663	IMmotion150	10	FALSE	TRUE	-0.184085405	0.100259774	0.765432372	-1.462176178	0.109312527	FALSE	-0.036445696	-0.184085405	-0.035066839	0.007516131	-0.005114307	-0.203526913	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p48954.ar.37f99	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_37f99a611b7b	ar-37f99	NA	p48954	NA	IMmotion150-p48954	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	428.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p48954	IMmotion150	9	FALSE	TRUE	-0.61252629	-0.962441229	0.713113236	0.179484448	-0.839088933	FALSE	-0.591823317	-0.61252629	-0.083642237	-0.10187754	0.085843275	-0.941948622	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p49559.ar.84b89	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_84b89611a2ab	ar-84b89	NA	NA	NA	IMmotion150-p49559	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	585.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p49559	IMmotion150	10	FALSE	FALSE	0.715875206	-0.187931878	0.316210336	-1.032075936	0.111636671	TRUE	0.715875206	-0.857755151	-0.099642928	-0.017817445	-0.005690583	0.244810598	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p49991.ar.5d93a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_5d93a0808784	ar-5d93a	NA	p49991	NA	IMmotion150-p49991	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	586.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p49991	IMmotion150	12	FALSE	TRUE	-3.161248448	0.862143199	0.862953687	0.714961057	1.666108009	FALSE	-0.195345074	-3.161248448	-0.121208955	-0.326400159	-0.05062155	0.900025219	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p50066.ar.6c06c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_6c06cb9d6609	ar-6c06c	NA	NA	NA	IMmotion150-p50066	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	187	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p50066	IMmotion150	10	FALSE	FALSE	1.058378893	0.111934417	0.280481828	1.452281628	-0.056586636	FALSE	0.791111826	1.058378893	0.05168605	0.131103906	-0.008467711	0.286477495	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p50332.ar.a77dd	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a77ddaf87ae9	ar-a77dd	NA	p50332	NA	IMmotion150-p50332	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	278	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p50332	IMmotion150	11	FALSE	TRUE	-0.162634035	0.363806849	0.813787915	0.206680099	0.45606956	FALSE	-0.95537952	-0.162634035	0.124798844	-0.159787886	-0.015545652	-0.23015804	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p50697.ar.605a2	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_605a291d2bd2	ar-605a2	NA	p50697	NA	IMmotion150-p50697	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	810	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p50697	IMmotion150	9	FALSE	TRUE	-0.13058583000000001	-1.449249004	0.273237339	2.224349338	-1.264044884	FALSE	-0.194435612	-0.13058583000000001	-0.018990178	-0.046608948	0.043101176	-1.286909227	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p50830.ar.c3b4a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c3b4a1a4d390	ar-c3b4a	NA	NA	NA	IMmotion150-p50830	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	548.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p50830	IMmotion150	11	FALSE	TRUE	-0.677042506	0.773813985	0.533888355	0.337767359	-0.565179975	FALSE	-0.461379252	-0.677042506	-0.051852662	-0.106694172	0.045735432	0.342491642	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p50976.ar.26f6d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_26f6da4b340d	ar-26f6d	NA	NA	NA	IMmotion150-p50976	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	172	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p50976	IMmotion150	9	TRUE	FALSE	1.420838017	-1.165063043	0.426991295	-0.653250564	-1.48721505	FALSE	-1.157541023	1.420838017	0.163023754	-0.027772237	0.060401903	-1.233202254	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p51832.ar.890dd	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_890dd1d27592	ar-890dd	NA	NA	NA	IMmotion150-p51832	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	33.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p51832	IMmotion150	10	FALSE	FALSE	0.890635125	0.947087919	0.390747331	0.070731651	0.174756073	FALSE	0.357238217	0.890635125	0.081783223	0.110722687	-0.051253441	0.155195582	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p51984.ar.c0646	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c0646ebb80fc	ar-c0646	NA	NA	NA	IMmotion150-p51984	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	82.00000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p51984	IMmotion150	11	FALSE	FALSE	0.232653355	-1.034630552	0.939435393	2.369650637	0.061600864	FALSE	-0.802970649	0.232653355	0.010432955	0.00331602	0.016078254	-0.203672001	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p52272.ar.5b320	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_5b32048873f4	ar-5b320	NA	p52272	NA	IMmotion150-p52272	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	595	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p52272	IMmotion150	11	FALSE	FALSE	0.728801883	-0.029631893	0.246345535	-1.009848913	0.574402744	FALSE	1.098444987	0.728801883	-0.011405427	0.091355825	0.037545837	0.47427023	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p52299.ar.8e4c5	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_8e4c59e7016d	ar-8e4c5	NA	NA	NA	IMmotion150-p52299	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	78.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p52299	IMmotion150	11	FALSE	TRUE	-1.403590266	-0.048260285	0.733655772	0.346878849	0.325392022	FALSE	-0.729096788	-1.403590266	-0.049097798	-0.153495766	-0.023564913	-0.255745612	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p52494.ar.9f2ad	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_9f2adf3fd8a2	ar-9f2ad	NA	p52494	NA	IMmotion150-p52494	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	135	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p52494	IMmotion150	11	FALSE	TRUE	-0.231628837	-1.210120959	0.823783318	0.908332252	-0.535451277	FALSE	-0.576969366	-0.231628837	7.76e-4	-0.062800915	0.018788128	-0.73535483	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p52837.ar.02ccc	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_02cccdb601a3	ar-02ccc	NA	NA	NA	IMmotion150-p52837	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	756	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p52837	IMmotion150	10	FALSE	FALSE	0.114018217	-0.351520528	0.714444353	0.695280697	-0.004885011	FALSE	0.149564638	0.114018217	0.002280296	-0.008240517	0.024041092	0.152425415	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p52932.ar.5c3b6	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_5c3b69de42e8	ar-5c3b6	NA	p52932	NA	IMmotion150-p52932	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	83	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p52932	IMmotion150	11	FALSE	FALSE	0.837553047	0.330806068	0.291394629	-0.515811662	0.540255804	TRUE	0.837553047	0.996502854	0.061524443	0.169857161	-0.067359638	0.660939557	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p53162.ar.05824	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_058243db4e70	ar-05824	NA	p53162	NA	IMmotion150-p53162	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	85	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p53162	IMmotion150	11	FALSE	TRUE	-0.016862616	0.695710803	0.364189889	5.187605975	1.111202264	TRUE	-0.016862616	-0.072890518	0.098616353	-0.110625596	-0.005914848	0.903708005	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p53431.ar.d8ed2	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d8ed24f7631a	ar-d8ed2	NA	p53431	NA	IMmotion150-p53431	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	90	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p53431	IMmotion150	12	FALSE	FALSE	0.74062782	0.238525873	0.386947432	1.439700523	1.846932824	TRUE	0.74062782	-0.332350112	0.085717585	-0.047851519	-0.093073019	2.003490904	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p53624.ar.5dd85	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_5dd85cfb642d	ar-5dd85	NA	p53624	NA	IMmotion150-p53624	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p53624	IMmotion150	8	FALSE	FALSE	0.623323903	-1.179713932	0.249734106	-2.047019777	-1.614298377	FALSE	-0.708529812	0.623323903	0.063123212	-0.020360937	0.0485061	-1.383667997	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p53920.ar.8310d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_8310d6949822	ar-8310d	NA	p53920	NA	IMmotion150-p53920	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	0	568.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p53920	IMmotion150	10	FALSE	FALSE	0.392785827	1.592258524	0.290982481	0.669927514	1.230978311	TRUE	0.392785827	-0.460699979	-0.020527164	0.003288862	-0.04692794	0.775093289	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p54120.ar.0f1aa	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_0f1aa15ceb71	ar-0f1aa	NA	p54120	NA	IMmotion150-p54120	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	788.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p54120	IMmotion150	10	FALSE	FALSE	0.320392928	1.103709083	0.442441916	1.236729871	0.861075794	FALSE	-0.375155527	0.320392928	0.038448059	0.034648271	-0.034519337	0.489564527	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p54163.ar.57bf6	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_57bf62de2953	ar-57bf6	NA	p54163	NA	IMmotion150-p54163	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	83	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p54163	IMmotion150	11	FALSE	FALSE	0.832022987	0.88236977	0.591679706	0.385788963	-0.304326572	FALSE	-0.220337609	0.832022987	0.043046792	0.16537422	-0.069566296	0.462062743	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p54315.ar.edc42	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_edc4267529ac	ar-edc42	NA	p54315	NA	IMmotion150-p54315	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	178	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p54315	IMmotion150	11	FALSE	TRUE	-0.584808616	0.067399133	0.650083587	0.813431088	0.02411418	FALSE	-0.246040501	-0.584808616	-0.018233079	-0.097789062	0.01626608	-0.362685535	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p54409.ar.fe8d6	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_fe8d68bdc7d8	ar-fe8d6	NA	p54409	NA	IMmotion150-p54409	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	1	763.