{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "a7b23dec-b8d3-438f-84d7-3beb08e782cd", "metadata": {}, "source": [ "# Tutorial: K562 HCT116 SP1 single-cell calling cards data. " ] }, { "attachments": {}, "cell_type": "markdown", "id": "23957f8d-186a-4d95-a223-dc67ddeba63b", "metadata": {}, "source": [ "In this tutorial, we will analyze the binding of the transcription factor Sp1 in K562 and HCT116 cell lines. These data are generated using single-cell calling cards (scCCs). The data is from [Moudgil et al., Cell. (2020)](https://doi.org/10.1016/j.cell.2020.06.037) and can be downloaded from [GEO](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE148448).\n", "\n", "We will cover how to call TF peaks using a background file, annotate these peaks, compare them with Chip-seq reference data, and perform a differential peak analysis. " ] }, { "cell_type": "code", "execution_count": 1, "id": "9c51fe44-bebe-4dde-8007-5cd516f40f51", "metadata": {}, "outputs": [], "source": [ "import pycallingcards as cc\n", "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "from matplotlib import pyplot as plt\n", "plt.rcParams['figure.dpi'] = 150" ] }, { "attachments": {}, "cell_type": "markdown", "id": "669744b0-c0b2-4e07-a421-b128fc03f2b2", "metadata": {}, "source": [ "We start by reading the qbed datafile. In this file, each row represents a Sp1-directed insertion and columns indicate the chromosome, start point and end point, reads number, the direction and cell barcode of each insertion. For example, the first row tells us the first insertion is on Chromosome 1 in a TTAA site located at genomic coordinates 30116 to 30120. There are 12 reads supporting this insertion, which maps to the negative strand of the genome. The cell barcode is CCCAATCCATCGGTTA-1. Note that the cell barcode allows us to connect this insertino to scRNA-seq data collected from the same cell.\n", "\n", "Use ```cc.rd.read_qbed(filename)``` to read your own ccf data." ] }, { "cell_type": "code", "execution_count": 2, "id": "f6ed38c2-e23d-495f-a163-03e69c976921", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodes
0chr130116301205-CCCAATCCATCGGTTA-1
1chr134568345723-CCTTCGAAGGGCTTCC-1
2chr1367363674029+ACGAGCCGTATAGGTA-1
3chr142447424513-CTCTACGTCGGAGCAA-1
4chr18969789701119-AGCTCTCGTTTGTTTC-1
.....................
77205chrY25518788255187922+TGGGCGTTCGAACGGA-1
77206chrY569876335698763713+CAGTCCTAGGCACATG-1
77207chrY570808555708085917+CGGAGCTCATCGACGC-1
77208chrY57080855570808597+GTAACGTAGTTACGGG-1
77209chrY57080855570808599+TCAGCAAGTTGAACTC-1
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77210 rows × 6 columns

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" ], "text/plain": [ " Chr Start End Reads Direction Barcodes\n", "0 chr1 30116 30120 5 - CCCAATCCATCGGTTA-1\n", "1 chr1 34568 34572 3 - CCTTCGAAGGGCTTCC-1\n", "2 chr1 36736 36740 29 + ACGAGCCGTATAGGTA-1\n", "3 chr1 42447 42451 3 - CTCTACGTCGGAGCAA-1\n", "4 chr1 89697 89701 119 - AGCTCTCGTTTGTTTC-1\n", "... ... ... ... ... ... ...\n", "77205 chrY 25518788 25518792 2 + TGGGCGTTCGAACGGA-1\n", "77206 chrY 56987633 56987637 13 + CAGTCCTAGGCACATG-1\n", "77207 chrY 57080855 57080859 17 + CGGAGCTCATCGACGC-1\n", "77208 chrY 57080855 57080859 7 + GTAACGTAGTTACGGG-1\n", "77209 chrY 57080855 57080859 9 + TCAGCAAGTTGAACTC-1\n", "\n", "[77210 rows x 6 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read in experiement data\n", "HCT116_SP1 = cc.datasets.SP1_K562HCT116_data(data = \"HCT116_SP1_qbed\")\n", "HCT116_SP1" ] }, { "cell_type": "code", "execution_count": 3, "id": "a15435a3-a0da-4805-b2a8-4249ca3c8e04", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodes
0chr1896978970114+TCTGAGACAATGGTCT-1
1chr189697897018+CAGCGACCAAATACAG-1
2chr120393220393699+TTCTCCTTCTACTTAC-1
3chr12040632040675-TGTTCCGGTGTAAGTA-1
4chr12040632040677-CAAGATCTCGACCAGC-1
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37769chrY18037315180373199-GCAGTTAAGATCTGAA-1
37770chrY2403650424036508168+GCAGTTAAGATCTGAA-1
37771chrY2403650424036508508+CATATGGCAGCCAGAA-1
37772chrY256336222563362613-GCAGTTAAGATCTGAA-1
37773chrY256336222563362632-CATATGGCAGCCAGAA-1
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37774 rows × 6 columns

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" ], "text/plain": [ " Chr Start End Reads Direction Barcodes\n", "0 chr1 89697 89701 14 + TCTGAGACAATGGTCT-1\n", "1 chr1 89697 89701 8 + CAGCGACCAAATACAG-1\n", "2 chr1 203932 203936 99 + TTCTCCTTCTACTTAC-1\n", "3 chr1 204063 204067 5 - TGTTCCGGTGTAAGTA-1\n", "4 chr1 204063 204067 7 - CAAGATCTCGACCAGC-1\n", "... ... ... ... ... ... ...\n", "37769 chrY 18037315 18037319 9 - GCAGTTAAGATCTGAA-1\n", "37770 chrY 24036504 24036508 168 + GCAGTTAAGATCTGAA-1\n", "37771 chrY 24036504 24036508 508 + CATATGGCAGCCAGAA-1\n", "37772 chrY 25633622 25633626 13 - GCAGTTAAGATCTGAA-1\n", "37773 chrY 25633622 25633626 32 - CATATGGCAGCCAGAA-1\n", "\n", "[37774 rows x 6 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read in backgound data \n", "HCT116_brd4 = cc.datasets.SP1_K562HCT116_data(data=\"HCT116_brd4_qbed\")\n", "HCT116_brd4 " ] }, { "attachments": {}, "cell_type": "markdown", "id": "5a1a3507-b352-4bac-82d9-c4bbb964fad0", "metadata": {}, "source": [ "We first need to call peaks in order to find candidate SP1 binding sites. There are three different methods (*CCcaller, MACCs, Blockify*) available in Pycallingcards. Here, we will use ***MACCs*** to call peaks. The appropriate reference genome for these data is *human*('hg38'). The *window_size* parameter is the most important parameter for *MACCs*, it is highly related to the length of a peak. A value of 1000-2000 is recommended for most sequence-specific TFs. *step_size* is another important parameter and it controls whether two nearby clusters of insertions are called as one peak or split into two peaks. 500-800 is good for *step_size*. *pvalue_cutoffTTAA* is the pvalue cutoff for TTAA data and *pvalue_cutoffbg* is the pvalue cutoff for the background ccf data. Normally, the setting for *pvalue_cutoffbg* is considerably higher than *pvalue_cutoffTTAA*. *pvalue_cutoffbg* is recommended to be 0.1 and *pvalue_cutoffTTAA* is recommended from 0.001 to 0.05. *pseudocounts* is advised to be 0.1-1." ] }, { "cell_type": "code", "execution_count": 4, "id": "360b5462-cbf3-40ea-a3f5-60b3bdc9d3f2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For the MACCs method with background, [expdata, background, reference, pvalue_cutoffbg, pvalue_cutoffTTAA, lam_win_size, window_size, step_size, extend, pseudocounts, test_method, min_insertions, record] would be utilized.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 25/25 [00:43<00:00, 1.75s/it]\n" ] }, { "data": { "text/html": [ "
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ChrStartEndCenterExperiment InsertionsBackground insertionsReference Insertionspvalue Referencepvalue BackgroundFraction ExperimentTPH ExperimentFraction backgroundTPH backgroundTPH background subtractedpvalue_adj Reference
0chr1906689907160906957.05033.099334e-091.546531e-040.0000656475.8450980.0000000.0000006475.8450983.371990e-06
1chr199992110003241000121.020010.000000e+000.000000e+000.00025925903.3803910.0000000.00000025903.3803910.000000e+00
2chr1115694711578631157660.011020.000000e+001.274899e-090.00014214246.8592150.0000000.00000014246.8592150.000000e+00
3chr1169274016935421693339.06035.135270e-111.546531e-040.0000787771.0141170.0000000.0000007771.0141177.604315e-08
4chr1174449217468081746605.011070.000000e+001.274899e-090.00014214246.8592150.0000000.00000014246.8592150.000000e+00
................................................
3003chrY124550312471771245703.05071.652897e-094.678840e-030.0000656475.8450980.0000000.0000006475.8450982.056405e-06
3004chrY128037212819891281786.05031.426995e-094.678840e-030.0000656475.8450980.0000000.0000006475.8450981.828173e-06
3005chrY158631715877331587530.07083.370637e-131.546531e-040.0000919066.1831370.0000000.0000009066.1831376.766326e-10
3006chrY239193623924402392237.06121.985434e-119.958372e-020.0000787771.0141170.0000262647.3235565123.6905613.329699e-08
3007chrY260879326100542608993.08022.775558e-151.546531e-040.00010410361.3521560.0000000.00000010361.3521566.730626e-12
\n", "

3008 rows × 15 columns

\n", "
