{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Insulation & boundaries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Welcome to the contact insulation notebook!\n", "\n", "Insulation is a simple concept, yet a powerful way to look at C data. Insulation is one aspect of locus-specific contact frequency at small genomic distances, and reflects the segmentation of the genome into domains.\n", "\n", "Insulation can be computed with multiple methods. One of the most common methods involves using a diamond-window score to generate an ***insulation profile***. To compute this profile, slide a diamond-shaped window along the genome, with one of the corners on the main diagonal of the matrix, and sum up the contacts within the window for each position.\n", "\n", "Insulation profiles reveal that certain locations have lower scores, reflecting lowered contact frequencies between upstream and downstream loci. These positions are often referred to as ***boundaries***, and are also obtained with multiple methods. Here we illustrate one thresholding method for determining boundaries from an insulation profile.\n", "\n", "In this notebook we:\n", "\n", "* Calculate the insulation score genome-wide and display it alongside an interaction matrix\n", "* Call insulating boundaries\n", "* Filter insulating boundaries based on their strength\n", "* Calculate enrichment of CTCF/genes at boundaries\n", "* Repeat boundary filtering based on enrichmnent of CTCF, a known insulator protein in mammalian genomes" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import standard python libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Import python package for working with cooler files and tools for analysis\n", "import cooler\n", "import cooltools.lib.plotting\n", "from cooltools import insulation\n", "\n", "from packaging import version\n", "if version.parse(cooltools.__version__) < version.parse('0.5.4'):\n", " raise AssertionError(\"tutorials rely on cooltools version 0.5.4 or higher,\"+\n", " \"please check your cooltools version and update to the latest\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "./data/test.mcool\n" ] } ], "source": [ "# download test data\n", "# this file is 145 Mb, and may take a few seconds to download\n", "import cooltools\n", "data_dir = './data/'\n", "cool_file = cooltools.download_data(\"HFF_MicroC\", cache=True, data_dir=data_dir) \n", "print(cool_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating genome-wide contact insulation\n", "Here we load the Hi-C data at 10 kbp resolution and calculate insulation score with 4 different window sizes" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:fallback to serial implementation.\n", "INFO:root:Processing region chr2\n", "INFO:root:Processing region chr17\n" ] } ], "source": [ "resolution = 10000 \n", "clr = cooler.Cooler(f'{data_dir}test.mcool::resolutions/{resolution}')\n", "windows = [3*resolution, 5*resolution, 10*resolution, 25*resolution]\n", "insulation_table = insulation(clr, windows, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This function returns a dataframe where rows correspond to genomic bins of the cooler.\n", "\n", "The columns of this insulation dataframe report the insulation score, the number of valid (non-nan) pixels, whether the given bin is valid, the boundary prominence (strength) and whether locus is called as a boundary after thresholding, for each of the window sizes provided to the function.\n", "\n", "Below we print the information returned for any window size, as well as the specific information for the largest window used:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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chromstartendregionis_bad_binlog2_insulation_score_250000n_valid_pixels_250000boundary_strength_250000is_boundary_250000
1000chr21000000010010000chr2False0.309791622.0NaNFalse
1001chr21001000010020000chr2False0.226045622.0NaNFalse
1002chr21002000010030000chr2False0.090809622.0NaNFalse