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p54409	IMmotion150	10	FALSE	FALSE	0.878549834	0.301157592	0.515651631	0.25395323	0.948582868	TRUE	0.878549834	0.554736276	0.050084923	0.064843539	-0.016691475	0.741506483	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p54753.ar.83db1	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_83db11c1834f	ar-83db1	NA	NA	NA	IMmotion150-p54753	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	505	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p54753	IMmotion150	10	TRUE	FALSE	1.328468381	-1.148671423	0.556494287	-1.198772241	-0.667112243	FALSE	-0.542497778	1.328468381	0.00371891	0.142798074	0.061710176	-0.925822569	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p55061.ar.46457	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_46457d85783f	ar-46457	NA	p55061	NA	IMmotion150-p55061	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	85	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p55061	IMmotion150	9	FALSE	FALSE	0.647354679	0.079189875	0.252639112	0.032131189	-0.889413564	FALSE	-2.31e-4	0.647354679	-0.023621948	0.123107666	0.005935211	-0.668149767	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p55264.ar.0f158	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_0f158c9a83b7	ar-0f158	NA	NA	NA	IMmotion150-p55264	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	83.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p55264	IMmotion150	10	FALSE	TRUE	-0.098411985	0.496657106	0.198399234	-1.272507207	0.602688974	FALSE	0.326658975	-0.098411985	-0.021858205	0.007041365	0.004461607	0.100079904	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p55684.ar.6de0a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_6de0a38749ce	ar-6de0a	NA	p55684	NA	IMmotion150-p55684	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	506	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p55684	IMmotion150	11	FALSE	TRUE	-0.262275325	-0.054563542	0.230295815	0.488863878	0.51040810700000006	FALSE	1.038420602	-0.262275325	-0.079437211	0.038284759	0.012622011	0.139580228	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p55787.ar.a1497	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a1497109ad96	ar-a1497	NA	NA	NA	IMmotion150-p55787	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	83.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p55787	IMmotion150	11	FALSE	TRUE	-0.183838339	-1.69683648	0.382296898	-0.027715695	-1.39587271	FALSE	-0.81296167	-0.183838339	0.126811264	-0.218682188	0.052849424	-1.107607107	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p55814.ar.d3107	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d310797a552f	ar-d3107	NA	p55814	NA	IMmotion150-p55814	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	203	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p55814	IMmotion150	8	FALSE	TRUE	-0.326634965	-0.583780044	0.460046209	-0.468730277	-0.054050217	FALSE	0.159216851	-0.326634965	-0.029722352	-0.063561057	0.040010325	-0.220191366	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p56237.ar.935a8	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_935a83967cfc	ar-935a8	NA	p56237	NA	IMmotion150-p56237	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	80.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p56237	IMmotion150	11	FALSE	FALSE	1.486962295	0.308865228	0.456343615	0.304074704	-0.396730682	FALSE	0.372356521	1.486962295	0.096170336	0.173109804	-0.033798189	-0.343584042	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p56291.ar.1d985	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_1d985bdef050	ar-1d985	NA	p56291	NA	IMmotion150-p56291	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	214	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p56291	IMmotion150	11	FALSE	TRUE	-0.561090817	-0.103110806	0.737034529	1.974620467	-0.128586064	FALSE	-0.268161414	-0.561090817	-0.084305121	0.099423165	-0.088984223	-0.21105619	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p56741.ar.2a443	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_2a443c5b1c8e	ar-2a443	NA	NA	NA	IMmotion150-p56741	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	591.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p56741	IMmotion150	10	FALSE	FALSE	1.149783465	1.149913002	0.645806771	-0.044298569	2.975861028	TRUE	1.149783465	-1.547320681	-0.039654843	-0.167871757	-0.035608079	2.619242071	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p57764.ar.4767e	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_4767e67af8a8	ar-4767e	NA	p57764	NA	IMmotion150-p57764	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	45	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p57764	IMmotion150	9	FALSE	FALSE	0.935225564	0.197062581	0.240384258	-0.417295003	-1.109651967	FALSE	-0.282650967	0.935225564	0.137741801	0.007003248	-0.004693268	-0.625679906	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p57834.ar.689be	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_689be0421d3c	ar-689be	NA	p57834	NA	IMmotion150-p57834	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	587.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p57834	IMmotion150	7	TRUE	FALSE	1.105634882	-1.257704718	0.557980423	-0.621660758	-1.266870369	FALSE	-0.753226707	1.105634882	0.12407056	-0.016452886	0.052044302	-1.309784117	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p58299.ar.b22ec	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_b22ec327f7f0	ar-b22ec	NA	NA	NA	IMmotion150-p58299	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	701	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p58299	IMmotion150	11	FALSE	TRUE	-0.631807429	0.145874184	0.625942668	0.691574797	0.971961325	FALSE	-0.65289561	-0.631807429	-0.026737091	-0.066218329	-0.010125924	0.60830487	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p58399.ar.79085	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_790850f26d55	ar-79085	NA	p58399	NA	IMmotion150-p58399	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	528.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p58399	IMmotion150	10	FALSE	FALSE	0.216954524	0.219481628	0.816734898	-0.985754248	-1.092399916	FALSE	-0.164922137	0.216954524	0.036144747	0.035956005	-0.041574027	-0.663328299	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p59051.ar.41711	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_41711704058a	ar-41711	NA	p59051	NA	IMmotion150-p59051	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	153	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p59051	IMmotion150	9	FALSE	FALSE	0.484663359	0.338558114	0.651462086	-1.181205786	-0.176121463	FALSE	-1.35003271	0.484663359	0.107816623	-0.063968089	0.018743243	-0.217996066	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p59055.ar.4260f	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_4260f878a482	ar-4260f	NA	p59055	NA	IMmotion150-p59055	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	47.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p59055	IMmotion150	11	FALSE	FALSE	0.957716578	0.479460775	0.352463879	0.6210878	1.0142993279999999	TRUE	0.957716578	-2.336183299	-0.079742126	-0.229738084	-0.046035927	0.937128134	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p59153.ar.41e20	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_41e2037af435	ar-41e20	NA	p59153	NA	IMmotion150-p59153	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	708.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p59153	IMmotion150	11	FALSE	TRUE	-0.16749967	0.633060852	0.501716842	-0.263286454	0.094414285	FALSE	0.313963531	-0.16749967	0.059621182	-0.074745419	-0.0150243	0.0380829	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p59257.ar.6f921	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_6f9210d4d203	ar-6f921	NA	p59257	NA	IMmotion150-p59257	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p59257	IMmotion150	10	FALSE	FALSE	0.735713197	-0.237528287	0.171248519	-0.409580604	-0.045711428	FALSE	-0.735647106	0.735713197	0.003536767	0.136639501	-0.019946462	-0.178232167	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p59809.ar.82372	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_8237266761ca	ar-82372	NA	NA	NA	IMmotion150-p59809	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	315.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p59809	IMmotion150	12	FALSE	TRUE	-0.288067113	1.055552034	0.596487869	0.549969257	-0.141674487	FALSE	0.641909906	-0.288067113	-0.023980418	-0.00268143	-0.010420846	0.111980684	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p60596.ar.f566c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_f566cc82cca4	ar-f566c	NA	p60596	NA	IMmotion150-p60596	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	38.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p60596	IMmotion150	10	FALSE	FALSE	0.40643852	-0.589288892	0.331859004	0.921385745	-1.630179894	FALSE	-0.324429868	0.40643852	6.58e-4	0.035589658	0.028687338	-1.187423426	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p60772.ar.beb8e	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_beb8e9009246	ar-beb8e	NA	p60772	NA	IMmotion150-p60772	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	252	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p60772	IMmotion150	10	FALSE	FALSE	0.467964444	-0.250972994	0.43968443	-1.746973828	-0.402165808	FALSE	0.204175094	0.467964444	-0.016446306	0.081381017	0.015113218	-0.122737013	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p60814.ar.1c2a5	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_1c2a5ac94492	ar-1c2a5	NA	p60814	NA	IMmotion150-p60814	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	83.