" ], "text/plain": [ " Chr Start End Center Experiment Insertions \\\n", "0 chr1 906689 907160 906957.0 5 \n", "1 chr1 999921 1000324 1000121.0 20 \n", "2 chr1 1156947 1157863 1157660.0 11 \n", "3 chr1 1692740 1693542 1693339.0 6 \n", "4 chr1 1744492 1746808 1746605.0 11 \n", "... ... ... ... ... ... \n", "3003 chrY 1245503 1247177 1245703.0 5 \n", "3004 chrY 1280372 1281989 1281786.0 5 \n", "3005 chrY 1586317 1587733 1587530.0 7 \n", "3006 chrY 2391936 2392440 2392237.0 6 \n", "3007 chrY 2608793 2610054 2608993.0 8 \n", "\n", " Background insertions Reference Insertions pvalue Reference \\\n", "0 0 3 3.099334e-09 \n", "1 0 1 0.000000e+00 \n", "2 0 2 0.000000e+00 \n", "3 0 3 5.135270e-11 \n", "4 0 7 0.000000e+00 \n", "... ... ... ... \n", "3003 0 7 1.652897e-09 \n", "3004 0 3 1.426995e-09 \n", "3005 0 8 3.370637e-13 \n", "3006 1 2 1.985434e-11 \n", "3007 0 2 2.775558e-15 \n", "\n", " pvalue Background Fraction Experiment TPH Experiment \\\n", "0 1.546531e-04 0.000065 6475.845098 \n", "1 0.000000e+00 0.000259 25903.380391 \n", "2 1.274899e-09 0.000142 14246.859215 \n", "3 1.546531e-04 0.000078 7771.014117 \n", "4 1.274899e-09 0.000142 14246.859215 \n", "... ... ... ... \n", "3003 4.678840e-03 0.000065 6475.845098 \n", "3004 4.678840e-03 0.000065 6475.845098 \n", "3005 1.546531e-04 0.000091 9066.183137 \n", "3006 9.958372e-02 0.000078 7771.014117 \n", "3007 1.546531e-04 0.000104 10361.352156 \n", "\n", " Fraction background TPH background TPH background subtracted \\\n", "0 0.000000 0.000000 6475.845098 \n", "1 0.000000 0.000000 25903.380391 \n", "2 0.000000 0.000000 14246.859215 \n", "3 0.000000 0.000000 7771.014117 \n", "4 0.000000 0.000000 14246.859215 \n", "... ... ... ... \n", "3003 0.000000 0.000000 6475.845098 \n", "3004 0.000000 0.000000 6475.845098 \n", "3005 0.000000 0.000000 9066.183137 \n", "3006 0.000026 2647.323556 5123.690561 \n", "3007 0.000000 0.000000 10361.352156 \n", "\n", " pvalue_adj Reference \n", "0 3.371990e-06 \n", "1 0.000000e+00 \n", "2 0.000000e+00 \n", "3 7.604315e-08 \n", "4 0.000000e+00 \n", "... ... \n", "3003 2.056405e-06 \n", "3004 1.828173e-06 \n", "3005 6.766326e-10 \n", "3006 3.329699e-08 \n", "3007 6.730626e-12 \n", "\n", "[3008 rows x 15 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "peak_data_HCT116 = cc.pp.call_peaks(HCT116_SP1, HCT116_brd4, method = \"MACCs\", reference = \"hg38\", window_size = 2000, step_size = 500,\n", " pvalue_cutoffTTAA = 0.001, pvalue_cutoffbg = 0.1, lam_win_size = None, pseudocounts = 0.1, record = True, save = \"peak_HCT116.bed\")\n", "peak_data_HCT116" ] }, { "attachments": {}, "cell_type": "markdown", "id": "90e72779-1eea-4444-84f0-fe3073cd1c23", "metadata": {}, "source": [ "In order to tune parameters for peak calling, we advise looking at the data and evaluating the validity of the called peaks. The default settings are recommended, but for some TFs, adjacent peaks may be merged that should not be, or, alternatively, peaks that should be joined may be called separately. \n", "\n", "\n", "Below, we plot the scCC data in HCT116 cells for a region in chromosome 1. The top track displays the locations of Sp1-directed (red) and background (grey) transpositions and their read counts. Each dot represents an insertion and the height is log(reads+1). The middle track plots the insertion density. The third track represents the reference genes and peaks. Finally, the last track represents peak calls. Below you can see that regions with high densities of insertions are accurately called as Sp1 binding sites. \n" ] }, { "cell_type": "code", "execution_count": 5, "id": "968a7695-8b8d-4624-b000-90af8c9cbf4b", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chr1\",999921,1000324,20000,peak_data_HCT116, HCT116_SP1, \"hg38\", HCT116_brd4, font_size=2, \n", " figsize = (30,10), peak_line = 1, save = False, plotsize = [1,1,4], example_length = 1000)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ecb23f69-aa3a-41ba-a781-5ff190d3a12e", "metadata": {}, "source": [ "We can also visualize our data directly in the [WashU Epigenome Browser](http://epigenomegateway.wustl.edu/browser/). This can be useful for overlaying your data with other published datasets. Notice that this link only valid for 24hrs, so please rerun it if you want to use it." ] }, { "cell_type": "code", "execution_count": 6, "id": "f27373f3-0b9b-4b72-8243-56cf4b6b023e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "All qbed addressed\n", "All bed addressed\n", "Uploading files\n", "Please click the following link to see the data on WashU Epigenome Browser directly.\n", "https://epigenomegateway.wustl.edu/browser/?genome=hg38&hub=https://companion.epigenomegateway.org//task/cb339e5b2d8c774345b7cf372cf4f97c/output//datahub.json\n" ] } ], "source": [ "qbed = {\"SP1\":HCT116_SP1, \"Brd4\": HCT116_brd4}\n", "bed = {\"peak\":peak_data_HCT116}\n", "cc.pl.WashU_browser_url(qbed = qbed,bed = bed,genome = 'hg38')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "1d53e760-32d7-4a49-a597-4877f72eb5a2", "metadata": {}, "source": [ "Pycallingcards can be used to visual peak locations acorss the genome to see that the distribution of peaks is unbiased and that all chromosomes are represented." ] }, { "cell_type": "code", "execution_count": 7, "id": "fc4eb17f-5a09-444b-8b82-3908d265468d", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.whole_peaks(peak_data_HCT116, reference = \"hg38\", figsize=(100, 70), height_scale = 1.7)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "d550a0ad-fd7d-4dfb-9de1-97253803e0ac", "metadata": {}, "source": [ "We can then analyze the scCC Sp1 peaks to see if there is an enrichment of ChIP-seq signal at these locations using a reference Chip-seq dataset of SP1 binding in HCT116 from [ENCSR000BSF](https://www.encodeproject.org/experiments/ENCSR000BSF/) (use the bigWig file [ENCFF587ZMX](https://www.encodeproject.org/files/ENCFF587ZMX/) generated by it).\n", "\n", "Download the data, if needed, with:\n", "\n", "``` Python\n", " !wget https://www.encodeproject.org/files/ENCFF587ZMX/@@download/ENCFF587ZMX.bigWig\n", "```\n" ] }, { "attachments": {}, "cell_type": "markdown", "id": "75cbc1c9-50c1-4a91-ab12-785c7ef1c8fb", "metadata": {}, "source": [ "We first calculate the signal of the Chip-seq signal around the peak." ] }, { "cell_type": "code", "execution_count": 8, "id": "1514f936-3d29-430c-916a-131c9413f42c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 3008/3008 [00:14<00:00, 200.91it/s]\n" ] } ], "source": [ "mtx_HCT116 = cc.pl.calculate_signal(peak_data_HCT116, \n", " chipseq_signal = \"ENCFF587ZMX.bigWig\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "485d1f9f-3a8f-4279-a359-f74dd1e33a96", "metadata": {}, "source": [ "Visualize it by the plotting the signal values." ] }, { "cell_type": "code", "execution_count": 9, "id": "27423680-c56c-4b64-b57e-e562e4658944", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.signal_plot(mtx_HCT116, alpha = 0.05, figsize=(6, 4))" ] }, { "attachments": {}, "cell_type": "markdown", "id": "c6e96681-f6a2-40d0-8841-fec50921c842", "metadata": {}, "source": [ "Visualized by the plotting the signal heatmap plot." ] }, { "cell_type": "code", "execution_count": 10, "id": "6402533d-a074-441b-9e53-f91151c0014b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.signal_heatmap(mtx_HCT116,pad = 0.035)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "24681acf-e5e6-4581-8b45-ddbe105079ae", "metadata": {}, "source": [ "We can now use HOMER to call motifs. We hope to find the canonical Sp1 motif enriched under the call peaks." ] }, { "cell_type": "code", "execution_count": 11, "id": "9cd40161-8e0e-41e3-946e-22c56383f106", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Peak data peak_HCT116.bed is used here.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\tPosition file = peak_HCT116.bed\n", "\tGenome = hg38\n", "\tOutput Directory = Homer/peak_HCT116\n", "\tFragment size set to 1000\n", "\tUsing 12 CPUs\n", "\tWill not run homer for de novo motifs\n", "\tFound mset for \"human\", will check against vertebrates motifs\n", "\tPeak/BED file conversion summary:\n", "\t\tBED/Header formatted lines: 3008\n", "\t\tpeakfile formatted lines: 0\n", "\n", "\tPeak File Statistics:\n", "\t\tTotal Peaks: 3008\n", "\t\tRedundant Peak IDs: 0\n", "\t\tPeaks lacking information: 0 (need at least 5 columns per peak)\n", "\t\tPeaks with misformatted coordinates: 0 (should be integer)\n", "\t\tPeaks with misformatted strand: 0 (should be either +/- or 0/1)\n", "\n", "\tPeak file looks good!\n", "\n", "\tBackground files for 1000 bp fragments found.\n", "\tCustom genome sequence directory: /home/juanru/miniconda3/share/homer/.//data/genomes/hg38//\n", "\n", "\tExtracting sequences from file: /home/juanru/miniconda3/share/homer/.//data/genomes/hg38///genome.fa\n", "\tLooking for peak sequences in a single file (/home/juanru/miniconda3/share/homer/.//data/genomes/hg38///genome.fa)\n", "\tExtracting 334 sequences from chr1\n", "\tExtracting 147 sequences from chr10\n", "\tExtracting 132 sequences from chr11\n", "\tExtracting 179 sequences from chr12\n", "\tExtracting 56 sequences from chr13\n", "\tExtracting 85 sequences from chr14\n", "\tExtracting 83 sequences from chr15\n", "\tExtracting 127 sequences from chr16\n", "\tExtracting 205 sequences from chr17\n", "\tExtracting 54 sequences from chr18\n", "\tExtracting 249 sequences from chr19\n", "\tExtracting 194 sequences from chr2\n", "\tExtracting 71 sequences from chr20\n", "\tExtracting 37 sequences from chr21\n", "\tExtracting 63 sequences from chr22\n", "\tExtracting 143 sequences from chr3\n", "\tExtracting 146 sequences from chr4\n", "\tExtracting 96 sequences from chr5\n", "\tExtracting 159 sequences from chr6\n", "\tExtracting 143 sequences from chr7\n", "\tExtracting 117 sequences from chr8\n", "\tExtracting 136 sequences from chr9\n", "\tExtracting 47 sequences from chrX\n", "\tExtracting 5 sequences from chrY\n", "\n", "\tNot removing redundant sequences\n", "\n", "\n", "\tSequences processed:\n", "\t\tAuto detected maximum sequence length of 1001 bp\n", "\t\t3008 total\n", "\n", "\tFrequency Bins: 0.2 0.25 0.3 0.35 0.4 0.45 0.5 0.6 0.7 0.8\n", "\tFreq\tBin\tCount\n", "\t0.3\t2\t1\n", "\t0.35\t3\t46\n", "\t0.4\t4\t183\n", "\t0.45\t5\t336\n", "\t0.5\t6\t476\n", "\t0.6\t7\t1116\n", "\t0.7\t8\t706\n", "\t0.8\t9\t142\n", "\t10\t10\t2\n", "\n", "\tTotal sequences set to 50000\n", "\n", "\tChoosing background that matches in CpG/GC content...