1003chr21003000010040000chr2False-0.101091622.0NaNFalse
1004chr21004000010050000chr2False-0.342858622.0NaNFalse
\n", "
" ], "text/plain": [ " chrom start end region is_bad_bin \\\n", "1000 chr2 10000000 10010000 chr2 False \n", "1001 chr2 10010000 10020000 chr2 False \n", "1002 chr2 10020000 10030000 chr2 False \n", "1003 chr2 10030000 10040000 chr2 False \n", "1004 chr2 10040000 10050000 chr2 False \n", "\n", " log2_insulation_score_250000 n_valid_pixels_250000 \\\n", "1000 0.309791 622.0 \n", "1001 0.226045 622.0 \n", "1002 0.090809 622.0 \n", "1003 -0.101091 622.0 \n", "1004 -0.342858 622.0 \n", "\n", " boundary_strength_250000 is_boundary_250000 \n", "1000 NaN False \n", "1001 NaN False \n", "1002 NaN False \n", "1003 NaN False \n", "1004 NaN False " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "first_window_summary =insulation_table.columns[[ str(windows[-1]) in i for i in insulation_table.columns]]\n", "\n", "insulation_table[['chrom','start','end','region','is_bad_bin']+list(first_window_summary)].iloc[1000:1005]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Functions to help with plotting\n", "def pcolormesh_45deg(ax, matrix_c, start=0, resolution=1, *args, **kwargs):\n", " start_pos_vector = [start+resolution*i for i in range(len(matrix_c)+1)]\n", " import itertools\n", " n = matrix_c.shape[0]\n", " t = np.array([[1, 0.5], [-1, 0.5]])\n", " matrix_a = np.dot(np.array([(i[1], i[0])\n", " for i in itertools.product(start_pos_vector[::-1],\n", " start_pos_vector)]), t)\n", " x = matrix_a[:, 1].reshape(n + 1, n + 1)\n", " y = matrix_a[:, 0].reshape(n + 1, n + 1)\n", " im = ax.pcolormesh(x, y, np.flipud(matrix_c), *args, **kwargs)\n", " im.set_rasterized(True)\n", " return im\n", "\n", "from matplotlib.ticker import EngFormatter\n", "bp_formatter = EngFormatter('b')\n", "def format_ticks(ax, x=True, y=True, rotate=True):\n", " if y:\n", " ax.yaxis.set_major_formatter(bp_formatter)\n", " if x:\n", " ax.xaxis.set_major_formatter(bp_formatter)\n", " ax.xaxis.tick_bottom()\n", " if rotate:\n", " ax.tick_params(axis='x',rotation=45)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what the insulation track at the highest resolution looks like, next to a rotated Hi-C matrix." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10500000.0, 13200000.0)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import LogNorm\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "import bioframe\n", "plt.rcParams['font.size'] = 12\n", "\n", "start = 10_500_000\n", "end = start+ 90*windows[0]\n", "region = ('chr2', start, end)\n", "norm = LogNorm(vmax=0.1, vmin=0.001)\n", "data = clr.matrix(balance=True).fetch(region)\n", "f, ax = plt.subplots(figsize=(18, 6))\n", "im = pcolormesh_45deg(ax, data, start=region[1], resolution=resolution, norm=norm, cmap='fall')\n", "ax.set_aspect(0.5)\n", "ax.set_ylim(0, 10*windows[0])\n", "format_ticks(ax, rotate=False)\n", "ax.xaxis.set_visible(False)\n", "\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"1%\", pad=0.1, aspect=6)\n", "plt.colorbar(im, cax=cax)\n", "\n", "insul_region = bioframe.select(insulation_table, region)\n", "\n", "ins_ax = divider.append_axes(\"bottom\", size=\"50%\", pad=0., sharex=ax)\n", "ins_ax.set_prop_cycle(plt.cycler(\"color\", plt.cm.plasma(np.linspace(0,1,5))))\n", "ins_ax.plot(insul_region[['start', 'end']].mean(axis=1), \n", " insul_region['log2_insulation_score_'+str(windows[0])],\n", " label=f'Window {windows[0]} bp')\n", "\n", "ins_ax.legend(bbox_to_anchor=(0., -1), loc='lower left', ncol=4);\n", "\n", "format_ticks(ins_ax, y=False, rotate=False)\n", "ax.set_xlim(region[1], region[2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now let's add the other window sizes." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for res in windows[1:]:\n", " ins_ax.plot(insul_region[['start', 'end']].mean(axis=1), insul_region[f'log2_insulation_score_{res}'], label=f'Window {res} bp')\n", "ins_ax.legend(bbox_to_anchor=(0., -1), loc='lower left', ncol=4);\n", "f" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This really highlights how much the result is dependent on window size: smaller windows are sensitive to local structure, whereas large windows capture regions that insulate at larger scales." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boundary calling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The insulation table also has annotations for valleys of the insulation score, which correspond to highly insulating regions, such as TAD boundaries. All potential boundaries have an assigned `boundary_strength_` column. Additionally, this strength is thresholded to find regions that insulate particularly strongly, and this is recorded in the `is_boundary_` columns." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's repeat the previous plot and show where we found the boundaries:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10500000.0, 13200000.0)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(20, 10))\n", "im = pcolormesh_45deg(ax, data, start=region[1], resolution=resolution, norm=norm, cmap='fall')\n", "ax.set_aspect(0.5)\n", "ax.set_ylim(0, 10*windows[0])\n", "format_ticks(ax, rotate=False)\n", "ax.xaxis.set_visible(False)\n", "\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"1%\", pad=0.1, aspect=6)\n", "plt.colorbar(im, cax=cax)\n", "\n", "insul_region = bioframe.select(insulation_table, region)\n", "\n", "ins_ax = divider.append_axes(\"bottom\", size=\"50%\", pad=0., sharex=ax)\n", "\n", "ins_ax.plot(insul_region[['start', 'end']].mean(axis=1),\n", " insul_region[f'log2_insulation_score_{windows[0]}'], label=f'Window {windows[0]} bp')\n", "\n", "boundaries = insul_region[~np.isnan(insul_region[f'boundary_strength_{windows[0]}'])]\n", "weak_boundaries = boundaries[~boundaries[f'is_boundary_{windows[0]}']]\n", "strong_boundaries = boundaries[boundaries[f'is_boundary_{windows[0]}']]\n", "ins_ax.scatter(weak_boundaries[['start', 'end']].mean(axis=1), \n", " weak_boundaries[f'log2_insulation_score_{windows[0]}'], label='Weak boundaries')\n", "ins_ax.scatter(strong_boundaries[['start', 'end']].mean(axis=1), \n", " strong_boundaries[f'log2_insulation_score_{windows[0]}'], label='Strong boundaries')\n", "\n", "ins_ax.legend(bbox_to_anchor=(0., -1), loc='lower left', ncol=4);\n", "\n", "format_ticks(ins_ax, y=False, rotate=False)\n", "ax.set_xlim(region[1], region[2])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating boundary strength" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's inspect the histogram of boundary strengths to show how we selected the strong boundaries. \n", "\n", "First, boundary strength is calculated using the [peak prominence](https://en.wikipedia.org/wiki/Topographic_prominence), on the dips (or minima) of the insulation profile." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "histkwargs = dict(\n", " bins=10**np.linspace(-4,1,200),\n", " histtype='step',\n", " lw=2,\n", ")\n", "\n", "f, axs = plt.subplots(len(windows),1, sharex=True, figsize=(6,6), constrained_layout=True)\n", "for i, (w, ax) in enumerate(zip(windows, axs)):\n", " ax.hist(\n", " insulation_table[f'boundary_strength_{w}'],\n", " **histkwargs\n", " )\n", " ax.text(0.02, 0.9,\n", " f'Window {w//1000}kb', \n", " ha='left',\n", " va='top',\n", " transform=ax.transAxes)\n", " \n", " ax.set(\n", " xscale='log',\n", " ylabel='# boundaries'\n", " )\n", " \n", "axs[-1].set(xlabel='Boundary strength');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a quick way to automatically threshold the histogram, we borrow the tresholding methods from the image analysis field. These include Li (default `threshold=\"Li\"`) or Otsu, as implemented in [scikit-image](https://scikit-image.org/). Otsu is more conservative, whereas Li is more permissive.\n", "\n", "In practice these thresholds work well for a simple parameter-free method for mammalian interphase data, though should be double-checked for any individual dataset." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0.5, 0, 'Boundary strength')]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.filters import threshold_li, threshold_otsu\n", "\n", "f, axs = plt.subplots(len(windows), 1, sharex=True, figsize=(6,6), constrained_layout=True)\n", "thresholds_li = {}\n", "thresholds_otsu = {}\n", "for i, (w, ax) in enumerate(zip(windows, axs)):\n", " ax.hist(\n", " insulation_table[f'boundary_strength_{w}'],\n", " **histkwargs\n", " )\n", " thresholds_li[w] = threshold_li(insulation_table[f'boundary_strength_{w}'].dropna().values)\n", " thresholds_otsu[w] = threshold_otsu(insulation_table[f'boundary_strength_{w}'].dropna().values)\n", " n_boundaries_li = (insulation_table[f'boundary_strength_{w}'].dropna()>=thresholds_li[w]).sum()\n", " n_boundaries_otsu = (insulation_table[f'boundary_strength_{w}'].dropna()>=thresholds_otsu[w]).sum()\n", " ax.axvline(thresholds_li[w], c='green')\n", " ax.axvline(thresholds_otsu[w], c='magenta')\n", " ax.text(0.01, 0.9,\n", " f'Window {w//1000}kb', \n", " ha='left',\n", " va='top',\n", " transform=ax.transAxes)\n", " ax.text(0.01, 0.7,\n", " f'{n_boundaries_otsu} boundaries (Otsu)',\n", " c='magenta',\n", " ha='left',\n", " va='top',\n", " transform=ax.transAxes) \n", " ax.text(0.01, 0.5,\n", " f'{n_boundaries_li} boundaries (Li)',\n", " c='green',\n", " ha='left',\n", " va='top',\n", " transform=ax.transAxes)\n", " \n", " ax.set(\n", " xscale='log',\n", " ylabel='# boundaries'\n", " )\n", " \n", "axs[-1].set(xlabel='Boundary strength')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CTCF enrichment at boundaries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TAD boundaries are frequently associated with CTCF binding. \n", "\n", "To quantify this, we can aggregate the ChIP-Seq singal around the boundaries, and compare enrichment of CTCF with boundary strength using [pybbi](https://github.com/nvictus/pybbi) (https://github.com/nvictus/pybbi). We provide a test bigWig file with CTCF enrichment over input for the same cell type as the Micro-C data.\n", "\n", "We use the `bbi.stackup()` method with no binning to extract an array of average values for all boundary regions with 1 kbp flanks." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Download test data. The file size is 592 Mb, so the download might take a while:\n", "ctcf_fc_file = cooltools.download_data(\"HFF_CTCF_fc\", cache=True, data_dir=data_dir)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import bbi" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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5chr25000060000chr2False0.0890806.00.05957822.00.586104...1.211581122.0NaN0.156397NaNNaNFalseFalseFalseFalse
6chr26000070000chr2False0.0369066.00.13403722.00.547732...1.161302147.00.150452NaNNaNNaNFalseFalseFalseFalse
7chr27000080000chr2False0.0623536.00.12244422.00.479052...1.092480172.0NaN0.011593NaNNaNFalseFalseFalseFalse
9chr290000100000chr2False0.0494266.00.19838122.00.377645...0.972715222.00.029686NaNNaNNaNFalseFalseFalseFalse
11chr2110000120000chr2False0.0957626.00.19045522.00.320182...0.867080272.0NaN0.024922NaNNaNFalseFalseFalseFalse
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5 rows × 21 columns

\n", "
" ], "text/plain": [ " chrom start end region is_bad_bin log2_insulation_score_30000 \\\n", "5 chr2 50000 60000 chr2 False 0.089080 \n", "6 chr2 60000 70000 chr2 False 0.036906 \n", "7 chr2 70000 80000 chr2 False 0.062353 \n", "9 chr2 90000 100000 chr2 False 0.049426 \n", "11 chr2 110000 120000 chr2 False 0.095762 \n", "\n", " n_valid_pixels_30000 log2_insulation_score_50000 n_valid_pixels_50000 \\\n", "5 6.0 0.059578 22.0 \n", "6 6.0 0.134037 22.0 \n", "7 6.0 0.122444 22.0 \n", "9 6.0 0.198381 22.0 \n", "11 6.0 0.190455 22.0 \n", "\n", " log2_insulation_score_100000 ... log2_insulation_score_250000 \\\n", "5 0.586104 ... 1.211581 \n", "6 0.547732 ... 1.161302 \n", "7 0.479052 ... 1.092480 \n", "9 0.377645 ... 0.972715 \n", "11 0.320182 ... 