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p60814	IMmotion150	9	FALSE	FALSE	1.190315808	-0.85475151	0.453469114	-1.554656202	-1.373230235	FALSE	-0.183895591	1.190315808	0.018482278	0.105911891	0.059043754	-1.163422664	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p60815.ar.9d32a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_9d32a243ca4f	ar-9d32a	NA	p60815	NA	IMmotion150-p60815	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	175	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p60815	IMmotion150	10	FALSE	TRUE	-1.037058299	0.22378687	0.73438367	-0.196575298	0.705046627	FALSE	0.138838776	-1.037058299	-0.100731227	-0.082141414	0.024927757	0.479243327	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p60988.ar.3817a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3817ac9fafe2	ar-3817a	NA	p60988	NA	IMmotion150-p60988	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	252	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p60988	IMmotion150	9	FALSE	FALSE	0.428130138	-0.245670327	0.315603062	-0.999226792	-1.323673078	FALSE	-0.05308945	0.428130138	-0.00557279	0.073726673	0.006791716	-1.264326249	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p61622.ar.fa5bc	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_fa5bc1058e41	ar-fa5bc	NA	p61622	NA	IMmotion150-p61622	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	801.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p61622	IMmotion150	8	FALSE	TRUE	-0.252884038	-0.973115863	0.722590112	-2.170062041	-1.473869731	FALSE	0.141465686	-0.252884038	-0.049384306	-0.040917489	0.058923297	-1.221399223	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p61632.ar.73801	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_738019e47272	ar-73801	NA	p61632	NA	IMmotion150-p61632	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	758	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p61632	IMmotion150	10	FALSE	FALSE	1.502507643	0.057242479	0.308579096	-1.867089432	-0.267431735	FALSE	0.297024836	1.502507643	0.054649745	0.196893239	-0.011171571	-0.461221759	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p61893.ar.51a00	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_51a004509cc1	ar-51a00	NA	p61893	NA	IMmotion150-p61893	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	561	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p61893	IMmotion150	11	FALSE	FALSE	0.34345933	0.318340941	0.681148241	1.047679786	-0.182190055	FALSE	-0.547617564	0.34345933	-0.023899817	0.068840332	0.009944519	-0.068252923	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p62140.ar.b5aff	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_b5aff042a6ff	ar-b5aff	NA	p62140	NA	IMmotion150-p62140	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	803.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p62140	IMmotion150	9	FALSE	TRUE	-0.548172875	0.585541323	0.727177752	0.221686241	0.53410201	FALSE	-0.44183181	-0.548172875	0.014879429	-0.080634297	-0.025572769	0.180645724	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p62330.ar.58ebf	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_58ebfdfacb9d	ar-58ebf	NA	p62330	NA	IMmotion150-p62330	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	170	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p62330	IMmotion150	9	FALSE	FALSE	0.826877142	-0.705119524	0.350465522	-0.867225662	-0.61745634	FALSE	0.169137643	0.826877142	0.098966015	0.04852244	-0.019285267	-0.197596126	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p62920.ar.68d5a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_68d5ac6fd656	ar-68d5a	NA	p62920	NA	IMmotion150-p62920	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	347.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p62920	IMmotion150	12	FALSE	TRUE	-0.563641139	-1.14747939	0.493269984	-0.420342395	-0.584802108	FALSE	0.584337079	-0.563641139	-0.072500747	0.078167718	-0.079358036	-0.629573689	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p63636.ar.c0f7a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c0f7a7b642cd	ar-c0f7a	NA	p63636	NA	IMmotion150-p63636	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	839.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p63636	IMmotion150	10	FALSE	TRUE	-0.121586609	0.249885011	0.584111612	-0.551857471	0.371925445	FALSE	0.57185211	-0.121586609	-0.012052006	8.83e-4	-0.006455662	0.251594428	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p63840.ar.13a16	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_13a16c33883f	ar-13a16	NA	NA	NA	IMmotion150-p63840	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	248	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p63840	IMmotion150	9	FALSE	FALSE	0.482438813	-0.379889827	0.680104912	0.091231682	-0.694405314	FALSE	-0.997745103	0.482438813	0.0369385	0.032416822	-0.006204872	-0.354999646	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p64208.ar.cb57a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_cb57aea6138b	ar-cb57a	NA	NA	NA	IMmotion150-p64208	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	78.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p64208	IMmotion150	12	FALSE	FALSE	0.618675069	0.069479249	0.339634236	-0.185421393	0.059290121	FALSE	0.425332096	0.618675069	0.048869105	0.074594948	-0.020147786	0.237736926	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p64398.ar.86324	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_86324540438f	ar-86324	NA	NA	NA	IMmotion150-p64398	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p64398	IMmotion150	9	FALSE	TRUE	-0.244038959	-0.752265516	0.756204964	-1.318528683	-0.795747814	FALSE	-0.369658773	-0.244038959	0.004111812	-0.028212682	-0.026496823	-1.105584037	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p64456.ar.59df0	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_59df00d92b96	ar-59df0	NA	NA	NA	IMmotion150-p64456	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	87.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p64456	IMmotion150	9	FALSE	TRUE	-0.639847713	-1.906275088	0.240035791	0.980145354	-1.489563167	FALSE	-0.283529348	-0.639847713	0.04176362	-0.197637263	0.037594995	-1.652531621	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p64990.ar.906fa	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_906fa6b2879f	ar-906fa	NA	p64990	NA	IMmotion150-p64990	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	90	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p64990	IMmotion150	11	FALSE	TRUE	-0.658089285	-1.137698153	0.42283509	0.392827289	-1.723503168	FALSE	-0.988935538	-0.658089285	-0.002615432	-0.125954212	0.003932931	-1.5818305	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p65110.ar.1da68	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_1da68057e648	ar-1da68	NA	p65110	NA	IMmotion150-p65110	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	674.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p65110	IMmotion150	10	FALSE	FALSE	0.874577618	-0.12457166	0.271993781	-1.295866447	-0.169185351	FALSE	0.118753147	0.874577618	0.055651322	0.050543215	0.028400171	-0.148562004	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p65181.ar.d3009	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d3009cb3c474	ar-d3009	NA	p65181	NA	IMmotion150-p65181	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	250	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p65181	IMmotion150	10	FALSE	FALSE	0.225193778	0.980685211	0.714477769	0.042477731	1.745942105	TRUE	0.225193778	-0.986903973	-0.014193305	-0.141572082	-0.009439558	1.391393529	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p65353.ar.df874	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_df874ebd8139	ar-df874	NA	NA	NA	IMmotion150-p65353	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	1	38	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p65353	IMmotion150	11	FALSE	TRUE	-0.129961449	-0.41293654	0.353735718	-2.102343195	-0.124627956	FALSE	-0.537422054	-0.129961449	0.022330705	-0.104212033	0.050538335	-0.553951292	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p66613.ar.01430	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_014307e64a29	ar-01430	NA	NA	NA	IMmotion150-p66613	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	835.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p66613	IMmotion150	10	FALSE	TRUE	-0.484204062	0.633158291	0.450483267	-2.321918574	0.368828961	FALSE	0.372195978	-0.484204062	-0.01301764	-0.034448278	-0.024835317	-0.023461345	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p67597.ar.3e120	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3e120fba7b12	ar-3e120	NA	NA	NA	IMmotion150-p67597	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	672.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p67597	IMmotion150	9	FALSE	FALSE	1.341801864	-0.406075818	0.140871519	-0.588011022	-0.978420917	FALSE	0.709122598	1.341801864	-0.005719853	0.194111187	0.02947159	-0.496719733	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p68239.ar.97ff2	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_97ff20c67c25	ar-97ff2	NA	p68239	NA	IMmotion150-p68239	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	45.99999998	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p68239	IMmotion150	12	FALSE	FALSE	0.137897198	0.153755807	0.35185761	1.50997664	0.192927114	FALSE	-0.193507436	0.137897198	0.048474586	-0.048206432	0.010721942	-0.174576502	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p69089.ar.657cc	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_657cc28bc9e7	ar-657cc	NA	p69089	NA	IMmotion150-p69089	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	251	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p69089	IMmotion150	11	FALSE	TRUE	-0.883933637	0.739535939	0.570689121	-0.604928936	0.091342031	FALSE	0.509602529	-0.883933637	-0.156463036	0.04235268	-0.007947501	0.047546112	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p69129.ar.219d6	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_219d65c6f9d8	ar-219d6	NA	p69129	NA	IMmotion150-p69129	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	583.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p69129	IMmotion150	12	FALSE	TRUE	-2.154909865	1.121973621	0.429525038	2.366945339	0.555094719	FALSE	1.115390701	-2.154909865	-0.077863924	-0.192486993	-0.06294382	0.482753593	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p69561.ar.e3544	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e35442c9710f	ar-e3544	NA	p69561	NA	IMmotion150-p69561	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	840.