\n", "\tBin\t# Targets\t# Background\tBackground Weight\n", "\t2\t1\t16\t0.976\n", "\t3\t46\t719\t0.999\n", "\t4\t183\t2859\t1.000\n", "\t5\t336\t5249\t1.000\n", "\t6\t476\t7436\t1.000\n", "\t7\t1116\t17435\t1.000\n", "\t8\t706\t11029\t1.000\n", "\t9\t142\t2218\t1.000\n", "\t10\t2\t31\t1.008\n", "\tAssembling sequence file...\n", "\tNormalizing lower order oligos using homer2\n", "\n", "\tReading input files...\n", "\t50000 total sequences read\n", "\tAutonormalization: 1-mers (4 total)\n", "\t\tA\t22.98%\t23.24%\t0.989\n", "\t\tC\t27.02%\t26.76%\t1.010\n", "\t\tG\t27.02%\t26.76%\t1.010\n", "\t\tT\t22.98%\t23.24%\t0.989\n", "\tAutonormalization: 2-mers (16 total)\n", "\t\tAA\t6.71%\t6.20%\t1.082\n", "\t\tCA\t6.45%\t7.36%\t0.876\n", "\t\tGA\t5.97%\t6.11%\t0.977\n", "\t\tTA\t3.85%\t3.56%\t1.081\n", "\t\tAC\t4.73%\t4.90%\t0.965\n", "\t\tCC\t8.95%\t8.75%\t1.023\n", "\t\tGC\t7.37%\t7.01%\t1.051\n", "\t\tTC\t5.97%\t6.11%\t0.977\n", "\t\tAG\t7.19%\t7.61%\t0.944\n", "\t\tCG\t4.43%\t3.06%\t1.451\n", "\t\tGG\t8.95%\t8.75%\t1.023\n", "\t\tTG\t6.45%\t7.36%\t0.876\n", "\t\tAT\t4.36%\t4.52%\t0.964\n", "\t\tCT\t7.19%\t7.61%\t0.944\n", "\t\tGT\t4.73%\t4.90%\t0.965\n", "\t\tTT\t6.71%\t6.20%\t1.082\n", "\tAutonormalization: 3-mers (64 total)\n", "\tNormalization weights can be found in file: Homer/peak_HCT116/seq.autonorm.tsv\n", "\tConverging on autonormalization solution:\n", "\t...............................................................................\n", "\tFinal normalization:\tAutonormalization: 1-mers (4 total)\n", "\t\tA\t22.98%\t22.93%\t1.002\n", "\t\tC\t27.02%\t27.07%\t0.998\n", "\t\tG\t27.02%\t27.07%\t0.998\n", "\t\tT\t22.98%\t22.93%\t1.002\n", "\tAutonormalization: 2-mers (16 total)\n", "\t\tAA\t6.71%\t6.50%\t1.032\n", "\t\tCA\t6.45%\t6.69%\t0.965\n", "\t\tGA\t5.97%\t5.97%\t1.000\n", "\t\tTA\t3.85%\t3.78%\t1.020\n", "\t\tAC\t4.73%\t4.71%\t1.003\n", "\t\tCC\t8.95%\t8.89%\t1.007\n", "\t\tGC\t7.37%\t7.50%\t0.983\n", "\t\tTC\t5.97%\t5.97%\t1.000\n", "\t\tAG\t7.19%\t7.21%\t0.997\n", "\t\tCG\t4.43%\t4.29%\t1.035\n", "\t\tGG\t8.95%\t8.89%\t1.007\n", "\t\tTG\t6.45%\t6.69%\t0.965\n", "\t\tAT\t4.36%\t4.51%\t0.966\n", "\t\tCT\t7.19%\t7.21%\t0.997\n", "\t\tGT\t4.73%\t4.71%\t1.003\n", "\t\tTT\t6.71%\t6.50%\t1.032\n", "\tAutonormalization: 3-mers (64 total)\n", "\tFinished preparing sequence/group files\n", "\n", "\t----------------------------------------------------------\n", "\tKnown motif enrichment\n", "\n", "\tReading input files...\n", "\t50000 total sequences read\n", "\t440 motifs loaded\n", "\tCache length = 11180\n", "\tUsing binomial scoring\n", "\tChecking enrichment of 440 motif(s)\n", "\t|0% 50% 100%|\n", "\t=================================================================================" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Finished!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\tPreparing HTML output with sequence logos...\n", "\t\t1 of 440 (1e-105) Sp5(Zf)/mES-Sp5.Flag-ChIP-Seq(GSE72989)/Homer\n", "\t\t2 of 440 (1e-97) KLF3(Zf)/MEF-Klf3-ChIP-Seq(GSE44748)/Homer\n", "\t\t3 of 440 (1e-92) Sp1(Zf)/Promoter/Homer\n", "\t\t4 of 440 (1e-87) KLF1(Zf)/HUDEP2-KLF1-CutnRun(GSE136251)/Homer\n", "\t\t5 of 440 (1e-78) Sp2(Zf)/HEK293-Sp2.eGFP-ChIP-Seq(Encode)/Homer\n", "\t\t6 of 440 (1e-77) Klf9(Zf)/GBM-Klf9-ChIP-Seq(GSE62211)/Homer\n", "\t\t7 of 440 (1e-69) KLF6(Zf)/PDAC-KLF6-ChIP-Seq(GSE64557)/Homer\n", "\t\t8 of 440 (1e-68) KLF5(Zf)/LoVo-KLF5-ChIP-Seq(GSE49402)/Homer\n", "\t\t9 of 440 (1e-65) KLF14(Zf)/HEK293-KLF14.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t10 of 440 (1e-62) Maz(Zf)/HepG2-Maz-ChIP-Seq(GSE31477)/Homer\n", "\t\t11 of 440 (1e-58) Klf4(Zf)/mES-Klf4-ChIP-Seq(GSE11431)/Homer\n", "\t\t12 of 440 (1e-51) Jun-AP1(bZIP)/K562-cJun-ChIP-Seq(GSE31477)/Homer\n", "\t\t13 of 440 (1e-50) Fosl2(bZIP)/3T3L1-Fosl2-ChIP-Seq(GSE56872)/Homer\n", "\t\t14 of 440 (1e-43) TATA-Box(TBP)/Promoter/Homer\n", "\t\t15 of 440 (1e-42) Fra2(bZIP)/Striatum-Fra2-ChIP-Seq(GSE43429)/Homer\n", "\t\t16 of 440 (1e-41) Fra1(bZIP)/BT549-Fra1-ChIP-Seq(GSE46166)/Homer\n", "\t\t17 of 440 (1e-41) Fos(bZIP)/TSC-Fos-ChIP-Seq(GSE110950)/Homer\n", "\t\t18 of 440 (1e-41) JunB(bZIP)/DendriticCells-Junb-ChIP-Seq(GSE36099)/Homer\n", "\t\t19 of 440 (1e-37) Atf3(bZIP)/GBM-ATF3-ChIP-Seq(GSE33912)/Homer\n", "\t\t20 of 440 (1e-35) KLF10(Zf)/HEK293-KLF10.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t21 of 440 (1e-30) BATF(bZIP)/Th17-BATF-ChIP-Seq(GSE39756)/Homer\n", "\t\t22 of 440 (1e-28) AP-1(bZIP)/ThioMac-PU.1-ChIP-Seq(GSE21512)/Homer\n", "\t\t23 of 440 (1e-25) Bach2(bZIP)/OCILy7-Bach2-ChIP-Seq(GSE44420)/Homer\n", "\t\t24 of 440 (1e-22) Pitx1(Homeobox)/Chicken-Pitx1-ChIP-Seq(GSE38910)/Homer\n", "\t\t25 of 440 (1e-20) Elk4(ETS)/Hela-Elk4-ChIP-Seq(GSE31477)/Homer\n", "\t\t26 of 440 (1e-19) E2F4(E2F)/K562-E2F4-ChIP-Seq(GSE31477)/Homer\n", "\t\t27 of 440 (1e-19) Hoxd11(Homeobox)/ChickenMSG-Hoxd11.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t28 of 440 (1e-18) Nkx6.1(Homeobox)/Islet-Nkx6.1-ChIP-Seq(GSE40975)/Homer\n", "\t\t29 of 440 (1e-18) Hoxa13(Homeobox)/ChickenMSG-Hoxa13.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t30 of 440 (1e-17) WT1(Zf)/Kidney-WT1-ChIP-Seq(GSE90016)/Homer\n", "\t\t31 of 440 (1e-16) Fli1(ETS)/CD8-FLI-ChIP-Seq(GSE20898)/Homer\n", "\t\t32 of 440 (1e-16) Hoxa11(Homeobox)/ChickenMSG-Hoxa11.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t33 of 440 (1e-16) Isl1(Homeobox)/Neuron-Isl1-ChIP-Seq(GSE31456)/Homer\n", "\t\t34 of 440 (1e-15) Elk1(ETS)/Hela-Elk1-ChIP-Seq(GSE31477)/Homer\n", "\t\t35 of 440 (1e-15) Egr1(Zf)/K562-Egr1-ChIP-Seq(GSE32465)/Homer\n", "\t\t36 of 440 (1e-15) E2F6(E2F)/Hela-E2F6-ChIP-Seq(GSE31477)/Homer\n", "\t\t37 of 440 (1e-15) ETV4(ETS)/HepG2-ETV4-ChIP-Seq(ENCODE)/Homer\n", "\t\t38 of 440 (1e-15) EKLF(Zf)/Erythrocyte-Klf1-ChIP-Seq(GSE20478)/Homer\n", "\t\t39 of 440 (1e-14) Egr2(Zf)/Thymocytes-Egr2-ChIP-Seq(GSE34254)/Homer\n", "\t\t40 of 440 (1e-13) ZNF467(Zf)/HEK293-ZNF467.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t41 of 440 (1e-12) E2F3(E2F)/MEF-E2F3-ChIP-Seq(GSE71376)/Homer\n", "\t\t42 of 440 (1e-11) ELF1(ETS)/Jurkat-ELF1-ChIP-Seq(SRA014231)/Homer\n", "\t\t43 of 440 (1e-11) Nrf2(bZIP)/Lymphoblast-Nrf2-ChIP-Seq(GSE37589)/Homer\n", "\t\t44 of 440 (1e-11) Unknown(Homeobox)/Limb-p300-ChIP-Seq/Homer\n", "\t\t45 of 440 (1e-10) Lhx1(Homeobox)/EmbryoCarcinoma-Lhx1-ChIP-Seq(GSE70957)/Homer\n", "\t\t46 of 440 (1e-10) E2F1(E2F)/Hela-E2F1-ChIP-Seq(GSE22478)/Homer\n", "\t\t47 of 440 (1e-10) En1(Homeobox)/SUM149-EN1-ChIP-Seq(GSE120957)/Homer\n", "\t\t48 of 440 (1e-9) Lhx3(Homeobox)/Neuron-Lhx3-ChIP-Seq(GSE31456)/Homer\n", "\t\t49 of 440 (1e-9) CRX(Homeobox)/Retina-Crx-ChIP-Seq(GSE20012)/Homer\n", "\t\t50 of 440 (1e-8) Zfp281(Zf)/ES-Zfp281-ChIP-Seq(GSE81042)/Homer\n", "\t\t51 of 440 (1e-8) GABPA(ETS)/Jurkat-GABPa-ChIP-Seq(GSE17954)/Homer\n", "\t\t52 of 440 (1e-8) NF-E2(bZIP)/K562-NFE2-ChIP-Seq(GSE31477)/Homer\n", "\t\t53 of 440 (1e-8) Hoxd13(Homeobox)/ChickenMSG-Hoxd13.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t54 of 440 (1e-8) HIF-1b(HLH)/T47D-HIF1b-ChIP-Seq(GSE59937)/Homer\n", "\t\t55 of 440 (1e-8) ETV1(ETS)/GIST48-ETV1-ChIP-Seq(GSE22441)/Homer\n", "\t\t56 of 440 (1e-7) LHX9(Homeobox)/Hct116-LHX9.V5-ChIP-Seq(GSE116822)/Homer\n", "\t\t57 of 440 (1e-7) DLX2(Homeobox)/BasalGanglia-Dlx2-ChIP-seq(GSE124936)/Homer\n", "\t\t58 of 440 (1e-7) Bach1(bZIP)/K562-Bach1-ChIP-Seq(GSE31477)/Homer\n", "\t\t59 of 440 (1e-7) DLX1(Homeobox)/BasalGanglia-Dlx1-ChIP-seq(GSE124936)/Homer\n", "\t\t60 of 440 (1e-7) EHF(ETS)/LoVo-EHF-ChIP-Seq(GSE49402)/Homer\n", "\t\t61 of 440 (1e-7) BMYB(HTH)/Hela-BMYB-ChIP-Seq(GSE27030)/Homer\n", "\t\t62 of 440 (1e-7) NFE2L2(bZIP)/HepG2-NFE2L2-ChIP-Seq(Encode)/Homer\n", "\t\t63 of 440 (1e-7) Stat3(Stat)/mES-Stat3-ChIP-Seq(GSE11431)/Homer\n", "\t\t64 of 440 (1e-6) Hoxa9(Homeobox)/ChickenMSG-Hoxa9.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t65 of 440 (1e-6) MYB(HTH)/ERMYB-Myb-ChIPSeq(GSE22095)/Homer\n", "\t\t66 of 440 (1e-6) Znf263(Zf)/K562-Znf263-ChIP-Seq(GSE31477)/Homer\n", "\t\t67 of 440 (1e-6) HNF1b(Homeobox)/PDAC-HNF1B-ChIP-Seq(GSE64557)/Homer\n", "\t\t68 of 440 (1e-6) CHR(?)/Hela-CellCycle-Expression/Homer\n", "\t\t69 of 440 (1e-6) CTCF(Zf)/CD4+-CTCF-ChIP-Seq(Barski_et_al.)