activatedSubstringFromHeatmaps.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from Bio import SeqIO \n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.8.0\n",
      "2.2.0\n"
     ]
    }
   ],
   "source": [
    "print(tf.__version__)\n",
    "print(keras.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.4.5\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "print(cv2.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "32693\n"
     ]
    }
   ],
   "source": [
    "file_name = 'fantom5_human_enhancer.fa'\n",
    "enhancers = []\n",
    "for record in SeqIO.parse(file_name, \"fasta\"):\n",
    "    sequence = re.sub('[0123456789]','',str(record.seq))\n",
    "    if len(sequence) != 401:\n",
    "      print(\"STOP\")\n",
    "      break\n",
    "    enhancers.append(sequence)\n",
    "    \n",
    "print(len(enhancers))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def showImage(img_array):\n",
    "    cv2.imshow('image_box',img_array)\n",
    "    cv2.waitKey(0)\n",
    "    cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getMaskedImg(original_img):\n",
    "    # lower mask (0-10)\n",
    "    lower_red = np.array([0,50,50])\n",
    "    upper_red = np.array([10,255,255])\n",
    "    mask0 = cv2.inRange(original_img, lower_red, upper_red)\n",
    "\n",
    "    # upper mask (170-180)\n",
    "    lower_red = np.array([170,50,50])\n",
    "    upper_red = np.array([180,255,255])\n",
    "    mask1 = cv2.inRange(original_img, lower_red, upper_red)\n",
    "\n",
    "    # join my masks\n",
    "    mask = mask0 + mask1\n",
    "\n",
    "    # set my output img to zero everywhere except my mask\n",
    "    output_img = original_img.copy()\n",
    "    output_img[np.where(mask==0)] = 0\n",
    "    \n",
    "    return output_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def readImg(img_path):\n",
    "    img = cv2.imread(img_path)\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getEdgesFromInnerImg(original_img):\n",
    "    \n",
    "    rows, cols, color_space = img.shape\n",
    "    \n",
    "    valid_rows = []\n",
    "    valid_cols = []\n",
    "    for i in range(rows):\n",
    "        if all(original_img[i][228] != [255,255,255]):\n",
    "            valid_rows.append(i)\n",
    "\n",
    "    for j in range(cols):\n",
    "        if all(original_img[149][j] != [255,255,255]):\n",
    "            valid_cols.append(j)\n",
    "\n",
    "    print(\"UpperLeft - row: \", min(valid_rows), \"col: \", min(valid_cols))\n",
    "    print(\"UpperRight - row: \", min(valid_rows), \"col: \", max(valid_cols))\n",
    "    print(\"LowerLeft - row: \", max(valid_rows), \"col: \", min(valid_cols))\n",
    "    print(\"LowerRight - row: \", max(valid_rows), \"col: \", max(valid_cols))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def convertToHSV(original_img):\n",
    "    hsv_img = cv2.cvtColor(original_img, cv2.COLOR_BGR2HSV)\n",
    "    return hsv_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_image(sequence):\n",
    "  image_array = np.ones((32,32,4))\n",
    "  for k in range(len(sequence)):\n",
    "    x,y=point_list[k]\n",
    "    image_array[x][y] = mapping[sequence[k].upper()]\n",
    "    \n",
    "  return image_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def convertToOriginalCoord(current_coord):\n",
    "    uppermost_row = 35\n",
    "    leftmost_col = 113\n",
    "\n",
    "    original_row = (int)((current_coord[0] - uppermost_row) / 7)\n",
    "    original_col = (int)((current_coord[1] - leftmost_col) / 7)\n",
    "    \n",
    "    return (original_row, original_col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getAllOriginalMaskedCoord(masked_pixel):\n",
    "    \n",
    "    original_coords = {}\n",
    "    for pix in masked_pixels:\n",
    "        org_coord = convertToOriginalCoord(pix)\n",
    "        original_coords[org_coord] = 1\n",
    "        \n",
    "    return original_coords.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hilbert mapping: co-ordinates with string index\n",
    "def last_2_bits(x):\n",
    "    return x & 3\n",
    "\n",
    "def hindex_to_xy(hindex, N):\n",
    "    positions = [\n",
    "                    [0, 0],\n",
    "                    [0, 1],\n",
    "                    [1, 1],\n",
    "                    [1, 0]\n",
    "                ]\n",
    "\n",
    "    tmp = positions[last_2_bits(hindex)]\n",
    "    hindex = hindex >> 2\n",
    "\n",
    "    # 2. iteratively compute coords\n",
    "    x = tmp[0]\n",
    "    y = tmp[1]\n",
