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@Phlya
Last active March 1, 2021 12:58
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fetching arbitrary expected areas
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{
"cells": [
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import cooler\n",
"import cooltools\n",
"from cooltools import expected\n",
"import bioframe\n",
"from itertools import combinations, product\n",
"from scipy.linalg import toeplitz\n",
"from matplotlib import pyplot as plt\n",
"from multiprocess import Pool\n",
"from cooltools.lib import plotting"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"clr = cooler.Cooler('/exports/igmm/eddie/wendy-lab/ilia/enhancer_interactions_human/coolers/GM12878.hg38.1000.mcool::resolutions/250000')"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"hg38_chromsizes = bioframe.fetch_chromsizes('hg38', as_bed=True)\n",
"hg38_chromsizes = hg38_chromsizes.set_index(\"chrom\").loc[clr.chromnames].reset_index()\n",
"hg38_cens = bioframe.fetch_centromeres('hg38')\n",
"hg38_arms = bioframe.split(hg38_chromsizes, hg38_cens, cols_points=['chrom', 'mid'])\n",
"hg38_arms['name'] = hg38_arms['chrom']\n",
"hg38_arms.loc[hg38_arms['start']==0, 'name'] = hg38_arms['name'].astype(str)+'p'\n",
"hg38_arms.loc[hg38_arms['start']!=0, 'name'] = hg38_arms['name'].astype(str)+'q'"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"transforms={'balanced': lambda p: p['count']*p['weight1']*p['weight2']}\n",
"def average_expected(expected, transforms=transforms):\n",
" expected[\"count.avg\"] = expected[\"count.sum\"] / expected[\"n_valid\"]\n",
" for key in transforms.keys():\n",
" expected[key + \".avg\"] = expected[key + \".sum\"] / expected[\"n_valid\"]\n",
" return expected\n",
"p = Pool(8)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"withinregion_expected = expected.diagsum(clr,\n",
" regions=hg38_arms,\n",
" transforms=transforms,\n",
" chunksize=10000000,\n",
" map=p.map)\n",
"withinregion_expected = average_expected(withinregion_expected)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"betweenregion_expected = expected.diagsum_asymm(clr=clr,\n",
" regions1=hg38_arms[hg38_arms['name'].str.endswith('p')].reset_index(drop=True),\n",
" regions2=hg38_arms[hg38_arms['name'].str.endswith('q')].reset_index(drop=True),\n",
" transforms=transforms,\n",
" chunksize=10000000,\n",
" map=p.map)\n",
"betweenregion_expected = average_expected(betweenregion_expected)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"regions_pairwise = combinations(hg38_arms.itertuples(index=False), 2)\n",
"regions1, regions2 = zip(*regions_pairwise)\n",
"trans_expected = expected.blocksum_asymm(clr,\n",
" regions1,\n",
" regions2,\n",
" transforms=transforms,\n",
" chunksize=10000000,\n",
" map=p.map)\n",
"trans_expected = average_expected(trans_expected)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"def get_within_region_expected_matrix(left_interval, right_interval, expected):\n",
" lo_left, hi_left = left_interval\n",
" left_len = hi_left-lo_left\n",
" lo_right, hi_right = right_interval\n",
" right_len = hi_right-lo_right\n",
" exp_lo = lo_right - hi_left\n",
" exp_hi = hi_right - lo_left\n",
" if exp_lo < 0:\n",
" exp_subset = expected[0:exp_hi]\n",
" left_exp = exp_subset[:left_len]\n",
" right_exp = exp_subset[:right_len]\n",
" exp_matrix = toeplitz(left_exp, right_exp)\n",
" else:\n",
" exp_subset = expected[exp_lo:exp_hi]\n",
" left_exp = exp_subset[:left_len][::-1]\n",
" right_exp = exp_subset[-right_len:]\n",
" exp_matrix = toeplitz(left_exp, right_exp)\n",
" return exp_matrix"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"def get_between_region_expected_matrix(left_interval, right_interval, expected, left_region_len):\n",
" lo_left, hi_left = left_interval\n",
" left_len = hi_left-lo_left\n",
" lo_right, hi_right = right_interval\n",
" right_len = hi_right-lo_right\n",
" exp_lo= left_region_len-hi_left+lo_right\n",
" exp_hi= left_region_len-lo_left+hi_right\n",
" exp_subset = expected[exp_lo:exp_hi-1]\n",
" left_exp = exp_subset[:left_len][::-1]\n",
" right_exp = exp_subset[-right_len:]\n",
" exp_matrix = toeplitz(left_exp, right_exp)\n",
" return exp_matrix"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"def get_trans_expected_matrix(left_interval, right_interval, expected):\n",
" lo_left, hi_left = left_interval\n",
" left_len = hi_left-lo_left\n",
" lo_right, hi_right = right_interval\n",
" left_len = hi_left-lo_left\n",
" right_len = hi_right-lo_right\n",
" exp_matrix = np.full((left_len, right_len), expected)\n",
" return exp_matrix"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"def split_annotate_by_regions(roistring, regions, clr):\n",
" roi_start = clr.offset(roistring)\n",
" split_by_regions = bioframe.overlap(bioframe.parse_regions([roistring], clr.chromsizes), regions, suffixes=['', '_region'])\n",
" split_by_regions['start'] = split_by_regions[['start', 'start_region']].max(axis=1).astype(int)\n",