/Homer\n", "\t\t70 of 440 (1e-6) ETS(ETS)/Promoter/Homer\n", "\t\t71 of 440 (1e-6) ETS1(ETS)/Jurkat-ETS1-ChIP-Seq(GSE17954)/Homer\n", "\t\t72 of 440 (1e-6) ZNF652/HepG2-ZNF652.Flag-ChIP-Seq(Encode)/Homer\n", "\t\t73 of 440 (1e-5) Nanog(Homeobox)/mES-Nanog-ChIP-Seq(GSE11724)/Homer\n", "\t\t74 of 440 (1e-5) Lhx2(Homeobox)/HFSC-Lhx2-ChIP-Seq(GSE48068)/Homer\n", "\t\t75 of 440 (1e-5) Elf4(ETS)/BMDM-Elf4-ChIP-Seq(GSE88699)/Homer\n", "\t\t76 of 440 (1e-5) NFY(CCAAT)/Promoter/Homer\n", "\t\t77 of 440 (1e-5) ELF5(ETS)/T47D-ELF5-ChIP-Seq(GSE30407)/Homer\n", "\t\t78 of 440 (1e-5) AP-2gamma(AP2)/MCF7-TFAP2C-ChIP-Seq(GSE21234)/Homer\n", "\t\t79 of 440 (1e-5) ERG(ETS)/VCaP-ERG-ChIP-Seq(GSE14097)/Homer\n", "\t\t80 of 440 (1e-5) EWS:ERG-fusion(ETS)/CADO_ES1-EWS:ERG-ChIP-Seq(SRA014231)/Homer\n", "\t\t81 of 440 (1e-5) AMYB(HTH)/Testes-AMYB-ChIP-Seq(GSE44588)/Homer\n", "\t\t82 of 440 (1e-5) ELF3(ETS)/PDAC-ELF3-ChIP-Seq(GSE64557)/Homer\n", "\t\t83 of 440 (1e-5) HOXB13(Homeobox)/ProstateTumor-HOXB13-ChIP-Seq(GSE56288)/Homer\n", "\t\t84 of 440 (1e-5) STAT4(Stat)/CD4-Stat4-ChIP-Seq(GSE22104)/Homer\n", "\t\t85 of 440 (1e-5) MafK(bZIP)/C2C12-MafK-ChIP-Seq(GSE36030)/Homer\n", "\t\t86 of 440 (1e-4) SPDEF(ETS)/VCaP-SPDEF-ChIP-Seq(SRA014231)/Homer\n", "\t\t87 of 440 (1e-4) Ets1-distal(ETS)/CD4+-PolII-ChIP-Seq(Barski_et_al.)/Homer\n", "\t\t88 of 440 (1e-4) DLX5(Homeobox)/BasalGanglia-Dlx5-ChIP-seq(GSE124936)/Homer\n", "\t\t89 of 440 (1e-4) Dlx3(Homeobox)/Kerainocytes-Dlx3-ChIP-Seq(GSE89884)/Homer\n", "\t\t90 of 440 (1e-4) PRDM15(Zf)/ESC-Prdm15-ChIP-Seq(GSE73694)/Homer\n", "\t\t91 of 440 (1e-4) Stat3+il21(Stat)/CD4-Stat3-ChIP-Seq(GSE19198)/Homer\n", "\t\t92 of 440 (1e-4) Etv2(ETS)/ES-ER71-ChIP-Seq(GSE59402)/Homer\n", "\t\t93 of 440 (1e-4) HIF2a(bHLH)/785_O-HIF2a-ChIP-Seq(GSE34871)/Homer\n", "\t\t94 of 440 (1e-4) TEAD1(TEAD)/HepG2-TEAD1-ChIP-Seq(Encode)/Homer\n", "\t\t95 of 440 (1e-3) ZNF189(Zf)/HEK293-ZNF189.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t96 of 440 (1e-3) STAT5(Stat)/mCD4+-Stat5-ChIP-Seq(GSE12346)/Homer\n", "\t\t97 of 440 (1e-3) AP-2alpha(AP2)/Hela-AP2alpha-ChIP-Seq(GSE31477)/Homer\n", "\t\t98 of 440 (1e-3) ZFX(Zf)/mES-Zfx-ChIP-Seq(GSE11431)/Homer\n", "\t\t99 of 440 (1e-3) NFkB-p65-Rel(RHD)/ThioMac-LPS-Expression(GSE23622)/Homer\n", "\t\t100 of 440 (1e-3) BORIS(Zf)/K562-CTCFL-ChIP-Seq(GSE32465)/Homer\n", "\t\t101 of 440 (1e-3) E2F7(E2F)/Hela-E2F7-ChIP-Seq(GSE32673)/Homer\n", "\t\t102 of 440 (1e-3) EWS:FLI1-fusion(ETS)/SK_N_MC-EWS:FLI1-ChIP-Seq(SRA014231)/Homer\n", "\t\t103 of 440 (1e-3) c-Myc(bHLH)/LNCAP-cMyc-ChIP-Seq(Unpublished)/Homer\n", "\t\t104 of 440 (1e-3) Otx2(Homeobox)/EpiLC-Otx2-ChIP-Seq(GSE56098)/Homer\n", "\t\t105 of 440 (1e-3) TEAD4(TEA)/Tropoblast-Tead4-ChIP-Seq(GSE37350)/Homer\n", "\t\t106 of 440 (1e-2) Npas4(bHLH)/Neuron-Npas4-ChIP-Seq(GSE127793)/Homer\n", "\t\t107 of 440 (1e-2) CArG(MADS)/PUER-Srf-ChIP-Seq(Sullivan_et_al.)/Homer\n", "\t\t108 of 440 (1e-2) ZNF711(Zf)/SHSY5Y-ZNF711-ChIP-Seq(GSE20673)/Homer\n", "\t\t109 of 440 (1e-2) Prop1(Homeobox)/GHFT1-PROP1.biotin-ChIP-Seq(GSE77302)/Homer\n", "\t\t110 of 440 (1e-2) GSC(Homeobox)/FrogEmbryos-GSC-ChIP-Seq(DRA000576)/Homer\n", "\t\t111 of 440 (1e-2) Hnf1(Homeobox)/Liver-Foxa2-Chip-Seq(GSE25694)/Homer\n", "\t\t112 of 440 (1e-2) TRPS1(Zf)/MCF7-TRPS1-ChIP-Seq(GSE107013)/Homer\n", "\t\t113 of 440 (1e-2) Tbr1(T-box)/Cortex-Tbr1-ChIP-Seq(GSE71384)/Homer\n", "\t\t114 of 440 (1e-2) NFAT(RHD)/Jurkat-NFATC1-ChIP-Seq(Jolma_et_al.)/Homer\n", "\t\t115 of 440 (1e-2) CLOCK(bHLH)/Liver-Clock-ChIP-Seq(GSE39860)/Homer\n", "\t\t116 of 440 (1e-2) STAT1(Stat)/HelaS3-STAT1-ChIP-Seq(GSE12782)/Homer\n", "\t\t117 of 440 (1e-2) Barx1(Homeobox)/Stomach-Barx1.3xFlag-ChIP-Seq(GSE69483)/Homer\n", "\t\t118 of 440 (1e-2) NFkB-p65(RHD)/GM12787-p65-ChIP-Seq(GSE19485)/Homer\n", "\t\t119 of 440 (1e-2) CEBP(bZIP)/ThioMac-CEBPb-ChIP-Seq(GSE21512)/Homer\n", "\t\t120 of 440 (1e-2) Arnt:Ahr(bHLH)/MCF7-Arnt-ChIP-Seq(Lo_et_al.)/Homer\n", "\t\t121 of 440 (1e-2) HINFP(Zf)/K562-HINFP.eGFP-ChIP-Seq(Encode)/Homer\n", "\t\t122 of 440 (1e-2) CRE(bZIP)/Promoter/Homer\n", "\t\t123 of 440 (1e-2) E-box(bHLH)/Promoter/Homer\n", "\t\t124 of 440 (1e-2) Hoxd12(Homeobox)/ChickenMSG-Hoxd12.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t125 of 440 (1e-2) TEAD(TEA)/Fibroblast-PU.1-ChIP-Seq(Unpublished)/Homer\n", "\t\t126 of 440 (1e-2) ZSCAN22(Zf)/HEK293-ZSCAN22.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t127 of 440 (1e-2) IRF:BATF(IRF:bZIP)/pDC-Irf8-ChIP-Seq(GSE66899)/Homer\n", "\t\t128 of 440 (1e-2) CDX4(Homeobox)/ZebrafishEmbryos-Cdx4.Myc-ChIP-Seq(GSE48254)/Homer\n", "\tSkipping...\n", "\tJob finished - if results look good, please send beer to ..\n", "\n", "\tCleaning up tmp files...\n", "\n" ] } ], "source": [ "cc.tl.call_motif(\"peak_HCT116.bed\",reference =\"hg38\",save_homer = \"Homer/peak_HCT116\", \n", " homer_path = \"/home/juanru/miniconda3/bin/\", num_cores=12)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "3e502f5d-ef97-43f0-b7d4-2ef6de77ada3", "metadata": {}, "source": [ "In the motif analysis result, SP1 motif and many other family members rank top.\n", "\n", "\n", "\"drawing\"" ] }, { "attachments": {}, "cell_type": "markdown", "id": "93d9f1bc-37bd-486f-9f21-eb5aebe4a9dc", "metadata": {}, "source": [ "Do the exact same thing for K562 SP1 data." ] }, { "cell_type": "code", "execution_count": 12, "id": "2316dea6-20f9-41b4-8ed3-5e9609043665", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodes
0chr11652916533163-GCTCCTAAGTACGTTC-1
1chr1298842988810+CTCACACCAGACGCTC-1
2chr12988429888155+TGGCCAGCACCCATTC-1
3chr12988429888285+GTGGGTCCACGGCCAT-1
4chr129884298887+CGTCTACTCAACACGT-1
.....................
327460chrY57061562570615666+CTCATTATCATCATTC-1
327461chrY570615625706156667+TGCGTGGCATTAGGCT-1
327462chrY57145084571450882-ACATACGTCGCGCCAA-1
327463chrY57148630571486342-TATGCCCGTACAGTTC-1
327464chrY5718391357183917228-AAACCTGGTCCTGCTT-1
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327465 rows × 6 columns

\n", "
" ], "text/plain": [ " Chr Start End Reads Direction Barcodes\n", "0 chr1 16529 16533 163 - GCTCCTAAGTACGTTC-1\n", "1 chr1 29884 29888 10 + CTCACACCAGACGCTC-1\n", "2 chr1 29884 29888 155 + TGGCCAGCACCCATTC-1\n", "3 chr1 29884 29888 285 + GTGGGTCCACGGCCAT-1\n", "4 chr1 29884 29888 7 + CGTCTACTCAACACGT-1\n", "... ... ... ... ... ... ...\n", "327460 chrY 57061562 57061566 6 + CTCATTATCATCATTC-1\n", "327461 chrY 57061562 57061566 67 + TGCGTGGCATTAGGCT-1\n", "327462 chrY 57145084 57145088 2 - ACATACGTCGCGCCAA-1\n", "327463 chrY 57148630 57148634 2 - TATGCCCGTACAGTTC-1\n", "327464 chrY 57183913 57183917 228 - AAACCTGGTCCTGCTT-1\n", "\n", "[327465 rows x 6 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read experiment data\n", "K562_SP1 = cc.datasets.SP1_K562HCT116_data(data=\"K562_SP1_qbed\")\n", "K562_SP1" ] }, { "cell_type": "code", "execution_count": 13, "id": "9941b059-eb52-4c2c-b173-adafbe93d9e5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodes
0chr130238302423+TTTACTGCATAAAGGT-1
1chr130355303592-ATCACGAAGAGTAATC-1
2chr1303553035970+TTGAACGCAAATCCGT-1
3chr131101311052+CCTCAGTCATCAGTAC-1
4chr132116321205+CTAGTGAAGACAAAGG-1
.....................
107380chrY57080210570802149-AAGGAGCCAGTATAAG-1
107381chrY570877855708778924-CGAGCCAGTCTCTCTG-1
107382chrY57144853571448575+GAAGCAGTCCCATTTA-1
107383chrY57183772571837762-TCTTTCCTCTTGCCGT-1
107384chrY5720485357204857369-ATAACGCAGTTTGCGT-1
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107385 rows × 6 columns

\n", "
" ], "text/plain": [ " Chr Start End Reads Direction Barcodes\n", "0 chr1 30238 30242 3 + TTTACTGCATAAAGGT-1\n", "1 chr1 30355 30359 2 - ATCACGAAGAGTAATC-1\n", "2 chr1 30355 30359 70 + TTGAACGCAAATCCGT-1\n", "3 chr1 31101 31105 2 + CCTCAGTCATCAGTAC-1\n", "4 chr1 32116 32120 5 + CTAGTGAAGACAAAGG-1\n", "... ... ... ... ... ... ...\n", "107380 chrY 57080210 57080214 9 - AAGGAGCCAGTATAAG-1\n", "107381 chrY 57087785 57087789 24 - CGAGCCAGTCTCTCTG-1\n", "107382 chrY 57144853 57144857 5 + GAAGCAGTCCCATTTA-1\n", "107383 chrY 57183772 57183776 2 - TCTTTCCTCTTGCCGT-1\n", "107384 chrY 57204853 57204857 369 - ATAACGCAGTTTGCGT-1\n", "\n", "[107385 rows x 6 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read background data\n", "K562_brd4 =cc.datasets.SP1_K562HCT116_data(data=\"K562_brd4_qbed\")\n", "K562_brd4 " ] }, { "cell_type": "code", "execution_count": 14, "id": "142f96de-073a-4b48-b5ab-1c5fd968eddb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For the MACCs method with background, [expdata, background, reference, pvalue_cutoffbg, pvalue_cutoffTTAA, lam_win_size, window_size, step_size, extend, pseudocounts, test_method, min_insertions, record] would be utilized.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 24/24 [01:34<00:00, 3.96s/it]\n" ] }, { "data": { "text/html": [ "
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ChrStartEndCenterExperiment InsertionsBackground insertionsReference Insertionspvalue Referencepvalue BackgroundFraction ExperimentTPH ExperimentFraction backgroundTPH backgroundTPH background subtractedpvalue_adj Reference
0chr1296843008729884.06018.878753e-111.546531e-040.0000181832.2568820.0000000.0000001832.2568823.323285e-08
1chr1362393810737578.0242150.000000e+001.486029e-030.0000737329.0275300.0000191862.4575135466.5700170.000000e+00
2chr1198893201208200869.0282110.000000e+006.927041e-050.0000868550.5321180.0000191862.4575136688.0746050.000000e+00
3chr1203351207161205004.09213220.000000e+004.337485e-050.00028128094.6055300.00012112105.97383215988.6316980.000000e+00
4chr1265549266336265749.05033.731359e-084.678840e-030.0000151526.8807350.0000000.0000001526.8807351.056034e-05
................................................
