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@jeanpat
Created November 22, 2016 07:42
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Generating 82146 examples (greyscaled image+ ground truth label) of overlapping chromosomes
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A look at the 82146 low resolution examples of overlapping chromosomes"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import sys"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.12.3\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python2.7/dist-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
" warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
]
}
],
"source": [
"import h5py\n",
"import numpy as np\n",
"import skimage as sk\n",
"print sk.__version__\n",
"#from skimage import io\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from skimage import morphology as mo\n",
"#from skimage import feature\n",
"#from scipy import ndimage as nd\n",
"#from scipy import misc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load low resolution dataset"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cy3.tif\n",
"DAPI.tif\n",
"LowRes_13434_overlapping_pairs.h5\n",
"lowres_82146_overlapping_pairs_grey_DAPI-GroundTruth.h5\n",
"overlapping_chromosomes_examples.h5\n",
"\n"
]
}
],
"source": [
"from subprocess import check_output\n",
"print(check_output([\"ls\", \"../dataset\"]).decode(\"utf8\"))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[u'low res overlapping chromosomes']\n"
]
}
],
"source": [
"h5f = h5py.File('../dataset/lowres_82146_overlapping_pairs_grey_DAPI-GroundTruth.h5','r')\n",
"print h5f.keys()\n",
"dsLowRes = h5f['low res overlapping chromosomes'][:]\n",
"h5f.close()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Stacked images 3.30988754332 Gigabytes\n",
"(82146, 52, 52, 2)\n"
]
}
],
"source": [
"m_byte = sys.getsizeof(dsLowRes)/1024.0/1024.0/1024\n",
"print 'Stacked images '+ str(m_byte) +' Gigabytes'\n",
"print dsLowRes.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Just have a look at one image every 206, ~400 images:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(399, 52, 52)\n"
]
}
],
"source": [
"sample = dsLowRes[::206,:,:,:]\n",
"sample_grey = sample[:,:,:,0]\n",
"sample_lab = sample[:,:,:,1]\n",
"print sample_grey.shape"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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KpTCZTNtieNDGxgYbGxtMTU3hcrk4cuQIkUiEer3O5cuXNbcOvdXp06fZtWsX4XAYk8mE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vxvDwMF577TXV4r0SHMfhjjvuwE033QSdTodUKoXx8XGcOHFC7dAAnLtXAoEATp06hZqa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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0c1470a3d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16, 16))\n",
"for i in range(0,399):\n",
" grey1 = sample_grey[i,:,:]\n",
" plt.subplot(20,20,i+1, xticks=[],yticks=[])\n",
" plt.imshow(grey1, interpolation='nearest', cmap = plt.cm.Greys_r,vmin=0, vmax=255)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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x2R4bn8L4mTRT39KumYiXhIvwAhtljHF89L862vEsz6Pmu4shhMr7wX3Ltkuy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\nHc+vLB4ypVAP5qK7lb22o9C5Oe6/lTHpmiFW6sgL8T6wDfV6UPkyqcp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1Pk81VnvP5h+U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cvOZEYqgNeZuLNI5wJo4Z78BJNEAHeI25LaM4vKaeEA3o+dRQAAgEcVx87Vf4pZIQAxk3YWaQwB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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0b343b8a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16, 16))\n",
"for i in range(0,399):\n",
" groundtruth = sample_lab[i,:,:]\n",
" plt.subplot(20,20,i+1, xticks=[],yticks=[])\n",
" plt.imshow(groundtruth, interpolation='nearest', cmap = plt.cm.flag_r)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# What is chromosomes overlapp resolution?\n",
"\n",
"Choose two cases of overlapping chromosomes. The resolution of overlapping chromosomes can be performed on **DAPI**"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"easy_case = sample[13,:,:,:]\n",
"dirty_case = sample[1,:,:,:]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0b3765acd0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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8eDCIjx07FsTxDDj+8Fo8k423efz0pz8dxPG8cffu3UHMuYBAc7j038zCx4gB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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0b37736b90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,8))\n",
"\n",
"plt.subplot(221)\n",
"plt.imshow(easy_case[:,:,0], interpolation = 'nearest', cmap = plt.cm.Greys_r)\n",
"\n",
"plt.subplot(222)\n",
"plt.imshow(easy_case[:,:,1], interpolation = 'nearest', cmap = plt.cm.flag_r)\n",
"\n",
"plt.subplot(223)\n",
"plt.imshow(dirty_case[:,:,0], interpolation = 'nearest', cmap = plt.cm.Greys_r)\n",
"\n",
"plt.subplot(224)\n",