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p69561	IMmotion150	10	FALSE	TRUE	-0.152105558	0.094144559	0.673017951	1.843147446	0.322272085	TRUE	-0.152105558	-0.41279548	0.050920812	0.004256469	-0.118118222	0.490340602	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p69645.ar.a30d9	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_a30d9b31a09d	ar-a30d9	NA	NA	NA	IMmotion150-p69645	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	78.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p69645	IMmotion150	11	FALSE	TRUE	-0.897378185	0.609712489	0.480082361	-0.950400271	0.03349582	FALSE	-0.064803562	-0.897378185	-0.055343316	-0.106453088	0.014635522	0.192917823	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p69959.ar.57b15	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_57b15fd7e82a	ar-57b15	NA	p69959	NA	IMmotion150-p69959	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	760	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p69959	IMmotion150	9	FALSE	FALSE	1.329052002	-0.131379765	0.442397862	-1.035487818	-1.001532548	FALSE	0.400967727	1.329052002	0.044884137	0.119731004	0.042751441	-0.851594297	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p69986.ar.f1402	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_f14025585f4f	ar-f1402	NA	p69986	NA	IMmotion150-p69986	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	260	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p69986	IMmotion150	9	FALSE	TRUE	-0.839346063	-0.223215803	0.307779243	-0.82513522	-0.045654736	FALSE	1.122648402	-0.839346063	-0.178754861	0.053727575	0.013114885	-0.136341399	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p71174.ar.486cd	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_486cdc2d5597	ar-486cd	NA	NA	NA	IMmotion150-p71174	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	249	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p71174	IMmotion150	9	FALSE	FALSE	0.391513399	-0.385723444	0.713571024	-2.106513679	-0.630833598	FALSE	-1.269828568	0.391513399	0.014645094	0.01764759	0.02266267	-0.672262564	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p71337.ar.61b00	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_61b0022869eb	ar-61b00	NA	NA	NA	IMmotion150-p71337	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	106	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p71337	IMmotion150	10	FALSE	FALSE	0.523558635	-0.269212992	0.928393929	1.022317755	-1.14349713	FALSE	-0.822972385	0.523558635	0.059119239	-0.054388896	0.05834161	-0.995820685	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p71382.ar.b68f5	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_b68f5e92d6fe	ar-b68f5	NA	p71382	NA	IMmotion150-p71382	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	836.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p71382	IMmotion150	11	FALSE	TRUE	-0.288205813	0.522348368	0.634469299	-0.669173738	-0.043041474	FALSE	0.349832593	-0.288205813	-0.027829001	-0.063521193	0.046094336	-0.12184334	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p71388.ar.986de	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_986de34cd15b	ar-986de	NA	p71388	NA	IMmotion150-p71388	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	1005	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p71388	IMmotion150	11	FALSE	FALSE	1.304072246	1.049016915	0.382914513	0.599304628	0.752506165	TRUE	1.304072246	-1.606335632	-0.141063656	-0.0230874	-0.071468135	0.765679989	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p71390.ar.6e278	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_6e27821ce9a9	ar-6e278	NA	p71390	NA	IMmotion150-p71390	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	873.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p71390	IMmotion150	11	FALSE	TRUE	-0.457630078	-0.171760869	0.444493362	1.779287631	-1.467457947	FALSE	0.167318496	-0.457630078	-0.061040108	0.011696735	-0.01880186	-0.631692157	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p71514.ar.e7bfc	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e7bfc6587511	ar-e7bfc	NA	p71514	NA	IMmotion150-p71514	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	253	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p71514	IMmotion150	10	FALSE	TRUE	-1.161897022	-0.17112731	0.625755265	-0.093428197	0.057753666	FALSE	-0.188679934	-1.161897022	-0.090561137	-0.121524596	0.022006477	0.025447531	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p71570.ar.c122d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_c122d7b796c9	ar-c122d	NA	p71570	NA	IMmotion150-p71570	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	1	347.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p71570	IMmotion150	10	FALSE	TRUE	-0.946312452	0.46837692	0.729065709	-0.541141334	-0.256481778	FALSE	-0.968087493	-0.946312452	-0.039629452	-0.100994197	-0.016893401	-0.053983321	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p72473.ar.24ab7	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_24ab7fecc92e	ar-24ab7	NA	p72473	NA	IMmotion150-p72473	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	840.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p72473	IMmotion150	10	FALSE	FALSE	0.497133753	1.321070803	0.699463207	0.647795697	2.267202653	TRUE	0.497133753	-1.989206116	-0.122313353	-0.13981981	-0.055680707	1.550303354	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p72915.ar.60840	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_60840e680dae	ar-60840	NA	NA	NA	IMmotion150-p72915	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	0	0.999999986	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p72915	IMmotion150	8	FALSE	FALSE	0.633841585	-0.121563463	0.580866052	-0.109259328	-1.397009965	FALSE	-0.342106291	0.633841585	0.031740032	-0.014357539	0.074927588	-1.168876188	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p73074.ar.379fe	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_379fe8924c51	ar-379fe	NA	p73074	NA	IMmotion150-p73074	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p73074	IMmotion150	11	FALSE	FALSE	0.690046127	-0.145134493	0.245758333	0.28983106	-0.59958892	FALSE	0.776129258	0.690046127	-0.022777018	0.116772712	0.015803453	-0.148596956	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p73444.ar.3465e	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_3465edcff193	ar-3465e	NA	p73444	NA	IMmotion150-p73444	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	586.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p73444	IMmotion150	10	FALSE	TRUE	-0.510434504	0.619949023	0.34588828	0.078637942	1.675447626	FALSE	0.911043252	-0.510434504	-0.057362937	0.041907182	-0.04251578	0.676888592	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p73644.ar.34124	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_34124f34502c	ar-34124	NA	p73644	NA	IMmotion150-p73644	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	38.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p73644	IMmotion150	11	FALSE	TRUE	-0.004373021	-0.30221280700000003	0.341280638	0.71053359	-0.640733423	FALSE	-0.009703374	-0.004373021	-0.071596117	0.127319295	-0.049762541	-0.661544098	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p74056.ar.e60f3	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e60f303da761	ar-e60f3	NA	NA	NA	IMmotion150-p74056	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	415	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p74056	IMmotion150	10	FALSE	FALSE	1.098521119	0.052483091	0.435455325	0.572282477	0.788662353	TRUE	1.098521119	-0.716660162	-0.070642174	-0.019140372	-0.009726677	0.6430812	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p75429.ar.a2056	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a2056a806a04	ar-a2056	NA	p75429	NA	IMmotion150-p75429	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	80.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p75429	IMmotion150	8	TRUE	FALSE	1.907822018	-1.42095786	0.291172551	-0.936562492	-1.936982337	FALSE	-0.717065625	1.907822018	0.14342182	0.108505045	0.042051819	-1.495797593	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p75903.ar.ea05a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_ea05a3f48c6d	ar-ea05a	NA	p75903	NA	IMmotion150-p75903	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	63	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p75903	IMmotion150	9	FALSE	TRUE	-0.612446092	0.466216251	0.742040322	-0.408636754	0.443698114	FALSE	-0.684656909	-0.612446092	-0.012331594	-0.097544569	0.002644167	0.225828408	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p76620.ar.e3505	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e35053dd9ba3	ar-e3505	NA	p76620	NA	IMmotion150-p76620	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	163	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p76620	IMmotion150	11	FALSE	FALSE	1.408104738	0.457924141	0.295652036	1.210139052	0.803493328	TRUE	1.408104738	-0.129622517	-0.058169885	0.067481426	-0.014283217	0.718982939	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p76802.ar.cbba5	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_cbba55040ad2	ar-cbba5	NA	p76802	NA	IMmotion150-p76802	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	83	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p76802	IMmotion150	11	FALSE	FALSE	1.176433241	1.495312103	0.44059501	1.098568159	2.113012993	TRUE	1.176433241	-1.497108309	-0.074241385	-0.061159263	-0.089458655	1.680408814	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p77021.ar.244e0	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_244e0982c14b	ar-244e0	NA	p77021	NA	IMmotion150-p77021	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	78.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p77021	IMmotion150	12	FALSE	TRUE	-0.204145782	1.42186395	0.697904246	1.343898115	0.298878581	TRUE	-0.204145782	-1.000614828	0.038890946	-0.140330453	-0.068199081	0.564732192	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p77103.ar.5a00b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_5a00b6174191	ar-5a00b	NA	p77103	NA	IMmotion150-p77103	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	591.