9404chrY151582501515865315158450.011010.000000e+001.546531e-040.0000343359.1376180.0000000.0000003359.1376180.000000e+00
9405chrY169854421698584516985642.05021.806731e-094.678840e-030.0000151526.8807350.0000000.0000001526.8807356.060202e-07
9406chrY197533111975371419753511.033010.000000e+002.269296e-130.00010110077.4128530.0000000.00000010077.4128530.000000e+00
9407chrY210111332101182821011333.05042.510448e-094.678840e-030.0000151526.8807350.0000000.0000001526.8807358.296735e-07
9408chrY569525745695732856953707.0401370.000000e+002.427052e-060.00012212215.0458830.000009931.22875611283.8171260.000000e+00
\n", "

9409 rows × 15 columns

\n", "
" ], "text/plain": [ " Chr Start End Center Experiment Insertions \\\n", "0 chr1 29684 30087 29884.0 6 \n", "1 chr1 36239 38107 37578.0 24 \n", "2 chr1 198893 201208 200869.0 28 \n", "3 chr1 203351 207161 205004.0 92 \n", "4 chr1 265549 266336 265749.0 5 \n", "... ... ... ... ... ... \n", "9404 chrY 15158250 15158653 15158450.0 11 \n", "9405 chrY 16985442 16985845 16985642.0 5 \n", "9406 chrY 19753311 19753714 19753511.0 33 \n", "9407 chrY 21011133 21011828 21011333.0 5 \n", "9408 chrY 56952574 56957328 56953707.0 40 \n", "\n", " Background insertions Reference Insertions pvalue Reference \\\n", "0 0 1 8.878753e-11 \n", "1 2 15 0.000000e+00 \n", "2 2 11 0.000000e+00 \n", "3 13 22 0.000000e+00 \n", "4 0 3 3.731359e-08 \n", "... ... ... ... \n", "9404 0 1 0.000000e+00 \n", "9405 0 2 1.806731e-09 \n", "9406 0 1 0.000000e+00 \n", "9407 0 4 2.510448e-09 \n", "9408 1 37 0.000000e+00 \n", "\n", " pvalue Background Fraction Experiment TPH Experiment \\\n", "0 1.546531e-04 0.000018 1832.256882 \n", "1 1.486029e-03 0.000073 7329.027530 \n", "2 6.927041e-05 0.000086 8550.532118 \n", "3 4.337485e-05 0.000281 28094.605530 \n", "4 4.678840e-03 0.000015 1526.880735 \n", "... ... ... ... \n", "9404 1.546531e-04 0.000034 3359.137618 \n", "9405 4.678840e-03 0.000015 1526.880735 \n", "9406 2.269296e-13 0.000101 10077.412853 \n", "9407 4.678840e-03 0.000015 1526.880735 \n", "9408 2.427052e-06 0.000122 12215.045883 \n", "\n", " Fraction background TPH background TPH background subtracted \\\n", "0 0.000000 0.000000 1832.256882 \n", "1 0.000019 1862.457513 5466.570017 \n", "2 0.000019 1862.457513 6688.074605 \n", "3 0.000121 12105.973832 15988.631698 \n", "4 0.000000 0.000000 1526.880735 \n", "... ... ... ... \n", "9404 0.000000 0.000000 3359.137618 \n", "9405 0.000000 0.000000 1526.880735 \n", "9406 0.000000 0.000000 10077.412853 \n", "9407 0.000000 0.000000 1526.880735 \n", "9408 0.000009 931.228756 11283.817126 \n", "\n", " pvalue_adj Reference \n", "0 3.323285e-08 \n", "1 0.000000e+00 \n", "2 0.000000e+00 \n", "3 0.000000e+00 \n", "4 1.056034e-05 \n", "... ... \n", "9404 0.000000e+00 \n", "9405 6.060202e-07 \n", "9406 0.000000e+00 \n", "9407 8.296735e-07 \n", "9408 0.000000e+00 \n", "\n", "[9409 rows x 15 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "peak_data_K562 = cc.pp.call_peaks(K562_SP1, K562_brd4, method = \"MACCs\", reference = \"hg38\", window_size = 2000, step_size = 500,\n", " pvalue_cutoffTTAA = 0.0001, pvalue_cutoffbg = 0.1, lam_win_size = None, pseudocounts = 0.1, record = True, save = \"peak_k562.bed\")\n", "peak_data_K562" ] }, { "cell_type": "code", "execution_count": 15, "id": "48f189e2-a043-4c27-8a2b-8a1a197c4cb2", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chr10\",3048452,3049913,60000,peak_data_K562,K562_SP1, \"hg38\", K562_brd4 , font_size=2, \n", " figsize = (30,15),peak_line = 4,save = False,bins =400, plotsize = [1,1,5], example_length = 1000)" ] }, { "cell_type": "code", "execution_count": 16, "id": "1aa54d60-4f94-4fab-9021-4d3429e62c60", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "All qbed addressed\n", "All bed addressed\n", "Uploading files\n", "Please click the following link to see the data on WashU Epigenome Browser directly.\n", "https://epigenomegateway.wustl.edu/browser/?genome=hg38&hub=https://companion.epigenomegateway.org//task/db6498ca05ea546a0938a34cd8de001c/output//datahub.json\n" ] } ], "source": [ "qbed = {\"SP1\":K562_SP1, \"Brd4\": K562_brd4}\n", "bed = {\"peak\":peak_data_K562}\n", "cc.pl.WashU_browser_url(qbed = qbed,bed = bed,genome = 'hg38')" ] }, { "cell_type": "code", "execution_count": 17, "id": "1965d8db-24de-449d-9207-d0964b218c18", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.whole_peaks(peak_data_K562, reference = \"hg38\",figsize=(100, 70),height_scale = 1.7)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "a08b5e83-2fcf-4ed2-8bac-14248b7cc42d", "metadata": {}, "source": [ "We can see that SP1 binds much more frequently in K562 than HCT116." ] }, { "attachments": {}, "cell_type": "markdown", "id": "956b5c4e-0366-4bf9-9c72-d5fc9b1ee80a", "metadata": {}, "source": [ "We can then check with reference Chip-seq data of SP1 in K562 from [ENCSR372IML](https://www.encodeproject.org/experiments/ENCSR372IML/) (and use the bigWig file [ENCFF588UII](https://www.encodeproject.org/files/ENCFF588UII/) generated by it）.\n", "\n", "Download the data if needed:\n", "\n", "``` Python\n", " !wget https://www.encodeproject.org/files/ENCFF588UII/@@download/ENCFF588UII.bigWig\n", "```" ] }, { "cell_type": "code", "execution_count": 18, "id": "4cc71b08-252f-4951-879a-1ca764331335", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 9409/9409 [00:41<00:00, 225.34it/s]\n" ] } ], "source": [ "mtx_K562 = cc.pl.calculate_signal(peak_data_K562, chipseq_signal = \"ENCFF588UII.bigWig\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "6ba1c3e5-8e48-457b-97e3-f798c2fda7c4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.signal_heatmap(mtx_K562,pad = 0.023, belowlength = 100)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "1ae3d4f0-a2bd-4f60-a9dc-f4bfdc919225", "metadata": {}, "source": [ "We can see that calling cards peaks are consistent with Chip-seq data. Peak centers tend to have a higher signal and the signal goes lower as the distance increases." ] }, { "attachments": {}, "cell_type": "markdown", "id": "820a1b33-5421-4d9d-97e7-2b780408bb9c", "metadata": {}, "source": [ "Call motif to check the peak results." ] }, { "cell_type": "code", "execution_count": 21, "id": "045e2f9b-e2be-4b7b-a166-63e9618effe0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Peak data peak_k562.bed is used here.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\tPosition file = peak_k562.bed\n", "\tGenome = hg38\n", "\tOutput Directory = Homer/peak_k562\n", "\tFragment size set to 1000\n", "\tUsing 12 CPUs\n", "\tWill not run homer for de novo motifs\n", "\tFound mset for \"human\", will check against vertebrates motifs\n", "\tPeak/BED file conversion summary:\n", "\t\tBED/Header formatted lines: 9409\n", "\t\tpeakfile formatted lines: 0\n", "\n", "\tPeak File Statistics:\n", "\t\tTotal Peaks: 9409\n", "\t\tRedundant Peak IDs: 2\n", "\t\tPeaks lacking information: 0 (need at least 5 columns per peak)\n", "\t\tPeaks with misformatted coordinates: 0 (should be integer)\n", "\t\tPeaks with misformatted strand: 0 (should be either +/- or 0/1)\n", "\n", "\tRedunant Peaks found: Remove or rename these or some programs may have trouble...\n", "\n", "\t2 duplicate peak IDs out of 9409 total peaks\n", "\tBackground files for 1000 bp fragments found.\n", "\tCustom genome sequence directory: /home/juanru/miniconda3/share/homer/.//data/genomes/hg38//\n", "\n", "\tExtracting sequences from file: /home/juanru/miniconda3/share/homer/.//data/genomes/hg38///genome.fa\n", "\tLooking for peak sequences in a single file (/home/juanru/miniconda3/share/homer/.//data/genomes/hg38///genome.fa)\n", "\tExtracting 1062 sequences from chr1\n", "\tExtracting 426 sequences from chr10\n", "\tExtracting 475 sequences from chr11\n", "\tExtracting 443 sequences from chr12\n", "\tExtracting 182 sequences from chr13\n", "\tExtracting 227 sequences from chr14\n", "\tExtracting 302 sequences from chr15\n", "\tExtracting 342 sequences from chr16\n", "\tExtracting 409 sequences from chr17\n", "\tExtracting 169 sequences from chr18\n", "\tExtracting 505 sequences from chr19\n", "\tExtracting 660 sequences from chr2\n", "\tExtracting 249 sequences from chr20\n", "\tExtracting 154 sequences from chr21\n", "\tExtracting 186 sequences from chr22\n", "\tExtracting 508 sequences from chr3\n", "\tExtracting 428 sequences from chr4\n", "\tExtracting 408 sequences from chr5\n", "\tExtracting 620 sequences from chr6\n", "\tExtracting 572 sequences from chr7\n", "\tExtracting 375 sequences from chr8\n", "\tExtracting 408 sequences from chr9\n", "\tExtracting 281 sequences from chrX\n", "\tExtracting 18 sequences from chrY\n", "\n", "\tNot removing redundant sequences\n", "\n", "\n", "\tSequences processed:\n", "\t\tAuto detected maximum sequence length of 1001 bp\n", "\t\t9409 total\n", "\n", "\tFrequency Bins: 0.2 0.25 0.3 0.35 0.4 0.45 0.5 0.6 0.7 0.8\n", "\tFreq\tBin\tCount\n", "\t0.3\t2\t52\n", "\t0.35\t3\t412\n", "\t0.4\t4\t1127\n", "\t0.45\t5\t1812\n", "\t0.5\t6\t1961\n", "\t0.6\t7\t2657\n", "\t0.7\t8\t1164\n", "\t0.8\t9\t219\n", "\t10\t10\t5\n", "\n", "\tTotal sequences set to 50000\n", "\n", "\tChoosing background that matches in CpG/GC content...