"plt.imshow(dirty_case[:,:,1], interpolation = 'nearest', cmap = plt.cm.flag_r)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The overlapping chromosomes in the grey scaled image (mainly *DAPI*), can be isolated with the labels:\n",
" * first chromosome : label 1\n",
" * second chromosome: label 2\n",
" * overlapping domain: label 3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### First an easy case:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(52, 52)\n",
"(52, 52) bool\n",
"(52, 52)\n"
]
}
],
"source": [
"grey = easy_case[:,:,0]; print grey.shape\n",
"\n",
"chrom_lab = easy_case[:,:,1]\n",
"overlap = easy_case[:,:,1]\n",
"\n",
"chrom1 = chrom_lab == 1\n",
"chrom2 = chrom_lab == 2\n",
"over = overlap == 3\n",
"\n",
"chrom1 = np.logical_or(chrom1, over); print chrom1.shape, chrom1.dtype\n",
"chrom2 = np.logical_or(chrom2, over)\n",
"\n",
"grey1_resolved = grey * chrom1; print grey1_resolved.shape\n",
"grey2_resolved = grey * chrom2"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0b37167890>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KzwfeBNyWUnorcDvwxnKzK4GbcxxfvcGcKTczptzMmHIzY8rNjCm3rI+1GcS1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\nkiRJaqT/D71kHZqyk//pAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0b37a67550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16,16))\n",
"\n",
"plt.subplot(161)\n",
"plt.title('Two overlapping chromosomes')\n",
"plt.imshow(grey, interpolation = 'nearest', cmap = plt.cm.Greys_r)\n",
"\n",
"plt.subplot(162)\n",
"plt.imshow(chrom_lab, interpolation = 'nearest', cmap = plt.cm.flag_r)\n",
"\n",
"plt.subplot(163)\n",
"plt.imshow(chrom1, interpolation = 'nearest', cmap = plt.cm.flag_r)\n",
"\n",
"plt.subplot(164)\n",
"plt.imshow(chrom2, interpolation = 'nearest', cmap = plt.cm.flag_r)\n",
"\n",
"plt.subplot(165)\n",
"plt.imshow(grey1_resolved, interpolation = 'nearest', cmap = plt.cm.Greys_r)\n",
"\n",
"plt.subplot(166)\n",
"plt.imshow(grey2_resolved, interpolation = 'nearest', cmap = plt.cm.Greys_r)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## A dirty case :\n",
"In this example of overlapping chromosomes: \n",
"* the telomeres of the two chromosomes belong to the overlapping domain.\n",
"* the labels can contain spurious pixels"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(52, 52) bool\n",
"(52, 52)\n"
]
}
],
"source": [
"grey = dirty_case[:,:,0];\n",
"chrom_lab = dirty_case[:,:,1]\n",
"overlap = dirty_case[:,:,1]\n",
"\n",
"chrom1 = chrom_lab == 1\n",
"chrom2 = chrom_lab == 2\n",
"over = overlap == 3\n",
"\n",
"chrom1 = np.logical_or(chrom1, over); print chrom1.shape, chrom1.dtype\n",
"chrom2 = np.logical_or(chrom2, over)\n",
"\n",
"grey1_resolved = grey * chrom1; print grey1_resolved.shape\n",
"grey2_resolved = grey * chrom2"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0b36c99e50>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qbUyYpE5TTqg00vnY/v37q7K77rqrjbWTphd7WCVJkiRJHcke1g7zox/9CIAN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\nEeIgZCQYAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0b36f31d10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16,16))\n",
"\n",
"plt.subplot(161)\n",
"plt.title('Two overlapping chromosomes')\n",
"plt.imshow(grey, interpolation = 'nearest', cmap = plt.cm.Greys_r)\n",
"\n",
"plt.subplot(162)\n",
"plt.imshow(chrom_lab, interpolation = 'nearest', cmap = plt.cm.flag_r)\n",
"\n",
"plt.subplot(163)\n",
"plt.imshow(chrom1, interpolation = 'nearest', cmap = plt.cm.flag_r)\n",
"\n",
"plt.subplot(164)\n",
"plt.imshow(chrom2, interpolation = 'nearest', cmap = plt.cm.flag_r)\n",
"\n",
"plt.subplot(165)\n",
"plt.imshow(grey1_resolved, interpolation = 'nearest', cmap = plt.cm.Greys_r)\n",
"\n",
"plt.subplot(166)\n",
"plt.imshow(grey2_resolved, interpolation = 'nearest', cmap = plt.cm.Greys_r)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Post-process the labels"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"clean1 = mo.closing(\n",
" mo.opening(chrom1,selem = mo.disk(2)),\n",
" selem = mo.disk(2))\n",
"\n",
"clean2 = mo.closing(\n",
" mo.opening(chrom2,selem = mo.disk(2)),\n",
" selem = mo.disk(2))\n",
"\n",
"grey1 = grey*clean1\n",
"grey2 = grey*clean2"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0b35e067d0>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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XXhjsO3DgwKxaBDgjOMIJAABAFwZOAAAAujBwAgAA0IU1nAAAyzh69Oig3rJly7Jfv3AN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\nACrM9wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0b36004fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16,16))\n",
"\n",
"plt.subplot(141)\n",
"plt.imshow(clean1, interpolation = 'nearest', cmap = plt.cm.flag_r)\n",
"\n",
"plt.subplot(142)\n",
"plt.imshow(clean2, interpolation = 'nearest', cmap = plt.cm.flag_r)\n",
"\n",
"plt.subplot(143)\n",
"plt.imshow(grey1, interpolation = 'nearest', cmap = plt.cm.Greys_r)\n",
"\n",
"plt.subplot(144)\n",
"plt.imshow(grey2, interpolation = 'nearest', cmap = plt.cm.Greys_r)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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