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p77103	IMmotion150	8	FALSE	FALSE	0.344507234	-0.854666012	0.67224358	-0.857876023	-1.284009642	FALSE	-0.793053605	0.344507234	0.087200361	-0.117253027	0.064455819	-0.956415462	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p77236.ar.c51eb	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c51eba58b4ea	ar-c51eb	NA	p77236	NA	IMmotion150-p77236	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	344	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p77236	IMmotion150	12	FALSE	TRUE	-0.291983123	-0.084122565	0.54565058	0.97402203	-0.761344235	FALSE	-0.148480192	-0.291983123	-0.07165734	0.018151551	0.016787131	-0.32186507600000003	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p77592.ar.348b3	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_348b3bdedf07	ar-348b3	NA	p77592	NA	IMmotion150-p77592	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	926.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p77592	IMmotion150	10	FALSE	TRUE	-0.161391266	-0.403219091	0.8574984	0.736172194	1.861056389	TRUE	-0.161391266	0.429833064	0.069040401	-0.02966368	0.014663577	1.178971573	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p77606.ar.73bce	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_73bcec4c7ced	ar-73bce	NA	p77606	NA	IMmotion150-p77606	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	163	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p77606	IMmotion150	9	FALSE	FALSE	0.009761538	-0.592728196	0.234022273	-0.274165291	-0.977847725	FALSE	-0.220467802	0.009761538	0.006107931	-0.022126035	0.017555068	-1.055966262	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p77642.ar.cbdf8	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_cbdf805e0aed	ar-cbdf8	NA	p77642	NA	IMmotion150-p77642	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	253	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p77642	IMmotion150	9	FALSE	FALSE	0.099716978	-0.180019878	0.536704286	0.674841099	-0.772615331	FALSE	0.662470736	0.099716978	-0.060080757	0.059001057	0.024524468	-0.147681851	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p77682.ar.10061	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_100617625aa4	ar-10061	NA	NA	NA	IMmotion150-p77682	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	337.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p77682	IMmotion150	9	FALSE	FALSE	0.234648882	0.174559097	0.829434403	-0.235191936	0.451896046	FALSE	-0.40250072	0.234648882	0.042538324	-0.019648324000000002	0.003550613	0.143800067	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p77957.ar.88277	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_88277ea7c3ef	ar-88277	NA	NA	NA	IMmotion150-p77957	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	83.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p77957	IMmotion150	12	FALSE	TRUE	-0.087549296	1.041863734	0.854886227	1.512251506	1.215197698	TRUE	-0.087549296	-2.982506192	-0.11103299	-0.263754488	-0.092912196	1.397738631	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p78200.ar.d4750	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d475012f89b7	ar-d4750	NA	NA	NA	IMmotion150-p78200	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	577	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p78200	IMmotion150	11	FALSE	FALSE	0.702498544	1.344831266	0.369421208	0.695478949	2.020305061	TRUE	0.702498544	-1.376437454	0.00513241	-0.186456286	-0.040541417	1.843879215	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p78532.ar.ec859	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_ec859fb50543	ar-ec859	NA	p78532	NA	IMmotion150-p78532	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p78532	IMmotion150	10	FALSE	FALSE	0.536568948	-1.544756123	0.771129636	-1.053131494	-1.109521054	FALSE	0.017610186	0.536568948	-0.053120877	0.09341746	0.050742689	-0.907463518	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p78631.ar.e9937	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e99373c50be5	ar-e9937	NA	p78631	NA	IMmotion150-p78631	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	167	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p78631	IMmotion150	9	FALSE	FALSE	0.792085689	-0.657675417	0.674758892	-0.822374949	-0.611845144	FALSE	-0.249266743	0.792085689	0.005923511	0.081819214	0.033018706	-0.452859206	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p78812.ar.68e58	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_68e58a042576	ar-68e58	NA	p78812	NA	IMmotion150-p78812	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	90	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p78812	IMmotion150	10	FALSE	FALSE	1.071421751	-0.565425511	0.397649165	-0.111009639	-0.598933965	FALSE	-0.433861094	1.071421751	0.137091697	0.006180701	0.019578274	-0.287563143	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p78903.ar.d309d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d309d29f39e3	ar-d309d	NA	p78903	NA	IMmotion150-p78903	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	36.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p78903	IMmotion150	10	FALSE	FALSE	0.057463169	-1.205542073	0.520993565	-0.230820028	-1.067388806	FALSE	-0.760794408	0.057463169	0.023523363	-0.05235825	0.034184056	-1.285193726	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p79175.ar.f553e	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_f553eedd7cbd	ar-f553e	NA	p79175	NA	IMmotion150-p79175	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	345	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p79175	IMmotion150	11	FALSE	FALSE	1.8545840200000001	-0.118132588	0.41800555	-0.716941102	-0.916814656	FALSE	-0.221294746	1.8545840200000001	0.084441029	0.176412978	0.025127211	-0.587038194	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p79951.ar.09e55	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_09e558977f02	ar-09e55	NA	NA	NA	IMmotion150-p79951	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	1	71.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p79951	IMmotion150	13	FALSE	FALSE	0.01949486	0.697762499	0.660818443	1.402568399	0.65633222	TRUE	0.01949486	-1.11763698	-0.021170883	-0.088647875	-0.066009954	0.773704213	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p79994.ar.565e9	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_565e91a1435b	ar-565e9	NA	NA	NA	IMmotion150-p79994	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	85	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p79994	IMmotion150	8	FALSE	FALSE	0.140813185	-0.303659664	0.474364699	-0.404827993	-0.753025465	FALSE	0.250086025	0.140813185	-0.032673626	0.047854826	0.00976238	-0.604711894	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p80528.ar.6a28d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_6a28da4d6643	ar-6a28d	NA	p80528	NA	IMmotion150-p80528	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	87.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p80528	IMmotion150	12	FALSE	FALSE	0.353970495	-0.655036603	0.779787976	-1.063003667	-0.373890931	FALSE	-0.152508771	0.353970495	-0.032970525	0.04172023	0.04804404	-0.577958769	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p80740.ar.0d631	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_0d6313fc74fe	ar-0d631	NA	p80740	NA	IMmotion150-p80740	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	81	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p80740	IMmotion150	9	FALSE	FALSE	0.835255825	0.571807632	0.614141986	-0.269344578	0.368053327	FALSE	-1.029777855	0.835255825	0.099255631	-0.005325282	0.017925489	0.355251391	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p81271.ar.ef040	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_ef04087dcfaa	ar-ef040	NA	p81271	NA	IMmotion150-p81271	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	237	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p81271	IMmotion150	11	FALSE	FALSE	0.950821507	1.18791031	0.256997901	1.337198079	0.537528943	TRUE	0.950821507	-0.462072924	-0.012038511	-0.02021991	-0.029954309	0.651793168	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p81830.ar.4876d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_4876d573c0a5	ar-4876d	NA	p81830	NA	IMmotion150-p81830	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	1	421.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p81830	IMmotion150	13	FALSE	FALSE	1.40144008	-0.162467222	0.508605895	1.034517197	0.555625537	TRUE	1.40144008	-1.533308739	-0.141091383	-0.103515588	0.025446628	0.635157179	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p82037.ar.d9253	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d92534e641bd	ar-d9253	NA	NA	NA	IMmotion150-p82037	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	445.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p82037	IMmotion150	10	FALSE	FALSE	0.848098966	0.867616248	0.643641948	-0.380709635	2.358708685	TRUE	0.848098966	-2.357415749	-0.120714093	-0.216722471	-0.026152636	1.970084455	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p82438.ar.00760	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_007603faf7a3	ar-00760	NA	NA	NA	IMmotion150-p82438	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	81	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p82438	IMmotion150	10	TRUE	FALSE	1.047514099	-1.355668253	0.589180797	-0.431274803	-0.976681531	FALSE	-0.77310188	1.047514099	0.062047644	0.141962586	-0.040076849	-0.78015162	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p82563.ar.e3ba6	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e3ba6577b939	ar-e3ba6	NA	NA	NA	IMmotion150-p82563	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	326	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p82563	IMmotion150	10	FALSE	TRUE	-0.448674841	0.295139489	0.796391259	-1.062461111	0.596946944	TRUE	-0.448674841	0.244286011	0.023939789	-0.032464545	0.038492987	0.749359649	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p82773.ar.35d10	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_35d1053d7c54	ar-35d10	NA	p82773	NA	IMmotion150-p82773	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	300	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p82773	IMmotion150	8	FALSE	FALSE	1.45539549	0.049402627	0.306249506	-1.057832094	-0.424951205	FALSE	-0.223132386	1.45539549	0.036485508	0.120459794	0.070320912	-0.41753748	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p82892.ar.05ee2	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_05ee22c11ced	ar-05ee2	NA	p82892	NA	IMmotion150-p82892	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	87.