\n", "\tBin\t# Targets\t# Background\tBackground Weight\n", "\t2\t52\t224\t1.001\n", "\t3\t412\t1777\t1.000\n", "\t4\t1127\t4862\t1.000\n", "\t5\t1812\t7817\t1.000\n", "\t6\t1961\t8460\t1.000\n", "\t7\t2657\t11462\t1.000\n", "\t8\t1164\t5022\t1.000\n", "\t9\t219\t945\t1.000\n", "\t10\t5\t22\t0.980\n", "\tAssembling sequence file...\n", "\tNormalizing lower order oligos using homer2\n", "\n", "\tReading input files...\n", "\t50000 total sequences read\n", "\tAutonormalization: 1-mers (4 total)\n", "\t\tA\t25.36%\t25.49%\t0.995\n", "\t\tC\t24.64%\t24.51%\t1.005\n", "\t\tG\t24.64%\t24.51%\t1.005\n", "\t\tT\t25.36%\t25.49%\t0.995\n", "\tAutonormalization: 2-mers (16 total)\n", "\t\tAA\t7.80%\t7.45%\t1.047\n", "\t\tCA\t6.85%\t7.40%\t0.925\n", "\t\tGA\t6.01%\t6.09%\t0.986\n", "\t\tTA\t4.70%\t4.54%\t1.036\n", "\t\tAC\t4.92%\t4.99%\t0.986\n", "\t\tCC\t7.54%\t7.44%\t1.013\n", "\t\tGC\t6.17%\t5.99%\t1.029\n", "\t\tTC\t6.01%\t6.09%\t0.986\n", "\t\tAG\t7.26%\t7.47%\t0.972\n", "\t\tCG\t2.98%\t2.20%\t1.356\n", "\t\tGG\t7.54%\t7.44%\t1.013\n", "\t\tTG\t6.85%\t7.40%\t0.925\n", "\t\tAT\t5.37%\t5.57%\t0.966\n", "\t\tCT\t7.26%\t7.47%\t0.972\n", "\t\tGT\t4.92%\t4.99%\t0.986\n", "\t\tTT\t7.80%\t7.45%\t1.047\n", "\tAutonormalization: 3-mers (64 total)\n", "\tNormalization weights can be found in file: Homer/peak_k562/seq.autonorm.tsv\n", "\tConverging on autonormalization solution:\n", "\t...............................................................................\n", "\tFinal normalization:\tAutonormalization: 1-mers (4 total)\n", "\t\tA\t25.36%\t25.34%\t1.001\n", "\t\tC\t24.64%\t24.66%\t0.999\n", "\t\tG\t24.64%\t24.66%\t0.999\n", "\t\tT\t25.36%\t25.34%\t1.001\n", "\tAutonormalization: 2-mers (16 total)\n", "\t\tAA\t7.80%\t7.68%\t1.016\n", "\t\tCA\t6.85%\t6.98%\t0.982\n", "\t\tGA\t6.01%\t6.00%\t1.000\n", "\t\tTA\t4.70%\t4.67%\t1.006\n", "\t\tAC\t4.92%\t4.88%\t1.008\n", "\t\tCC\t7.54%\t7.52%\t1.002\n", "\t\tGC\t6.17%\t6.25%\t0.987\n", "\t\tTC\t6.01%\t6.00%\t1.000\n", "\t\tAG\t7.26%\t7.24%\t1.003\n", "\t\tCG\t2.98%\t2.92%\t1.023\n", "\t\tGG\t7.54%\t7.52%\t1.002\n", "\t\tTG\t6.85%\t6.98%\t0.982\n", "\t\tAT\t5.37%\t5.53%\t0.971\n", "\t\tCT\t7.26%\t7.24%\t1.003\n", "\t\tGT\t4.92%\t4.88%\t1.008\n", "\t\tTT\t7.80%\t7.68%\t1.016\n", "\tAutonormalization: 3-mers (64 total)\n", "\tFinished preparing sequence/group files\n", "\n", "\t----------------------------------------------------------\n", "\tKnown motif enrichment\n", "\n", "\tReading input files...\n", "\t50000 total sequences read\n", "\t440 motifs loaded\n", "\tCache length = 11180\n", "\tUsing binomial scoring\n", "\tChecking enrichment of 440 motif(s)\n", "\t|0% 50% 100%|\n", "\t=================================================================================" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Finished!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\tPreparing HTML output with sequence logos...\n", "\t\t1 of 440 (1e-169) Sp2(Zf)/HEK293-Sp2.eGFP-ChIP-Seq(Encode)/Homer\n", "\t\t2 of 440 (1e-148) Sp5(Zf)/mES-Sp5.Flag-ChIP-Seq(GSE72989)/Homer\n", "\t\t3 of 440 (1e-137) KLF1(Zf)/HUDEP2-KLF1-CutnRun(GSE136251)/Homer\n", "\t\t4 of 440 (1e-125) KLF6(Zf)/PDAC-KLF6-ChIP-Seq(GSE64557)/Homer\n", "\t\t5 of 440 (1e-124) KLF5(Zf)/LoVo-KLF5-ChIP-Seq(GSE49402)/Homer\n", "\t\t6 of 440 (1e-123) Sp1(Zf)/Promoter/Homer\n", "\t\t7 of 440 (1e-114) KLF3(Zf)/MEF-Klf3-ChIP-Seq(GSE44748)/Homer\n", "\t\t8 of 440 (1e-114) Maz(Zf)/HepG2-Maz-ChIP-Seq(GSE31477)/Homer\n", "\t\t9 of 440 (1e-100) KLF14(Zf)/HEK293-KLF14.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t10 of 440 (1e-96) Klf9(Zf)/GBM-Klf9-ChIP-Seq(GSE62211)/Homer\n", "\t\t11 of 440 (1e-74) Jun-AP1(bZIP)/K562-cJun-ChIP-Seq(GSE31477)/Homer\n", "\t\t12 of 440 (1e-67) Gata2(Zf)/K562-GATA2-ChIP-Seq(GSE18829)/Homer\n", "\t\t13 of 440 (1e-65) Fosl2(bZIP)/3T3L1-Fosl2-ChIP-Seq(GSE56872)/Homer\n", "\t\t14 of 440 (1e-61) TATA-Box(TBP)/Promoter/Homer\n", "\t\t15 of 440 (1e-60) Gata4(Zf)/Heart-Gata4-ChIP-Seq(GSE35151)/Homer\n", "\t\t16 of 440 (1e-59) Gata6(Zf)/HUG1N-GATA6-ChIP-Seq(GSE51936)/Homer\n", "\t\t17 of 440 (1e-57) Bach2(bZIP)/OCILy7-Bach2-ChIP-Seq(GSE44420)/Homer\n", "\t\t18 of 440 (1e-52) BMYB(HTH)/Hela-BMYB-ChIP-Seq(GSE27030)/Homer\n", "\t\t19 of 440 (1e-52) GATA3(Zf)/iTreg-Gata3-ChIP-Seq(GSE20898)/Homer\n", "\t\t20 of 440 (1e-48) Fra2(bZIP)/Striatum-Fra2-ChIP-Seq(GSE43429)/Homer\n", "\t\t21 of 440 (1e-47) Klf4(Zf)/mES-Klf4-ChIP-Seq(GSE11431)/Homer\n", "\t\t22 of 440 (1e-46) Gata1(Zf)/K562-GATA1-ChIP-Seq(GSE18829)/Homer\n", "\t\t23 of 440 (1e-45) Fos(bZIP)/TSC-Fos-ChIP-Seq(GSE110950)/Homer\n", "\t\t24 of 440 (1e-45) JunB(bZIP)/DendriticCells-Junb-ChIP-Seq(GSE36099)/Homer\n", "\t\t25 of 440 (1e-43) Fra1(bZIP)/BT549-Fra1-ChIP-Seq(GSE46166)/Homer\n", "\t\t26 of 440 (1e-41) AMYB(HTH)/Testes-AMYB-ChIP-Seq(GSE44588)/Homer\n", "\t\t27 of 440 (1e-39) TRPS1(Zf)/MCF7-TRPS1-ChIP-Seq(GSE107013)/Homer\n", "\t\t28 of 440 (1e-36) MYB(HTH)/ERMYB-Myb-ChIPSeq(GSE22095)/Homer\n", "\t\t29 of 440 (1e-36) KLF10(Zf)/HEK293-KLF10.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t30 of 440 (1e-36) Atf3(bZIP)/GBM-ATF3-ChIP-Seq(GSE33912)/Homer\n", "\t\t31 of 440 (1e-35) Bach1(bZIP)/K562-Bach1-ChIP-Seq(GSE31477)/Homer\n", "\t\t32 of 440 (1e-34) BATF(bZIP)/Th17-BATF-ChIP-Seq(GSE39756)/Homer\n", "\t\t33 of 440 (1e-33) NF-E2(bZIP)/K562-NFE2-ChIP-Seq(GSE31477)/Homer\n", "\t\t34 of 440 (1e-33) Pitx1(Homeobox)/Chicken-Pitx1-ChIP-Seq(GSE38910)/Homer\n", "\t\t35 of 440 (1e-32) WT1(Zf)/Kidney-WT1-ChIP-Seq(GSE90016)/Homer\n", "\t\t36 of 440 (1e-32) Elk4(ETS)/Hela-Elk4-ChIP-Seq(GSE31477)/Homer\n", "\t\t37 of 440 (1e-28) Isl1(Homeobox)/Neuron-Isl1-ChIP-Seq(GSE31456)/Homer\n", "\t\t38 of 440 (1e-27) AP-1(bZIP)/ThioMac-PU.1-ChIP-Seq(GSE21512)/Homer\n", "\t\t39 of 440 (1e-27) Nrf2(bZIP)/Lymphoblast-Nrf2-ChIP-Seq(GSE37589)/Homer\n", "\t\t40 of 440 (1e-26) Elk1(ETS)/Hela-Elk1-ChIP-Seq(GSE31477)/Homer\n", "\t\t41 of 440 (1e-24) ZNF467(Zf)/HEK293-ZNF467.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t42 of 440 (1e-23) NFE2L2(bZIP)/HepG2-NFE2L2-ChIP-Seq(Encode)/Homer\n", "\t\t43 of 440 (1e-23) E2F6(E2F)/Hela-E2F6-ChIP-Seq(GSE31477)/Homer\n", "\t\t44 of 440 (1e-23) CTCF(Zf)/CD4+-CTCF-ChIP-Seq(Barski_et_al.)/Homer\n", "\t\t45 of 440 (1e-23) ETV4(ETS)/HepG2-ETV4-ChIP-Seq(ENCODE)/Homer\n", "\t\t46 of 440 (1e-23) Fli1(ETS)/CD8-FLI-ChIP-Seq(GSE20898)/Homer\n", "\t\t47 of 440 (1e-23) Egr1(Zf)/K562-Egr1-ChIP-Seq(GSE32465)/Homer\n", "\t\t48 of 440 (1e-22) GATA:SCL(Zf,bHLH)/Ter119-SCL-ChIP-Seq(GSE18720)/Homer\n", "\t\t49 of 440 (1e-21) Egr2(Zf)/Thymocytes-Egr2-ChIP-Seq(GSE34254)/Homer\n", "\t\t50 of 440 (1e-21) Zfp281(Zf)/ES-Zfp281-ChIP-Seq(GSE81042)/Homer\n", "\t\t51 of 440 (1e-20) ETV1(ETS)/GIST48-ETV1-ChIP-Seq(GSE22441)/Homer\n", "\t\t52 of 440 (1e-19) Elf4(ETS)/BMDM-Elf4-ChIP-Seq(GSE88699)/Homer\n", "\t\t53 of 440 (1e-19) Nkx6.1(Homeobox)/Islet-Nkx6.1-ChIP-Seq(GSE40975)/Homer\n", "\t\t54 of 440 (1e-18) ZNF652/HepG2-ZNF652.Flag-ChIP-Seq(Encode)/Homer\n", "\t\t55 of 440 (1e-18) Hoxa13(Homeobox)/ChickenMSG-Hoxa13.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t56 of 440 (1e-16) Znf263(Zf)/K562-Znf263-ChIP-Seq(GSE31477)/Homer\n", "\t\t57 of 440 (1e-15) E2F4(E2F)/K562-E2F4-ChIP-Seq(GSE31477)/Homer\n", "\t\t58 of 440 (1e-15) ELF1(ETS)/Jurkat-ELF1-ChIP-Seq(SRA014231)/Homer\n", "\t\t59 of 440 (1e-15) EKLF(Zf)/Erythrocyte-Klf1-ChIP-Seq(GSE20478)/Homer\n", "\t\t60 of 440 (1e-14) GABPA(ETS)/Jurkat-GABPa-ChIP-Seq(GSE17954)/Homer\n", "\t\t61 of 440 (1e-13) CRX(Homeobox)/Retina-Crx-ChIP-Seq(GSE20012)/Homer\n", "\t\t62 of 440 (1e-13) Lhx3(Homeobox)/Neuron-Lhx3-ChIP-Seq(GSE31456)/Homer\n", "\t\t63 of 440 (1e-12) Hoxa11(Homeobox)/ChickenMSG-Hoxa11.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t64 of 440 (1e-11) STAT5(Stat)/mCD4+-Stat5-ChIP-Seq(GSE12346)/Homer\n", "\t\t65 of 440 (1e-11) ETS1(ETS)/Jurkat-ETS1-ChIP-Seq(GSE17954)/Homer\n", "\t\t66 of 440 (1e-11) ZNF317(Zf)/HEK293-ZNF317.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t67 of 440 (1e-11) En1(Homeobox)/SUM149-EN1-ChIP-Seq(GSE120957)/Homer\n", "\t\t68 of 440 (1e-10) BORIS(Zf)/K562-CTCFL-ChIP-Seq(GSE32465)/Homer\n", "\t\t69 of 440 (1e-10) MITF(bHLH)/MastCells-MITF-ChIP-Seq(GSE48085)/Homer\n", "\t\t70 of 440 (1e-10) RORg(NR)/Liver-Rorc-ChIP-Seq(GSE101115)/Homer\n", "\t\t71 of 440 (1e-10) Hoxd13(Homeobox)/ChickenMSG-Hoxd13.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t72 of 440 (1e-10) EHF(ETS)/LoVo-EHF-ChIP-Seq(GSE49402)/Homer\n", "\t\t73 of 440 (1e-10) EWS:FLI1-fusion(ETS)/SK_N_MC-EWS:FLI1-ChIP-Seq(SRA014231)/Homer\n", "\t\t74 of 440 (1e-9) RXR(NR),DR1/3T3L1-RXR-ChIP-Seq(GSE13511)/Homer\n", "\t\t75 of 440 (1e-9) ELF5(ETS)/T47D-ELF5-ChIP-Seq(GSE30407)/Homer\n", "\t\t76 of 440 (1e-9) PU.1(ETS)/ThioMac-PU.1-ChIP-Seq(GSE21512)/Homer\n", "\t\t77 of 440 (1e-9) FOXK2(Forkhead)/U2OS-FOXK2-ChIP-Seq(E-MTAB-2204)/Homer\n", "\t\t78 of 440 (1e-9) Hoxd11(Homeobox)/ChickenMSG-Hoxd11.