" split_by_regions['end'] = split_by_regions[['end', 'end_region']].min(axis=1).astype(int)\n",
" split_by_regions[['genome_start', 'genome_end']] = split_by_regions[['chrom', 'start', 'end']].apply(lambda x: clr.extent(x), axis=1, result_type='expand') # in genome coordinates\n",
" split_by_regions[['region_start', 'region_end']] = split_by_regions[['chrom', 'start', 'end']].apply(clr.extent, axis=1, result_type='expand').subtract(split_by_regions['offset_region'], axis='rows') # in coordinates of the region\n",
" split_by_regions['roi_start'] = split_by_regions['genome_start']-roi_start # in coordinates of the final output\n",
" split_by_regions['roi_end'] = split_by_regions['genome_end']-roi_start\n",
" split_by_regions['region_length'] = split_by_regions[['chrom_region', 'start_region', 'end_region']].apply(lambda x: np.diff(clr.extent(x))[0], axis=1)\n",
"\n",
" split_by_regions = split_by_regions.sort_values(['chrom', 'start_region']).reset_index(drop=True)\n",
" return split_by_regions"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"def get_any_expected(roi1_string, roi2_string, regions, clr, withinregion_expected, betweenregion_expected, trans_expected):\n",
" \n",
" roi1_length = np.diff(clr.extent(roi1_string))[0]\n",
" roi2_length = np.diff(clr.extent(roi2_string))[0]\n",
" \n",
" regions['offset'] = regions[['chrom', 'start', 'end']].apply(clr.offset, axis=1)\n",
" roi1 = split_annotate_by_regions(roi1_string, hg38_arms, clr)\n",
" roi2 = split_annotate_by_regions(roi2_string, hg38_arms, clr)\n",
" expected_matrix = np.full((roi1_length, roi2_length), np.nan)\n",
" for (i, row1), (j, row2) in product(roi1.iterrows(), roi2.iterrows()):\n",
" if row1.chrom != row2.chrom:\n",
" expected_matrix[row1.roi_start:row1.roi_end, row2.roi_start:row2.roi_end] = get_trans_expected_matrix((row1.region_start, row1.region_end),\n",
" (row2.region_start, row2.region_end),\n",
" trans_expected[(trans_expected['region1']==row1.name_region) & (trans_expected['region2']==row2.name_region)]['balanced.avg'].values[0])\n",
" \n",
" elif row1.name_region == row2.name_region:\n",
" expected_matrix[row1.roi_start:row1.roi_end, row2.roi_start:row2.roi_end] = get_within_region_expected_matrix((row1.region_start, row1.region_end),\n",
" (row2.region_start, row2.region_end),\n",
" withinregion_expected[withinregion_expected['region']==row1.name_region]['balanced.avg'].values)\n",
" else:\n",
" if row1.start_region > row2.start_region:\n",
" expected_matrix[row1.roi_start:row1.roi_end, row2.roi_start:row2.roi_end] = get_between_region_expected_matrix((row2.region_start, row2.region_end), (row1.region_start, row1.region_end),\n",
" betweenregion_expected[(betweenregion_expected['region1']==row2.name_region) & (betweenregion_expected['region2']==row1.name_region)]['balanced.avg'].values,\n",
" row2.region_length).T\n",
" else:\n",
" expected_matrix[row1.roi_start:row1.roi_end, row2.roi_start:row2.roi_end] = get_between_region_expected_matrix((row1.region_start, row1.region_end), (row2.region_start, row2.region_end),\n",
" betweenregion_expected[(betweenregion_expected['region1']==row1.name_region) & (betweenregion_expected['region2']==row2.name_region)]['balanced.avg'].values,\n",
" row1.region_length)\n",
" return expected_matrix"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"roi1_string = 'chr1'\n",
"roi2_string = 'chr1'"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
"expected_matrix = get_any_expected(roi1_string, roi2_string, hg38_arms, clr, withinregion_expected, betweenregion_expected, trans_expected)"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f7b45d0a748>"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots()\n",
"m = ax.imshow(np.log10(expected_matrix), cmap='fall', vmax=-1.5)\n",
"plt.colorbar(m)"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f7b3d54e748>"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots()\n",
"m = ax.imshow(np.log2(clr.matrix().fetch(roi1_string, roi2_string)/expected_matrix), cmap='coolwarm', vmin=-4, vmax=4)\n",
"plt.colorbar(m)"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"roi1_string = 'chr19'\n",
"roi2_string = 'chr20'"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"expected_matrix = get_any_expected(roi1_string, roi2_string, hg38_arms, clr, withinregion_expected, betweenregion_expected, trans_expected)"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f7b3d466358>"
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots()\n",
"m = ax.imshow(np.log10(expected_matrix), cmap='fall', vmax=-4)\n",
"plt.colorbar(m)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f7b45ade0f0>"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots()\n",
"m = ax.imshow(np.log2(clr.matrix().fetch(roi1_string, roi2_string)/expected_matrix), cmap='coolwarm', vmin=-4, vmax=4)\n",
"plt.colorbar(m)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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