    "\n",
    "    n = 4\n",
    "    while (n <= N):\n",
    "\n",
    "        n2 = int(n / 2)\n",
    "        pos_in_small_square = last_2_bits(hindex)\n",
    "\n",
    "        if(pos_in_small_square == 0): # lower left\n",
    "            tmp = x\n",
    "            x = y\n",
    "            y = tmp\n",
    "        elif(pos_in_small_square == 1): # upper left\n",
    "            x = x\n",
    "            y = y + n2\n",
    "        elif(pos_in_small_square == 2): # upper right\n",
    "            x = x + n2\n",
    "            y = y + n2\n",
    "        elif(pos_in_small_square == 3): # lower right\n",
    "            tmp = y\n",
    "            y = (n2 - 1) - x\n",
    "            x = (n2 - 1) - tmp\n",
    "            x = x + n2\n",
    "\n",
    "        hindex = hindex >> 2\n",
    "        n *= 2\n",
    "\n",
    "    return x, y\n",
    "\n",
    "def map_hilbert_coord_with_index(order):\n",
    "    N = 2**order\n",
    "    coord_index_map = {}\n",
    "    \n",
    "    for i in range(N*N):\n",
    "        coord = hindex_to_xy(i, N)\n",
    "        coord_index_map[coord] = i\n",
    "        \n",
    "    return coord_index_map\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# our image dimension: 32x32; hilbert order is 5 (2^5 = 32)\n",
    "coord_index_map = map_hilbert_coord_with_index(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def right_pixel(cur_coord):\n",
    "    row = cur_coord[0]\n",
    "    col = cur_coord[1] + 1\n",
    "    if col >= MAX_LEN:\n",
    "        col = MAX_LEN - 1\n",
    "    \n",
    "    return (row, col)\n",
    "\n",
    "def left_pixel(cur_coord):\n",
    "    row = cur_coord[0]\n",
    "    col = cur_coord[1] - 1\n",
    "    if col < 0:\n",
    "        col = 0\n",
    "    \n",
    "    return (row, col)\n",
    "\n",
    "def up_pixel(cur_coord):\n",
    "    row = cur_coord[0] - 1\n",
    "    col = cur_coord[1]\n",
    "    if row < 0:\n",
    "        row = 0\n",
    "    \n",
    "    return (row, col)\n",
    "\n",
    "def down_pixel(cur_coord):\n",
    "    row = cur_coord[0] + 1\n",
    "    col = cur_coord[1]\n",
    "    if row >= MAX_LEN:\n",
    "        row = MAX_LEN - 1\n",
    "\n",
    "    return (row, col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "MAX_LEN = 401\n",
    "MAX_DIM = 31\n",
    "def getActivatedIndices(masked_coords, coord_index_map):\n",
    "    activated_indices = []\n",
    "    for coord in masked_coords:\n",
    "        idx = coord_index_map[coord]\n",
    "        if idx >= MAX_LEN:\n",
    "            \n",
    "            if coord[0] >= MAX_DIM:\n",
    "                coord = (coord[0] - 1, coord[1])\n",
    "            if coord[1] >= MAX_DIM:\n",
    "                coord = (coord[0], coord[1] - 1)\n",
    "            \n",
    "            # right\n",
    "            idx = coord_index_map[right_pixel(coord)]\n",
    "            if idx < MAX_LEN and idx not in activated_indices:\n",
    "                activated_indices.append(idx)\n",
    "            # left\n",
    "            idx = coord_index_map[left_pixel(coord)]\n",
    "            if idx < MAX_LEN and idx not in activated_indices:\n",
    "                activated_indices.append(idx)\n",
    "            # up\n",
    "            idx = coord_index_map[up_pixel(coord)]\n",
    "            if idx < MAX_LEN and idx not in activated_indices:\n",
    "                activated_indices.append(idx)\n",
    "            # down\n",
    "            idx = coord_index_map[down_pixel(coord)]\n",
    "            if idx < MAX_LEN and idx not in activated_indices:\n",
    "                activated_indices.append(idx)\n",
    "        else:\n",
    "            if idx < MAX_LEN and idx not in activated_indices:\n",
    "                activated_indices.append(idx)\n",
    "        \n",
    "    # print(activated_indices)\n",
    "    activated_indices.sort()\n",
    "    return activated_indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getMaskedPixels(masked_img):\n",
    "    rows, cols, color_space = masked_img.shape\n",
    "    \n",
    "    masked_pixels = []\n",
    "    for i in range(rows):\n",
    "        for j in range(cols):\n",
    "            if any(masked_img[i,j] != 0):\n",
    "                masked_pixels.append([i,j])\n",
    "                \n",
    "    return masked_pixels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index for seq with N:  1838\n",
      "Index for seq with N:  20408\n",
      "32693\n"
     ]
    }
   ],
   "source": [