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t79 of 440 (1e-9) PPARa(NR),DR1/Liver-Ppara-ChIP-Seq(GSE47954)/Homer\n", "\t\t80 of 440 (1e-9) PU.1-IRF(ETS:IRF)/Bcell-PU.1-ChIP-Seq(GSE21512)/Homer\n", "\t\t81 of 440 (1e-9) Stat3(Stat)/mES-Stat3-ChIP-Seq(GSE11431)/Homer\n", "\t\t82 of 440 (1e-9) Unknown(Homeobox)/Limb-p300-ChIP-Seq/Homer\n", "\t\t83 of 440 (1e-9) Hoxa9(Homeobox)/ChickenMSG-Hoxa9.Flag-ChIP-Seq(GSE86088)/Homer\n", "\t\t84 of 440 (1e-9) ETS(ETS)/Promoter/Homer\n", "\t\t85 of 440 (1e-8) HIF-1b(HLH)/T47D-HIF1b-ChIP-Seq(GSE59937)/Homer\n", "\t\t86 of 440 (1e-8) Hnf1(Homeobox)/Liver-Foxa2-Chip-Seq(GSE25694)/Homer\n", "\t\t87 of 440 (1e-8) STAT1(Stat)/HelaS3-STAT1-ChIP-Seq(GSE12782)/Homer\n", "\t\t88 of 440 (1e-8) PPARE(NR),DR1/3T3L1-Pparg-ChIP-Seq(GSE13511)/Homer\n", "\t\t89 of 440 (1e-8) Smad4(MAD)/ESC-SMAD4-ChIP-Seq(GSE29422)/Homer\n", "\t\t90 of 440 (1e-8) PR(NR)/T47D-PR-ChIP-Seq(GSE31130)/Homer\n", "\t\t91 of 440 (1e-8) ERG(ETS)/VCaP-ERG-ChIP-Seq(GSE14097)/Homer\n", "\t\t92 of 440 (1e-8) MafK(bZIP)/C2C12-MafK-ChIP-Seq(GSE36030)/Homer\n", "\t\t93 of 440 (1e-8) MafB(bZIP)/BMM-Mafb-ChIP-Seq(GSE75722)/Homer\n", "\t\t94 of 440 (1e-8) FOXP1(Forkhead)/H9-FOXP1-ChIP-Seq(GSE31006)/Homer\n", "\t\t95 of 440 (1e-7) E2F3(E2F)/MEF-E2F3-ChIP-Seq(GSE71376)/Homer\n", "\t\t96 of 440 (1e-7) E2F7(E2F)/Hela-E2F7-ChIP-Seq(GSE32673)/Homer\n", "\t\t97 of 440 (1e-7) Lhx1(Homeobox)/EmbryoCarcinoma-Lhx1-ChIP-Seq(GSE70957)/Homer\n", "\t\t98 of 440 (1e-7) Smad2(MAD)/ES-SMAD2-ChIP-Seq(GSE29422)/Homer\n", "\t\t99 of 440 (1e-7) Nanog(Homeobox)/mES-Nanog-ChIP-Seq(GSE11724)/Homer\n", "\t\t100 of 440 (1e-7) Max(bHLH)/K562-Max-ChIP-Seq(GSE31477)/Homer\n", "\t\t101 of 440 (1e-7) DLX2(Homeobox)/BasalGanglia-Dlx2-ChIP-seq(GSE124936)/Homer\n", "\t\t102 of 440 (1e-7) MafA(bZIP)/Islet-MafA-ChIP-Seq(GSE30298)/Homer\n", "\t\t103 of 440 (1e-7) ZFX(Zf)/mES-Zfx-ChIP-Seq(GSE11431)/Homer\n", "\t\t104 of 440 (1e-7) DLX1(Homeobox)/BasalGanglia-Dlx1-ChIP-seq(GSE124936)/Homer\n", "\t\t105 of 440 (1e-7) E2F1(E2F)/Hela-E2F1-ChIP-Seq(GSE22478)/Homer\n", "\t\t106 of 440 (1e-7) CHR(?)/Hela-CellCycle-Expression/Homer\n", "\t\t107 of 440 (1e-6) Ets1-distal(ETS)/CD4+-PolII-ChIP-Seq(Barski_et_al.)/Homer\n", "\t\t108 of 440 (1e-6) MafF(bZIP)/HepG2-MafF-ChIP-Seq(GSE31477)/Homer\n", "\t\t109 of 440 (1e-6) USF1(bHLH)/GM12878-Usf1-ChIP-Seq(GSE32465)/Homer\n", "\t\t110 of 440 (1e-6) LRF(Zf)/Erythroblasts-ZBTB7A-ChIP-Seq(GSE74977)/Homer\n", "\t\t111 of 440 (1e-6) Foxo3(Forkhead)/U2OS-Foxo3-ChIP-Seq(E-MTAB-2701)/Homer\n", "\t\t112 of 440 (1e-6) SpiB(ETS)/OCILY3-SPIB-ChIP-Seq(GSE56857)/Homer\n", "\t\t113 of 440 (1e-6) p53(p53)/mES-cMyc-ChIP-Seq(GSE11431)/Homer\n", "\t\t114 of 440 (1e-6) Tbox:Smad(T-box,MAD)/ESCd5-Smad2_3-ChIP-Seq(GSE29422)/Homer\n", "\t\t115 of 440 (1e-6) Otx2(Homeobox)/EpiLC-Otx2-ChIP-Seq(GSE56098)/Homer\n", "\t\t116 of 440 (1e-6) MYNN(Zf)/HEK293-MYNN.eGFP-ChIP-Seq(Encode)/Homer\n", "\t\t117 of 440 (1e-6) YY1(Zf)/Promoter/Homer\n", "\t\t118 of 440 (1e-6) SPDEF(ETS)/VCaP-SPDEF-ChIP-Seq(SRA014231)/Homer\n", "\t\t119 of 440 (1e-5) NeuroD1(bHLH)/Islet-NeuroD1-ChIP-Seq(GSE30298)/Homer\n", "\t\t120 of 440 (1e-5) SCL(bHLH)/HPC7-Scl-ChIP-Seq(GSE13511)/Homer\n", "\t\t121 of 440 (1e-5) IRF3(IRF)/BMDM-Irf3-ChIP-Seq(GSE67343)/Homer\n", "\t\t122 of 440 (1e-5) GFY-Staf(?,Zf)/Promoter/Homer\n", "\t\t123 of 440 (1e-5) Foxf1(Forkhead)/Lung-Foxf1-ChIP-Seq(GSE77951)/Homer\n", "\t\t124 of 440 (1e-5) Foxo1(Forkhead)/RAW-Foxo1-ChIP-Seq(Fan_et_al.)/Homer\n", "\t\t125 of 440 (1e-5) CLOCK(bHLH)/Liver-Clock-ChIP-Seq(GSE39860)/Homer\n", "\t\t126 of 440 (1e-5) ETS:E-box(ETS,bHLH)/HPC7-Scl-ChIP-Seq(GSE22178)/Homer\n", "\t\t127 of 440 (1e-5) Atoh1(bHLH)/Cerebellum-Atoh1-ChIP-Seq(GSE22111)/Homer\n", "\t\t128 of 440 (1e-5) Tbr1(T-box)/Cortex-Tbr1-ChIP-Seq(GSE71384)/Homer\n", "\t\t129 of 440 (1e-4) STAT4(Stat)/CD4-Stat4-ChIP-Seq(GSE22104)/Homer\n", "\t\t130 of 440 (1e-4) Sox3(HMG)/NPC-Sox3-ChIP-Seq(GSE33059)/Homer\n", "\t\t131 of 440 (1e-4) c-Myc(bHLH)/LNCAP-cMyc-ChIP-Seq(Unpublished)/Homer\n", "\t\t132 of 440 (1e-4) LHX9(Homeobox)/Hct116-LHX9.V5-ChIP-Seq(GSE116822)/Homer\n", "\t\t133 of 440 (1e-4) ELF3(ETS)/PDAC-ELF3-ChIP-Seq(GSE64557)/Homer\n", "\t\t134 of 440 (1e-4) Stat3+il21(Stat)/CD4-Stat3-ChIP-Seq(GSE19198)/Homer\n", "\t\t135 of 440 (1e-4) DLX5(Homeobox)/BasalGanglia-Dlx5-ChIP-seq(GSE124936)/Homer\n", "\t\t136 of 440 (1e-4) CEBP:AP1(bZIP)/ThioMac-CEBPb-ChIP-Seq(GSE21512)/Homer\n", "\t\t137 of 440 (1e-4) AR-halfsite(NR)/LNCaP-AR-ChIP-Seq(GSE27824)/Homer\n", "\t\t138 of 440 (1e-4) Six1(Homeobox)/Myoblast-Six1-ChIP-Chip(GSE20150)/Homer\n", "\t\t139 of 440 (1e-4) Tcf12(bHLH)/GM12878-Tcf12-ChIP-Seq(GSE32465)/Homer\n", "\t\t140 of 440 (1e-4) CArG(MADS)/PUER-Srf-ChIP-Seq(Sullivan_et_al.)/Homer\n", "\t\t141 of 440 (1e-3) Etv2(ETS)/ES-ER71-ChIP-Seq(GSE59402)/Homer\n", "\t\t142 of 440 (1e-3) Zfp57(Zf)/H1-ZFP57.HA-ChIP-Seq(GSE115387)/Homer\n", "\t\t143 of 440 (1e-3) NFY(CCAAT)/Promoter/Homer\n", "\t\t144 of 440 (1e-3) PU.1:IRF8(ETS:IRF)/pDC-Irf8-ChIP-Seq(GSE66899)/Homer\n", "\t\t145 of 440 (1e-3) NPAS(bHLH)/Liver-NPAS-ChIP-Seq(GSE39860)/Homer\n", "\t\t146 of 440 (1e-3) EWS:ERG-fusion(ETS)/CADO_ES1-EWS:ERG-ChIP-Seq(SRA014231)/Homer\n", "\t\t147 of 440 (1e-3) FOXK1(Forkhead)/HEK293-FOXK1-ChIP-Seq(GSE51673)/Homer\n", "\t\t148 of 440 (1e-3) Zic2(Zf)/ESC-Zic2-ChIP-Seq(SRP197560)/Homer\n", "\t\t149 of 440 (1e-3) MNT(bHLH)/HepG2-MNT-ChIP-Seq(Encode)/Homer\n", "\t\t150 of 440 (1e-3) IRF2(IRF)/Erythroblas-IRF2-ChIP-Seq(GSE36985)/Homer\n", "\t\t151 of 440 (1e-3) Tcf21(bHLH)/ArterySmoothMuscle-Tcf21-ChIP-Seq(GSE61369)/Homer\n", "\t\t152 of 440 (1e-3) BHLHA15(bHLH)/NIH3T3-BHLHB8.HA-ChIP-Seq(GSE119782)/Homer\n", "\t\t153 of 440 (1e-3) Ap4(bHLH)/AML-Tfap4-ChIP-Seq(GSE45738)/Homer\n", "\t\t154 of 440 (1e-3) IRF8(IRF)/BMDM-IRF8-ChIP-Seq(GSE77884)/Homer\n", "\t\t155 of 440 (1e-3) NFAT(RHD)/Jurkat-NFATC1-ChIP-Seq(Jolma_et_al.)/Homer\n", "\t\t156 of 440 (1e-3) Unknown-ESC-element(?)/mES-Nanog-ChIP-Seq(GSE11724)/Homer\n", "\t\t157 of 440 (1e-3) Sox9(HMG)/Limb-SOX9-ChIP-Seq(GSE73225)/Homer\n", "\t\t158 of 440 (1e-3) MyoG(bHLH)/C2C12-MyoG-ChIP-Seq(GSE36024)/Homer\n", "\t\t159 of 440 (1e-3) Six2(Homeobox)/NephronProgenitor-Six2-ChIP-Seq(GSE39837)/Homer\n", "\t\t160 of 440 (1e-3) Lhx2(Homeobox)/HFSC-Lhx2-ChIP-Seq(GSE48068)/Homer\n", "\t\t161 of 440 (1e-3) GSC(Homeobox)/FrogEmbryos-GSC-ChIP-Seq(DRA000576)/Homer\n", "\t\t162 of 440 (1e-3) HNF1b(Homeobox)/PDAC-HNF1B-ChIP-Seq(GSE64557)/Homer\n", "\t\t163 of 440 (1e-3) IRF4(IRF)/GM12878-IRF4-ChIP-Seq(GSE32465)/Homer\n", "\t\t164 of 440 (1e-3) Prop1(Homeobox)/GHFT1-PROP1.biotin-ChIP-Seq(GSE77302)/Homer\n", "\t\t165 of 440 (1e-3) NeuroG2(bHLH)/Fibroblast-NeuroG2-ChIP-Seq(GSE75910)/Homer\n", "\t\t166 of 440 (1e-3) BMAL1(bHLH)/Liver-Bmal1-ChIP-Seq(GSE39860)/Homer\n", "\t\t167 of 440 (1e-3) ZNF189(Zf)/HEK293-ZNF189.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t168 of 440 (1e-3) EBF1(EBF)/Near-E2A-ChIP-Seq(GSE21512)/Homer\n", "\t\t169 of 440 (1e-3) HIF2a(bHLH)/785_O-HIF2a-ChIP-Seq(GSE34871)/Homer\n", "\t\t170 of 440 (1e-3) E2F(E2F)/Hela-CellCycle-Expression/Homer\n", "\t\t171 of 440 (1e-2) Rfx6(HTH)/Min6b1-Rfx6.HA-ChIP-Seq(GSE62844)/Homer\n", "\t\t172 of 440 (1e-2) EBF2(EBF)/BrownAdipose-EBF2-ChIP-Seq(GSE97114)/Homer\n", "\t\t173 of 440 (1e-2) Zac1(Zf)/Neuro2A-Plagl1-ChIP-Seq(GSE75942)/Homer\n", "\t\t174 of 440 (1e-2) VDR(NR),DR3/GM10855-VDR+vitD-ChIP-Seq(GSE22484)/Homer\n", "\t\t175 of 440 (1e-2) Rbpj1(?)/Panc1-Rbpj1-ChIP-Seq(GSE47459)/Homer\n", "\t\t176 of 440 (1e-2) STAT6(Stat)/Macrophage-Stat6-ChIP-Seq(GSE38377)/Homer\n", "\t\t177 of 440 (1e-2) Ascl1(bHLH)/NeuralTubes-Ascl1-ChIP-Seq(GSE55840)/Homer\n", "\t\t178 of 440 (1e-2) n-Myc(bHLH)/mES-nMyc-ChIP-Seq(GSE11431)/Homer\n", "\t\t179 of 440 (1e-2) MyoD(bHLH)/Myotube-MyoD-ChIP-Seq(GSE21614)/Homer\n", "\t\t180 of 440 (1e-2) FOXA1(Forkhead)/MCF7-FOXA1-ChIP-Seq(GSE26831)/Homer\n", "\t\t181 of 440 (1e-2) Zfp809(Zf)/ES-Zfp809-ChIP-Seq(GSE70799)/Homer\n", "\t\t182 of 440 (1e-2) Sox21(HMG)/ESC-SOX21-ChIP-Seq(GSE110505)/Homer\n", "\t\t183 of 440 (1e-2) CRE(bZIP)/Promoter/Homer\n", "\t\t184 of 440 (1e-2) RUNX1(Runt)/Jurkat-RUNX1-ChIP-Seq(GSE29180)/Homer\n", "\t\t185 of 440 (1e-2) JunD(bZIP)/K562-JunD-ChIP-Seq/Homer\n", "\t\t186 of 440 (1e-2) Foxa3(Forkhead)/Liver-Foxa3-ChIP-Seq(GSE77670)/Homer\n", "\t\t187 of 440 (1e-2) FOXA1(Forkhead)/LNCAP-FOXA1-ChIP-Seq(GSE27824)/Homer\n", "\t\t188 of 440 (1e-2) ZNF711(Zf)/SHSY5Y-ZNF711-ChIP-Seq(GSE20673)/Homer\n", "\t\t189 of 440 (1e-2) TCF4(bHLH)/SHSY5Y-TCF4-ChIP-Seq(GSE96915)/Homer\n", "\t\t190 of 440 (1e-2) PRDM15(Zf)/ESC-Prdm15-ChIP-Seq(GSE73694)/Homer\n", "\t\t191 of 440 (1e-2) Esrrb(NR)/mES-Esrrb-ChIP-Seq(GSE11431)/Homer\n", "\t\t192 of 440 (1e-2) ZNF692(Zf)/HEK293-ZNF692.