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p82892	IMmotion150	11	FALSE	FALSE	0.750617692	-0.244689655	0.412976586	0.085019636	0.130202459	TRUE	0.750617692	-0.420762058	-0.066632579	0.123390181	-0.102361936	0.474898038	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p83356.ar.c889c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c889cb234bf4	ar-c889c	NA	p83356	NA	IMmotion150-p83356	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	81	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p83356	IMmotion150	11	FALSE	FALSE	1.256242261	-0.573356591	0.345234392	0.177235692	-0.848327439	FALSE	0.324457748	1.256242261	0.084453165	0.135747446	-0.020068932	-0.638558513	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p83425.ar.25f19	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_25f190c1b240	ar-25f19	NA	p83425	NA	IMmotion150-p83425	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	92	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p83425	IMmotion150	10	FALSE	FALSE	2.042454793	-0.630436233	0.243677161	-2.086797609	-0.00691719	FALSE	-0.264793412	2.042454793	0.125013463	0.133608813	0.054011368	-0.430650423	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p83724.ar.0f26e	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_0f26e5b925cf	ar-0f26e	NA	p83724	NA	IMmotion150-p83724	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	994	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p83724	IMmotion150	11	FALSE	FALSE	0.831785584	-0.417014549	0.591105728	1.190445191	-0.176910843	FALSE	-0.323842679	0.831785584	-0.02281352	0.21620061	-0.056701585	-0.192008608	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p84637.ar.a617b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_a617bd24f7e4	ar-a617b	NA	p84637	NA	IMmotion150-p84637	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	163	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p84637	IMmotion150	11	FALSE	FALSE	1.443130971	1.222994501	0.241860916	0.669802121	0.505932393	TRUE	1.443130971	-1.197110044	-0.091261684	-0.019167637	-0.059855381	0.921030847	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p84792.ar.cf28c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_cf28cc7fcd22	ar-cf28c	NA	NA	NA	IMmotion150-p84792	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	103	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p84792	IMmotion150	10	FALSE	FALSE	0.63463576	-2.297889242	0.88213977	-2.026786866	-1.640148734	FALSE	-0.609214506	0.63463576	0.039143464	-0.043404398	0.092653299	-1.897012508	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p84809.ar.83d87	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_83d87c60c4bc	ar-83d87	NA	p84809	NA	IMmotion150-p84809	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	49.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p84809	IMmotion150	12	FALSE	FALSE	0.094145678	1.630114	0.746042338	1.905692603	2.21403911	TRUE	0.094145678	-1.994562084	-0.115305366	-0.165104921	-0.029921708	1.830721307	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p84815.ar.e2bca	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e2bca1a5dc61	ar-e2bca	NA	p84815	NA	IMmotion150-p84815	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	212	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p84815	IMmotion150	10	FALSE	TRUE	-2.186396879	-0.23161733	0.68715075	-1.191318968	-0.225209282	FALSE	0.981902751	-2.186396879	-0.129756751	-0.245329912	0.018842714	0.27520929	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p84816.ar.4c97c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_4c97c08cc478	ar-4c97c	NA	NA	NA	IMmotion150-p84816	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	511.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p84816	IMmotion150	11	FALSE	TRUE	-0.075092207	0.76373979	0.485329197	0.440026326	0.922048311	TRUE	-0.075092207	-0.990306811	-0.02286758	-0.083353315	-0.050310018	1.054770264	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p84835.ar.0f59f	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_0f59fcddf5aa	ar-0f59f	NA	p84835	NA	IMmotion150-p84835	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	163	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p84835	IMmotion150	6	FALSE	TRUE	-0.615572227	-1.079911207	0.284389829	1.332140238	-1.905602732	FALSE	0.861801647	-0.615572227	-0.071033469	-0.053106636	0.029877932	-2.143985282	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p84878.ar.4428f	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_4428f8c9acc5	ar-4428f	NA	NA	NA	IMmotion150-p84878	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	127	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p84878	IMmotion150	10	FALSE	TRUE	-1.090588758	0.028175688	0.266865086	0.031138528	1.191088663	FALSE	0.057458886	-1.090588758	-0.048220774	-0.168156054	0.043298742	0.434011516	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p85141.ar.bc386	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_bc3869a7e26a	ar-bc386	NA	p85141	NA	IMmotion150-p85141	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	1	251	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p85141	IMmotion150	11	FALSE	FALSE	0.113847222	0.540194363	0.675902791	0.169003001	1.001908066	FALSE	-0.334322024	0.113847222	0.064535337	-0.004666013	-0.038541788	0.524631355	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p86072.ar.eda1c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_eda1c235e646	ar-eda1c	NA	NA	NA	IMmotion150-p86072	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	421.0000001	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p86072	IMmotion150	10	FALSE	TRUE	-0.729318544	-0.069332223	0.450345384	0.973441439	-1.191918667	FALSE	0.717119412	-0.729318544	-0.116976209	-0.004687481	0.017165047	-0.284234866	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p87325.ar.e7c59	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e7c5993e83b4	ar-e7c59	NA	NA	NA	IMmotion150-p87325	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	255	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p87325	IMmotion150	11	FALSE	TRUE	-0.042388787	-0.584338636	0.211734213	1.934334277	-1.155828984	FALSE	0.486974253	-0.042388787	-0.072609609	0.205089419	-0.119253821	-0.661696986	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p87381.ar.053ea	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_053ea1347beb	ar-053ea	NA	p87381	NA	IMmotion150-p87381	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	355.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p87381	IMmotion150	9	FALSE	FALSE	0.319577253	-0.596656652	0.583934942	-0.548987656	-0.73224955	FALSE	-0.568466929	0.319577253	-0.023317388	0.003342685	0.068598001	-0.686071042	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p87557.ar.2060b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_2060b7779160	ar-2060b	NA	p87557	NA	IMmotion150-p87557	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	163	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p87557	IMmotion150	9	FALSE	FALSE	1.714813339	-0.619704984	0.242477848	-1.358189431	-0.286890609	FALSE	-0.638279552	1.714813339	0.166067872	0.098293587	-0.006904038	-0.293344522	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p87690.ar.e7a69	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e7a69d932116	ar-e7a69	NA	NA	NA	IMmotion150-p87690	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	314.0000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p87690	IMmotion150	10	TRUE	FALSE	1.430813012	-1.030843151	0.475980249	-0.855122138	-1.231077359	FALSE	0.457921247	1.430813012	0.044332431	0.130956935	0.055402031	-0.860413841	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p88355.ar.06384	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_06384df3ade9	ar-06384	NA	NA	NA	IMmotion150-p88355	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	812	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p88355	IMmotion150	10	FALSE	TRUE	-0.053192156	-0.253489294	0.208418129	-0.262095264	-0.478631865	FALSE	0.9512235	-0.053192156	-0.045250983	0.047904853	0.011921326	-0.203164596	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p89062.ar.97923	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_97923a93a4a2	ar-97923	NA	NA	NA	IMmotion150-p89062	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	0	0.999999986	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p89062	IMmotion150	8	FALSE	FALSE	0.905002147	-0.42388217	0.701952779	-0.555399634	-1.255556483	FALSE	-0.698626598	0.905002147	0.055477748	0.013916147	0.063028101	-1.068443166	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p89981.ar.824ee	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_824ee3cf7a82	ar-824ee	NA	p89981	NA	IMmotion150-p89981	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	771.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p89981	IMmotion150	10	FALSE	FALSE	0.874549821	1.315183924	0.422888446	1.431067083	0.496013658	TRUE	0.874549821	-0.805314721	-0.038905418	0.00639095	-0.07820444	0.876672182	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p90170.ar.91593	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_9159323bed9c	ar-91593	NA	p90170	NA	IMmotion150-p90170	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	471	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p90170	IMmotion150	8	TRUE	FALSE	1.325403106	-1.139644113	0.181888077	-0.792331954	-1.439029032	FALSE	-0.280274004	1.325403106	0.071947524	0.053444466	0.077769461	-1.469168942	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p90215.ar.05e00	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_05e004a1302c	ar-05e00	NA	p90215	NA	IMmotion150-p90215	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	89.