0.867080 \n", "\n", " n_valid_pixels_250000 boundary_strength_30000 boundary_strength_50000 \\\n", "5 122.0 NaN 0.156397 \n", "6 147.0 0.150452 NaN \n", "7 172.0 NaN 0.011593 \n", "9 222.0 0.029686 NaN \n", "11 272.0 NaN 0.024922 \n", "\n", " boundary_strength_250000 boundary_strength_100000 is_boundary_30000 \\\n", "5 NaN NaN False \n", "6 NaN NaN False \n", "7 NaN NaN False \n", "9 NaN NaN False \n", "11 NaN NaN False \n", "\n", " is_boundary_50000 is_boundary_100000 is_boundary_250000 \n", "5 False False False \n", "6 False False False \n", "7 False False False \n", "9 False False False \n", "11 False False False \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "is_boundary = np.any([\n", " ~insulation_table[f'boundary_strength_{w}'].isnull() \n", " for w in windows],\n", " axis=0)\n", "boundaries = insulation_table[is_boundary]\n", "boundaries.head()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Calculate the average ChIP singal/input in the 3kb region around the boundary. \n", "flank = 1000 # Length of flank to one side from the boundary, in basepairs\n", "ctcf_chip_signal = bbi.stackup(\n", " data_dir+'/test_CTCF.bigWig', \n", " boundaries.chrom, \n", " boundaries.start-flank, \n", " boundaries.end+flank, \n", " bins=1).flatten()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Real boundaries are often enriched in CTCF binding, and this can be used as a guide for thresholding the boundary strength. However note a small population of strong boundaries without CTCF binding." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "w=windows[0]\n", "f, ax = plt.subplots()\n", "ax.loglog(\n", " boundaries[f'boundary_strength_{w}'], \n", " ctcf_chip_signal,\n", " 'o',\n", " markersize=1,\n", " alpha=0.05\n", ");\n", "ax.set(\n", " xlim=(1e-4,1e1),\n", " ylim=(3e-2,3e1),\n", " xlabel='Boundary strength',\n", " ylabel='CTCF enrichment over input')\n", "\n", "ax.axvline(thresholds_otsu[w], ls='--', color='magenta', label='Otsu threshold')\n", "ax.axvline(thresholds_li[w], ls='--', color='green', label='Li threshold')\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we were interested specifically in boundaries with CTCF, we could threshold based on enrichment of CTCF ChIP-seq:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "histkwargs = dict(\n", " bins=10**np.linspace(-4,1,200),\n", " histtype='step',\n", " lw=2,\n", ")\n", "f, ax = plt.subplots()\n", "ax.set(xscale='log', xlabel='Boundary strength')\n", "ax.hist(\n", " boundaries[f'boundary_strength_{windows[0]}'][ctcf_chip_signal>=2],\n", " label='CTCF Chip/Input ≥ 2.0',\n", " **histkwargs\n", ");\n", "ax.hist(\n", " boundaries[f'boundary_strength_{windows[0]}'][ctcf_chip_signal<2],\n", " label='CTCF Chip/Input < 2.0',\n", " **histkwargs\n", ");\n", "ax.hist(\n", " boundaries[f'boundary_strength_{windows[0]}'],\n", " label='all boundaries',\n", " **histkwargs\n", ");\n", "ax.legend(loc='upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1D pileup: CTCF enrichment at boundaries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionally, we can create 1D pileup plot of average CTCF enrichment.\n", "\n", "First, create a collection of genomic regions of equal size, each centered at the position of the boundary. \n", "\n", "Then, create a **stackup** of binned ChIP-Seq signal for these regions. It is based on the same test bigWig file with the CTCF ChIP-Seq log fold change over input. \n", "\n", "Finally, create **1D pileup** by averaging each stacked window." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Select the strict thresholded boundaries for one window size\n", "top_boundaries = insulation_table[insulation_table[f'boundary_strength_{windows[1]}']>=thresholds_otsu[windows[1]]]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Create of the stackup, the flanks are +- 50 Kb, number of bins is 100 : \n", "flank = 50000 # Length of flank to one side from the boundary, in basepairs\n", "nbins = 100 # Number of bins to split the region\n", "stackup = bbi.stackup(data_dir+'/test_CTCF.bigWig', \n", " top_boundaries.chrom, \n", " top_boundaries.start+resolution//2-flank, \n", " top_boundaries.start+resolution//2+flank, \n", " bins=nbins)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=[7,5])\n", "ax.plot(np.nanmean(stackup, axis=0) )\n", "ax.set(xticks=np.arange(0, nbins+1, 10),\n", " xticklabels=(np.arange(0, nbins+1, 10)-nbins//2)*flank*2/nbins/1000,\n", " xlabel='Distance from boundary, kbp',\n", " ylabel='CTCF ChIP-Seq mean fold change over input');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using adjacent boundaries to create a table of TADs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calling TADs from Hi-C data poses a challenge, in part because domain structures vary greatly in their size, intensity, and can be nested. The number of called TADs varies substantially from tool to tool, and can depend on tool-specific parameters ([Forcato, 2017](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5493985/)). Below, we show an example of how adjacent boundaries calculated with cooltools can specify a set of intervals that could be analyzed as TADs, using bioframe.merge()." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "def extract_TADs(insulation_table, is_boundary_col, max_TAD_length = 3_000_000):\n", " tads = bioframe.merge(insulation_table[insulation_table[is_boundary_col] == False])\n", " return tads[ (tads[\"end\"] - tads[\"start\"]) <= MAX_TAD_LENGTH].reset_index(drop=True)[['chrom','start','end']]\n", "\n", "TADs_table = extract_TADs(insulation_table, f'is_boundary_{windows[0]}')\n", "TADs_table.head()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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chromstartend
0chr20200000
1chr2210000290000
2chr2300000670000
3chr2680000740000
4chr2750000950000
............
1693chr178246000082640000
1694chr178265000082760000
1695chr178277000082960000
1696chr178297000083080000
1697chr178309000083257441
\n", "

1698 rows × 3 columns

\n", "
" ], "text/plain": [ " chrom start end\n", "0 chr2 0 200000\n", "1 chr2 210000 290000\n", "2 chr2 300000 670000\n", "3 chr2 680000 740000\n", "4 chr2 750000 950000\n", "... ... ... ...\n", "1693 chr17 82460000 82640000\n", "1694 chr17 82650000 82760000\n", "1695 chr17 82770000 82960000\n", "1696 chr17 82970000 83080000\n", "1697 chr17 83090000 83257441\n", "\n", "[1698 rows x 3 columns]" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "TADs_table" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualizing the first 10 inter-boundary intervals (grey overay) v.s. Hi-C data \n", "\n", "region = ('chr2', TADs_table.iloc[0].start, TADs_table.iloc[9].end)\n", "norm = LogNorm(vmax=0.1, vmin=0.001)\n", "data = clr.matrix(balance=True).fetch(region)\n", "\n", "f, ax = plt.subplots(figsize=(18, 6))\n", "im = pcolormesh_45deg(ax, data, start=region[1], resolution=resolution, norm=norm, cmap='fall')\n", "ax.set_aspect(0.5)\n", "ax.set_ylim(0, 13*windows[0])\n", "format_ticks(ax, rotate=False)\n", "ax.xaxis.set_visible(False)\n", "\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"1%\", pad=0.1, aspect=6)\n", "plt.colorbar(im, cax=cax)\n", "\n", "idx = 10\n", "max_pos = TADs_table[:idx]['end'].max()/resolution\n", "contact_matrix = np.zeros((int(max_pos), int(max_pos)))\n", "contact_matrix[:] = np.nan\n", "for _, row in TADs_table[:idx].iterrows():\n", " contact_matrix[int(row['start']/resolution):int(row['end']/resolution), int(row['start']/resolution):int(row['end']/resolution)] = 1\n", " contact_matrix[int(row['start']/resolution + 1):int(row['end']/resolution - 1), int(row['start']/resolution + 1):int(row['end']/resolution - 1)] = np.nan\n", "\n", "im = pcolormesh_45deg(ax, contact_matrix, start=0, resolution=resolution, cmap='gray', vmax=1, vmin=-1, alpha=0.6)\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "akita", "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": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 4 }