    "positive_string_count = 0\n",
    "positive_dataset_string = []\n",
    "for k in range(len(enhancers)):\n",
    "    if 'N' not in enhancers[k]:\n",
    "        positive_dataset_string.append(enhancers[k])\n",
    "    else:\n",
    "        print(\"Index for seq with N: \", k)\n",
    "        positive_dataset_string.append('')\n",
    "    positive_string_count+=1\n",
    "    \n",
    "print(positive_string_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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    },
    {
     "ename": "error",
     "evalue": "OpenCV(3.4.5) C:\\projects\\opencv-python\\opencv\\modules\\imgproc\\src\\color.cpp:181: error: (-215:Assertion failed) !_src.empty() in function 'cv::cvtColor'\n",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31merror\u001b[0m                                     Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-24-71540cf867d4>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     13\u001b[0m     \u001b[0mimg\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mreadImg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimg_path\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     14\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 15\u001b[1;33m     \u001b[0mhsv_img\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconvertToHSV\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     16\u001b[0m     \u001b[0mmasked_img\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetMaskedImg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhsv_img\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     17\u001b[0m     \u001b[0mmasked_pixels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetMaskedPixels\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmasked_img\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-9-46cfa9756621>\u001b[0m in \u001b[0;36mconvertToHSV\u001b[1;34m(original_img)\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mconvertToHSV\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moriginal_img\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[0mhsv_img\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcvtColor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moriginal_img\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcv2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mCOLOR_BGR2HSV\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mhsv_img\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31merror\u001b[0m: OpenCV(3.4.5) C:\\projects\\opencv-python\\opencv\\modules\\imgproc\\src\\color.cpp:181: error: (-215:Assertion failed) !_src.empty() in function 'cv::cvtColor'\n"
     ]
    }
   ],
   "source": [
    "# our image dimension: 32x32; hilbert order is 5 (2^5 = 32)\n",
    "MAX_LEN = 401\n",
    "coord_index_map = map_hilbert_coord_with_index(5)\n",
    "drawn_heatmap = 15540\n",
    "\n",
    "activated_seq_list = []\n",
    "for i in range (0, drawn_heatmap-1):\n",
    "    \n",
    "    print(\"Processing Sequence: \", i)\n",
    "    img_path = \"heatmaps/heatmap_pos_\" + str(i) + \".png\"\n",
    "    \n",
    "    seq = positive_dataset_string[i]\n",
    "    img = readImg(img_path)\n",
    "    \n",
    "    hsv_img = convertToHSV(img)\n",
    "    masked_img = getMaskedImg(hsv_img)\n",
    "    masked_pixels = getMaskedPixels(masked_img)\n",
    "    masked_coords = getAllOriginalMaskedCoord(masked_pixels)\n",
    "    activated_index_list = getActivatedIndices(masked_coords, coord_index_map)\n",
    "    \n",
    "    prevIdx = -1\n",
    "    activated_seq = ''\n",
    "    for idx in activated_index_list:        \n",
    "\n",
    "        if prevIdx != -1 and idx - prevIdx > 1:\n",
    "            activated_seq += \"-\" + str(idx - prevIdx) + \"-\"\n",
    "\n",
    "        activated_seq += seq[idx]\n",
    "        prevIdx = idx\n",
    "\n",
    "    activated_seq_list.append(activated_seq.upper())\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15539\n"
     ]
    }
   ],
   "source": [
    "print(len(activated_seq_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"activated_subsequence_list_with_gap.txt\", \"w\") as file:\n",
    "    for seq in activated_seq_list:\n",
    "        file.write(seq + \"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# *****************************************************\n",
    "# NEXT:\n",
    "#     commonSubstringFromActivatedStrings.ipynb\n",
    "# *****************************************************"
   ]
  }
 ],
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