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p90215	IMmotion150	10	FALSE	TRUE	-0.882407833	-0.829802081	0.694299417	-0.641529093	-0.851199658	FALSE	-0.456371937	-0.882407833	-0.007747829	-0.131069822	-0.004723526	-0.825084039	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p90410.ar.aad5b	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_aad5b6041aa1	ar-aad5b	NA	p90410	NA	IMmotion150-p90410	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	42.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p90410	IMmotion150	11	FALSE	FALSE	1.903443343	1.56209023	0.48276245	0.511573116	2.614743868	TRUE	1.903443343	-1.685167716	-0.117581463	-0.010372704	-0.115134409	2.385108108	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p90681.ar.3044c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3044cf179b61	ar-3044c	NA	NA	NA	IMmotion150-p90681	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	87.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p90681	IMmotion150	11	FALSE	FALSE	1.053027574	1.442993045	0.344850628	0.407532548	1.775026475	TRUE	1.053027574	-1.030301353	-0.064501223	-0.03568496	-0.047277704	1.753350711	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p90969.ar.eb279	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_eb279c757174	ar-eb279	NA	p90969	NA	IMmotion150-p90969	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	90	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p90969	IMmotion150	9	TRUE	FALSE	2.05249949	-1.282004979	0.222246286	-2.074207758	-1.095231164	FALSE	-0.19852788	2.05249949	0.097015921	0.176356766	0.045192471	-1.182758108	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p91058.ar.c92b5	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c92b5732f38e	ar-c92b5	NA	NA	NA	IMmotion150-p91058	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	103	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p91058	IMmotion150	8	TRUE	FALSE	1.616115861	-1.115155094	0.211655283	-1.324589494	-1.544670281	FALSE	-0.970003201	1.616115861	0.090194484	0.117689011	0.036718444	-0.599662177	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p91392.ar.c1e57	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c1e578afd50d	ar-c1e57	NA	NA	NA	IMmotion150-p91392	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	415	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p91392	IMmotion150	8	FALSE	FALSE	0.79759132	-0.656318665	0.826715154	0.759846953	-0.199028662	FALSE	-0.884843789	0.79759132	0.071540815	0.021805788	0.017271756	-0.324341175	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p91851.ar.3e2a3	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3e2a3abd85ad	ar-3e2a3	NA	p91851	NA	IMmotion150-p91851	KIRC	NA	Kidney	NA	NA	TRUE	IV	NA	NA	NA	NA	NA	NA	NA	0	67.99999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p91851	IMmotion150	9	FALSE	TRUE	-0.451829782	0.652847259	0.33809199	0.004024748	0.14334045	FALSE	-0.448554399	-0.451829782	-0.017919674	-0.01264928	-0.034381258	0.060469918	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p91890.ar.3f780	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_3f78044299b5	ar-3f780	NA	NA	NA	IMmotion150-p91890	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	588.9999999	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p91890	IMmotion150	8	FALSE	FALSE	0.847173013	-1.109092932	0.612252218	-0.869615833	-1.134613981	FALSE	-0.689256073	0.847173013	0.05355358	0.026739503	0.0410328	-1.266455608	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p91915.ar.d7992	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d7992d300a27	ar-d7992	NA	NA	NA	IMmotion150-p91915	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	174	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p91915	IMmotion150	11	FALSE	FALSE	0.585883948	0.3319905	0.441102703	-1.1014801	0.531330252	FALSE	-1.519462903	0.585883948	0.129458746	-0.01336292	-0.033199085	0.293714366	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p92137.ar.a61f4	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_a61f41851ff4	ar-a61f4	NA	p92137	NA	IMmotion150-p92137	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	NA	NA	NA	0	596	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p92137	IMmotion150	10	FALSE	FALSE	0.397157073	-0.84452438	0.785238673	1.842145338	-0.999741947	FALSE	-1.71496651	0.397157073	0.007948607	-0.042815296	0.081479951	-0.876009145	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p92156.ar.acf8a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_acf8a1f1f3c4	ar-acf8a	NA	p92156	NA	IMmotion150-p92156	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	83	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p92156	IMmotion150	10	FALSE	FALSE	1.138861709	-0.258995477	0.662244887	-1.286931901	-0.338491743	FALSE	-0.686963047	1.138861709	0.041872998	0.093251388	0.032164384	-0.323358448	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p92869.ar.e2339	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_e2339f26d595	ar-e2339	NA	NA	NA	IMmotion150-p92869	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	87.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p92869	IMmotion150	8	FALSE	TRUE	-0.658231624	-0.127909326	0.447268445	0.459405714	0.333828952	FALSE	0.196085868	-0.658231624	-0.00840639	-0.081014502	-0.008979299	0.092422221	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p93090.ar.65a4c	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_65a4c306966b	ar-65a4c	NA	NA	NA	IMmotion150-p93090	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	249	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p93090	IMmotion150	9	FALSE	FALSE	0.9049657	-0.918699096	0.73885847	0.917289005	-1.392564981	FALSE	-1.290769284	0.9049657	0.059686136	0.017341447	0.050992536	-1.209982542	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p93939.ar.d03c1	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_d03c1a6beaa3	ar-d03c1	NA	NA	NA	IMmotion150-p93939	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	78.99999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p93939	IMmotion150	11	FALSE	TRUE	-0.353798529	-0.461797598	0.609824494	-1.447376339	0.233692389	FALSE	0.574565829	-0.353798529	-0.091853224	0.064012456	-0.022061915	0.397960739	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p94113.ar.dd107	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_dd107b93b6cf	ar-dd107	NA	p94113	NA	IMmotion150-p94113	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	43	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p94113	IMmotion150	11	FALSE	FALSE	0.688219614	1.614463174	0.512563824	0.104355022	2.700441962	TRUE	0.688219614	-1.196198996	0.015625187	-0.140132367	-0.064899297	2.330539124	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p96212.ar.544d1	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_544d111ac1d4	ar-544d1	NA	p96212	NA	IMmotion150-p96212	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	170	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p96212	IMmotion150	11	FALSE	TRUE	-0.13338092	0.321550759	0.775255626	0.190346872	-0.156909481	FALSE	0.318108882	-0.13338092	-0.014519421	-0.018361578	0.010128596	0.019697257	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p96831.ar.c6d32	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c6d329529465	ar-c6d32	NA	p96831	NA	IMmotion150-p96831	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	500.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p96831	IMmotion150	11	FALSE	TRUE	-0.197457435	1.17942939	0.770269403	0.408597555	1.489033074	TRUE	-0.197457435	-1.78412589	-0.085686092	-0.174432774	-0.023385045	1.013853473	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p97176.ar.62eac	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_62eac79b3a04	ar-62eac	NA	NA	NA	IMmotion150-p97176	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	1	679.9999999	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p97176	IMmotion150	11	FALSE	FALSE	0.40674514	1.143048449	0.336928081	-0.879579496	0.855847337	TRUE	0.40674514	0.143256042	-0.058342382	0.108740282	-0.018424816	0.607234026	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p97280.ar.49afc	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_49afcfbb6d5c	ar-49afc	NA	p97280	NA	IMmotion150-p97280	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	164	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	None	None	None	None	None	Sunitinib	None	FALSE	FALSE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p97280	IMmotion150	12	FALSE	FALSE	1.435569021	0.119528647	0.208314609	1.041247817	1.15988814	TRUE	1.435569021	-1.11361388	-0.235691851	0.088547409	-6.7e-4	0.81067717	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p97816.ar.1270d	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	wo29074_ngs_rna_wts_rnaaccess_1270d3da369c	ar-1270d	NA	p97816	NA	IMmotion150-p97816	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	NA	NA	NA	0	247	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p97816	IMmotion150	11	FALSE	FALSE	0.703713163	0.054419415	0.256941856	0.976670783	0.229363014	TRUE	0.703713163	0.070977105	0.017479881	0.057761952	-0.069523902	0.675462578	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p97909.ar.c7295	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_c7295d71952f	ar-c7295	NA	NA	NA	IMmotion150-p97909	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	81	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p97909	IMmotion150	9	TRUE	FALSE	1.862696861	-1.63923851	0.404062969	-1.163431253	-2.190909405	FALSE	-0.572977801	1.862696861	0.120863211	0.112156321	0.052700538	-1.711220702	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p98637.ar.bcb5a	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_bcb5a3b9ccce	ar-bcb5a	NA	p98637	NA	IMmotion150-p98637	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	0	165	0	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p98637	IMmotion150	11	FALSE	FALSE	0.42833763	2.164648559	0.582903441	1.119582261	2.440233134	TRUE	0.42833763	-1.269425663	-0.01284204	-0.131472497	-0.060643163	2.06021414	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p98987.ar.12652	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_126525a77fdf	ar-12652	NA	p98987	NA	IMmotion150-p98987	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	NA	NA	NA	1	169	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Bev	None	TRUE	TRUE	FALSE	FALSE	TRUE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p98987	IMmotion150	10	FALSE	FALSE	0.369505277	-0.133295189	0.616916031	0.300975529	-0.974985471	FALSE	-1.459243685	0.369505277	0.055778332	-0.01187053	0.006396183	-0.926746374	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
IMmotion150.p99039.ar.ef7b7	RNA-Seq	RNA	NA	NA	NA	FALSE	Pre	NA	FALSE	NA	50	NA	HiSeq 2500	NA	TruSeq RNA Exome (RNA access)	NA	NA	NA	WO29074_ngs_rna_targrna_rnaaccess_ef7b7fa4fdce	ar-ef7b7	NA	NA	NA	IMmotion150-p99039	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	NA	NA	NA	1	51.00000001	1	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	None	None	TRUE	TRUE	FALSE	FALSE	FALSE	FALSE	Tumorectomy	None	TRUE	FALSE	FALSE	FALSE	NA	NA	NA	NA	NA	NA	NA	p99039	IMmotion150	10	FALSE	FALSE	0.315281521	-1.220691617	0.829238391	-0.022994271	-1.368952466	FALSE	-1.2367396	0.315281521	-0.041471594	0.049108828	0.036835394	-1.495873491	IMmotion150_Kidney	0	0	0	0	1	0	0	0	0	0	0	0	0	ALL
Miao_Science_2018.p0005.ar.201	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450201	ar-201	NA	p0005	Broad Institute	Miao_Science_2018-p0005	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	277	0	1	168	1	62	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p0005	Miao_Science_2018	10	FALSE	TRUE	-0.486333442	-0.243495773	0.908799383	0.344470983	-1.066737593	FALSE	-0.511767651	-0.486333442	-0.037344918	-0.067241434	0.015980916	-0.612510409	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0007.ar.200	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450200	ar-200	NA	p0007	Broad Institute	Miao_Science_2018-p0007	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	448	0	0	448	0	60	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	Unknown	None	TRUE	TRUE	TRUE	TRUE	NA	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p0007	Miao_Science_2018	9	FALSE	FALSE	2.217810352	-0.356705119	0.30091506	-1.585670126	-0.547783532	FALSE	-0.563340721	2.217810352	0.177130978	0.137131101	0.027151457	-0.613423659	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0010.ar.191	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450191	ar-191	NA	p0010	Broad Institute	Miao_Science_2018-p0010	KIRC	NA	Kidney	NA	NA	TRUE	IV	Complete Response	TRUE	FALSE	TRUE	0	454	0	0	454	0	51	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	Unknown	None	TRUE	TRUE	TRUE	TRUE	NA	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p0010	Miao_Science_2018	9	FALSE	TRUE	-0.052696113	0.146956832	0.441543735	-0.390446331	0.786285315	TRUE	-0.052696113	-0.072596918	0.089224045	-0.096010293	-0.009599251	0.469893062	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0011.ar.202	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450202	ar-202	NA	p0011	Broad Institute	Miao_Science_2018-p0011	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	327	1	1	205	1	40	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p0011	Miao_Science_2018	12	FALSE	FALSE	0.669872548	0.720829466	0.460771316	-9.27e-4	1.575703753	TRUE	0.669872548	-1.461506826	-0.092216022	-0.129350435	-0.001980867	1.294175859	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0012.ar.206	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450206	ar-206	NA	p0012	Broad Institute	Miao_Science_2018-p0012	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	581	0	1	61	1	67	Male	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p0012	Miao_Science_2018	12	FALSE	TRUE	-0.233013993	0.267673889	0.63341735	2.810326251	-0.370828348	FALSE	-0.36547614	-0.233013993	-0.04725574	0.037677659	-0.017895569	-0.389855819	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0013.ar.204	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450204	ar-204	NA	p0013	Broad Institute	Miao_Science_2018-p0013	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	399	0	0	399	0	66	Male	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	Unknown	None	TRUE	TRUE	TRUE	TRUE	NA	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p0013	Miao_Science_2018	11	FALSE	FALSE	0.73445476	-0.170158196	0.16004255	-0.293624342	-0.415451126	FALSE	0.25110895	0.73445476	-0.021635681	0.21008448	-0.065138237	-0.081488297	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0014.ar.199	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450199	ar-199	NA	p0014	Broad Institute	Miao_Science_2018-p0014	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	433	0	0	433	0	68	Female	NA	NA	NA	NA	NA	NA	TRUE	Ipi + Nivo	Nivo	Ipi	CTLA4 + PD1	CTLA4 + PD1	Unknown	None	TRUE	TRUE	TRUE	TRUE	NA	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p0014	Miao_Science_2018	9	FALSE	FALSE	0.177996306	-0.532306553	0.350741646	-0.631754689	-0.264087501	FALSE	1.225631858	0.177996306	-0.014847641	0.071912953	-0.020526824	-0.097458088	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0015.ar.194	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450194	ar-194	NA	p0015	Broad Institute	Miao_Science_2018-p0015	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	814	1	1	105	1	71	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p0015	Miao_Science_2018	9	FALSE	FALSE	1.183789247	-0.403882593	0.372385972	-0.520275517	-0.970802091	FALSE	-0.905119718	1.183789247	0.026131184	0.101464862	0.054496541	-1.041938456	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0018.ar.195	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450195	ar-195	NA	p0018	Broad Institute	Miao_Science_2018-p0018	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	1	1189	1	1	672	1	69	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p0018	Miao_Science_2018	8	FALSE	TRUE	-0.70815209	0.424922269	0.738644308	-0.68706615	0.265698226	FALSE	-0.537842417	-0.70815209	-0.020195571	-0.094587317	-0.003896725	0.10537721	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0019.ar.196	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450196	ar-196	NA	p0019	Broad Institute	Miao_Science_2018-p0019	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	230	0	1	220	1	60	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p0019	Miao_Science_2018	9	FALSE	FALSE	1.997210119	-0.740849209	0.3703847	0.028084977	-0.415543741	FALSE	-0.291608037	1.997210119	0.12586217	0.1817872	0.003086802	-0.322406544	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0020.ar.193	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450193	ar-193	NA	p0020	Broad Institute	Miao_Science_2018-p0020	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	203	0	1	47	1	64	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p0020	Miao_Science_2018	13	FALSE	FALSE	1.004517005	1.667103088	0.620681775	1.96785389	1.60628363	TRUE	1.004517005	-2.916835445	-0.147010137	-0.234129282	-0.07061378	1.779665831	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0021.ar.190	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450190	ar-190	NA	p0021	Broad Institute	Miao_Science_2018-p0021	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	185	1	1	68	1	63	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p0021	Miao_Science_2018	12	FALSE	FALSE	0.0450985	0.299613667	0.744879671	-0.106589607	0.66904186	FALSE	-0.697502552	0.0450985	0.047160457	-0.037748988	-0.009964389	0.191226074	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0022.ar.198	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450198	ar-198	NA	p0022	Broad Institute	Miao_Science_2018-p0022	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	0	247	0	1	80	1	66	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p0022	Miao_Science_2018	11	FALSE	FALSE	1.685431934	-0.260436528	0.509362177	-0.541731693	-0.016519886	FALSE	-0.246837991	1.685431934	0.05127798	0.146689093	0.059793643	0.059666149	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0023.ar.197	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450197	ar-197	NA	p0023	Broad Institute	Miao_Science_2018-p0023	KIRC	NA	Kidney	NA	NA	TRUE	IV	Partial Response	TRUE	FALSE	TRUE	0	637	0	0	637	0	69	Male	NA	NA	NA	NA	NA	NA	TRUE	Atezo	Atezo	None	PD1	PD-L1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	None	None	FALSE	FALSE	FALSE	FALSE	Unknown	Unknown	NA	NA	NA	NA	NA	p0023	Miao_Science_2018	10	FALSE	FALSE	1.026855126	-0.431007748	0.211387929	-1.031479503	-0.42870263	FALSE	0.731906031	1.026855126	0.017009043	0.10089228	0.04091546	-0.495316465	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0024.ar.192	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450192	ar-192	NA	p0024	Broad Institute	Miao_Science_2018-p0024	KIRC	NA	Kidney	NA	NA	TRUE	IV	Progressive Disease	FALSE	TRUE	FALSE	1	304	1	1	41	1	52	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p0024	Miao_Science_2018	10	FALSE	FALSE	0.790484247	1.075473157	0.540319948	0.192272887	2.948251725	TRUE	0.790484247	-2.152058806	-0.095700481	-0.177854834	-0.060880577	2.227237682	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0025.ar.205	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450205	ar-205	NA	p0025	Broad Institute	Miao_Science_2018-p0025	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	1724	0	1	333	1	74	Male	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p0025	Miao_Science_2018	11	FALSE	FALSE	0.143758889	-0.044935927	0.466527874	0.266515286	-0.826739952	FALSE	0.829933848	0.143758889	-0.102964363	0.134074343	0.002443056	-0.254018003	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL
Miao_Science_2018.p0026.ar.203	RNA-Seq	RNA	Kidney	NA	FALSE	FALSE	Pre	Primary Tumor	FALSE	TRUE	NA	NA	HiSeq 2000	NA	CitriSolv + Qiagen AllPrep DNA/RNA Mini Kit	TRUE	FFPE	NA	SRR6450203	ar-203	NA	p0026	Broad Institute	Miao_Science_2018-p0026	KIRC	NA	Kidney	NA	NA	TRUE	IV	Stable Disease	FALSE	FALSE	TRUE	0	377	0	1	171	1	70	Female	NA	NA	NA	NA	NA	NA	TRUE	Nivo	Nivo	None	PD1	PD1	Unknown	None	TRUE	TRUE	FALSE	FALSE	NA	FALSE	Unnamed	None	TRUE	FALSE	FALSE	NA	Unknown	Unknown	NA	NA	NA	NA	NA	p0026	Miao_Science_2018	9	FALSE	FALSE	0.027726847	-1.418794721	0.590029405	0.180040992	-2.52806811	FALSE	-0.868609583	0.027726847	0.029122592	-0.084129028	0.059019558	-2.218826126	Miao_Science_2018_Kidney	0	0	0	0	0	0	0	0	1	0	0	0	0	ALL