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t193 of 440 (1e-2) PRDM1(Zf)/Hela-PRDM1-ChIP-Seq(GSE31477)/Homer\n", "\t\t194 of 440 (1e-2) Sox10(HMG)/SciaticNerve-Sox3-ChIP-Seq(GSE35132)/Homer\n", "\t\t195 of 440 (1e-2) Zic(Zf)/Cerebellum-ZIC1.2-ChIP-Seq(GSE60731)/Homer\n", "\t\t196 of 440 (1e-2) PRDM14(Zf)/H1-PRDM14-ChIP-Seq(GSE22767)/Homer\n", "\t\t197 of 440 (1e-2) Myf5(bHLH)/GM-Myf5-ChIP-Seq(GSE24852)/Homer\n", "\t\t198 of 440 (1e-2) Barx1(Homeobox)/Stomach-Barx1.3xFlag-ChIP-Seq(GSE69483)/Homer\n", "\t\t199 of 440 (1e-2) IRF1(IRF)/PBMC-IRF1-ChIP-Seq(GSE43036)/Homer\n", "\t\t200 of 440 (1e-2) AP-2gamma(AP2)/MCF7-TFAP2C-ChIP-Seq(GSE21234)/Homer\n", "\t\t201 of 440 (1e-2) bHLHE40(bHLH)/HepG2-BHLHE40-ChIP-Seq(GSE31477)/Homer\n", "\t\t202 of 440 (1e-2) ZBTB18(Zf)/HEK293-ZBTB18.GFP-ChIP-Seq(GSE58341)/Homer\n", "\t\t203 of 440 (1e-2) TR4(NR),DR1/Hela-TR4-ChIP-Seq(GSE24685)/Homer\n", "\t\t204 of 440 (1e-2) Olig2(bHLH)/Neuron-Olig2-ChIP-Seq(GSE30882)/Homer\n", "\t\t205 of 440 (1e-2) HNF4a(NR),DR1/HepG2-HNF4a-ChIP-Seq(GSE25021)/Homer\n", "\t\t206 of 440 (1e-2) Twist2(bHLH)/Myoblast-Twist2.Ty1-ChIP-Seq(GSE127998)/Homer\n", "\t\t207 of 440 (1e-2) FOXM1(Forkhead)/MCF7-FOXM1-ChIP-Seq(GSE72977)/Homer\n", "\t\t208 of 440 (1e-2) RORgt(NR)/EL4-RORgt.Flag-ChIP-Seq(GSE56019)/Homer\n", "\t\t209 of 440 (1e-2) RORgt(NR)/EL4-RORgt.Flag-ChIP-Seq(GSE56019)/Homer\n", "\t\t210 of 440 (1e-2) STAT6(Stat)/CD4-Stat6-ChIP-Seq(GSE22104)/Homer\n", "\t\t211 of 440 (1e-2) RUNX2(Runt)/PCa-RUNX2-ChIP-Seq(GSE33889)/Homer\n", "\t\t212 of 440 (1e-2) Eomes(T-box)/H9-Eomes-ChIP-Seq(GSE26097)/Homer\n", "\t\t213 of 440 (1e-2) Six4(Homeobox)/MCF7-SIX4-ChIP-Seq(Encode)/Homer\n", "\t\t214 of 440 (1e-2) ZNF341(Zf)/EBV-ZNF341-ChIP-Seq(GSE113194)/Homer\n", "\t\t215 of 440 (1e-2) Foxa2(Forkhead)/Liver-Foxa2-ChIP-Seq(GSE25694)/Homer\n", "\tSkipping...\n", "\tJob finished - if results look good, please send beer to ..\n", "\n", "\tCleaning up tmp files...\n", "\n" ] } ], "source": [ "cc.tl.call_motif(\"peak_k562.bed\",reference =\"hg38\",save_homer = \"Homer/peak_k562\", \n", " homer_path = \"/home/juanru/miniconda3/bin/\", num_cores=12)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "cec9150e-ba7a-4456-a639-f3deba11bcb4", "metadata": {}, "source": [ "In the motif analysis result, SP1 motif and many other family members rank top.\n", "\n", "\n", "\"drawing\"" ] }, { "attachments": {}, "cell_type": "markdown", "id": "f1b845e7-4c53-4e9b-ac75-09835fdcf140", "metadata": {}, "source": [ "Next we want to identify binding sites that are differentially bound in K562 and Hct-116 cells. This can be challenging as the two samples may have slightly shifted peaks centers at a given genomic region, leading to false positive differential peak calls. To handle this, Pycallingcards first combines the insertions from the two samples and calls peaks on the joint dataset. We do this using [bedtools](https://bedtools.readthedocs.io/en/latest/) and [pybedtools](https://daler.github.io/pybedtools/)." ] }, { "cell_type": "code", "execution_count": 22, "id": "b52960e7-de85-4852-b42a-39f10a24719d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEnd
0chr12968430087
1chr13623938107
2chr1198893201208
3chr1203351207161
4chr1265549266336
............
10445chrY1515825015158653
10446chrY1698544216985845
10447chrY1975331119753714
10448chrY2101113321011828
10449chrY5695257456957328
\n", "

10450 rows × 3 columns

\n", "
" ], "text/plain": [ " Chr Start End\n", "0 chr1 29684 30087\n", "1 chr1 36239 38107\n", "2 chr1 198893 201208\n", "3 chr1 203351 207161\n", "4 chr1 265549 266336\n", "... ... ... ...\n", "10445 chrY 15158250 15158653\n", "10446 chrY 16985442 16985845\n", "10447 chrY 19753311 19753714\n", "10448 chrY 21011133 21011828\n", "10449 chrY 56952574 56957328\n", "\n", "[10450 rows x 3 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pybedtools\n", "peak = cc.rd.combine_qbed([peak_data_HCT116, peak_data_K562])\n", "peak = pybedtools.BedTool.from_dataframe(peak).merge().to_dataframe() \n", "peak_data = peak.rename(columns={\"chrom\":\"Chr\", \"start\":\"Start\", \"end\":\"End\"})\n", "peak_data " ] }, { "attachments": {}, "cell_type": "markdown", "id": "6b6b4e1c-aa69-4138-89ac-3d38c8d47fa8", "metadata": {}, "source": [ "We can now visualize the peaks called on the joint dataset." ] }, { "cell_type": "code", "execution_count": 23, "id": "09a124e5-a6b8-4f1c-ad8c-f65fc80eb192", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chr1\",999921,1000324,15000,peak_data, HCT116_SP1, \"hg38\", HCT116_brd4, font_size=2,\n", " figsize = (30,10),peak_line = 2,save = False,plotsize = [1,1,3], example_length = 1000,\n", " title = \"HCT116_SP1\")\n", "cc.pl.draw_area(\"chr1\",999921,1000324,15000,peak_data, K562_SP1, \"hg38\", K562_brd4, font_size=2,\n", " figsize = (30,10),peak_line = 2,save = False,plotsize = [1,1,3], example_length = 1000,\n", " title = \"K562_SP1\")" ] }, { "cell_type": "code", "execution_count": 24, "id": "29b845fc-22e5-42b7-8608-5c7bce72afc7", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chr10\",3048452,3049913,60000,peak_data, HCT116_SP1, \"hg38\", HCT116_brd4, font_size=2,\n", " figsize = (30,14), peak_line = 3,save = False, bins = 200, plotsize = [1,1,5], \n", " example_length = 1000, title = \"HCT116_SP1\")\n", "cc.pl.draw_area(\"chr10\",3048452,3049913,60000,peak_data, K562_SP1, \"hg38\", K562_brd4, font_size=2,\n", " figsize = (30,14), peak_line = 3,save = False, bins = 200, plotsize = [1,1,5], \n", " example_length = 1000, title = \"K562_SP1\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "e6cc472e-8033-4218-84d7-14cd9fb42b04", "metadata": {}, "source": [ "The results seem to be good! Congratulations! Now we can annotate the peaks using bedtools." ] }, { "cell_type": "code", "execution_count": 25, "id": "b9667e0d-1c52-4f90-8dad-14ced2da1973", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "In the bedtools method, we would use bedtools in the default path. Set bedtools path by 'bedtools_path' if needed.\n" ] }, { "data": { "text/html": [ "
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ChrStartEndNearest Refseq1Gene Name1Direction1Distance1Nearest Refseq2Gene Name2Direction2Distance2
0chr12968430087NR_036051MIR1302-2+279NR_024540WASH7P--315
1chr13623938107NR_026818FAM138A--159NR_036051MIR1302-2+-5737
2chr1198893201208NR_026823FAM138D-3921NR_107063MIR6859-3--10936
3chr1203351207161NR_026823FAM138D-0NR_107063MIR6859-3--15394
4chr1265549266336NR_026823FAM138D--58953NR_107063MIR6859-3--77592
....................................
10445chrY1515825015158653NM_001206850NLGN4Y+-314283NR_046504NLGN4Y-AS1--354218
10446chrY1698544216985845NR_028083FAM41AY1+515113NR_002160FAM224B-589316
10447chrY1975331119753714NM_001146706KDM5D--8373NR_045128TXLNGY+-146142
10448chrY2101113321011828NM_001039567RPS4Y2+-230102NM_001282471PRORY-371146
10449chrY5695257456957328NM_005840SPRY3+0NM_001145149VAMP7+110472
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10450 rows × 11 columns

\n", "
" ], "text/plain": [ " Chr Start End Nearest Refseq1 Gene Name1 Direction1 \\\n", "0 chr1 29684 30087 NR_036051 MIR1302-2 + \n", "1 chr1 36239 38107 NR_026818 FAM138A - \n", "2 chr1 198893 201208 NR_026823 FAM138D - \n", "3 chr1 203351 207161 NR_026823 FAM138D - \n", "4 chr1 265549 266336 NR_026823 FAM138D - \n", "... ... ... ... ... ... ... \n", "10445 chrY 15158250 15158653 NM_001206850 NLGN4Y + \n", "10446 chrY 16985442 16985845 NR_028083 FAM41AY1 + \n", "10447 chrY 19753311 19753714 NM_001146706 KDM5D - \n", "10448 chrY 21011133 21011828 NM_001039567 RPS4Y2 + \n", "10449 chrY 56952574 56957328 NM_005840 SPRY3 + \n", "\n", " Distance1 Nearest Refseq2 Gene Name2 Direction2 Distance2 \n", "0 279 NR_024540 WASH7P - -315 \n", "1 -159 NR_036051 MIR1302-2 + -5737 \n", "2 3921 NR_107063 MIR6859-3 - -10936 \n", "3 0 NR_107063 MIR6859-3 - -15394 \n", "4 -58953 NR_107063 MIR6859-3 - -77592 \n", "... ... ... ... ... ... \n", "10445 -314283 NR_046504 NLGN4Y-AS1 - -354218 \n", "10446 515113 NR_002160 FAM224B - 589316 \n", "10447 -8373 NR_045128 TXLNGY + -146142 \n", "10448 -230102 NM_001282471 PRORY - 371146 \n", "10449 0 NM_001145149 VAMP7 + 110472 \n", "\n", "[10450 rows x 11 columns]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "peak_annotation = cc.pp.annotation(peak_data, reference = \"hg38\")\n", "peak_annotation = cc.pp.combine_annotation(peak_data,peak_annotation)\n", "peak_annotation" ] }, { "attachments": {}, "cell_type": "markdown", "id": "26bfc6b6-21e6-4542-ae87-b4ab7ca34f0d", "metadata": {}, "source": [ "Combine the two experiment qbed files to make anndata object." ] }, { "cell_type": "code", "execution_count": 26, "id": "f3ef4671-ed4f-441a-8580-5479c03f4f79", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodes
0chr11652916533163-GCTCCTAAGTACGTTC-1
1chr1298842988810+CTCACACCAGACGCTC-1
2chr12988429888155+TGGCCAGCACCCATTC-1
3chr12988429888285+GTGGGTCCACGGCCAT-1
4chr129884298887+CGTCTACTCAACACGT-1
.....................
77205chrY25518788255187922+TGGGCGTTCGAACGGA-1
77206chrY569876335698763713+CAGTCCTAGGCACATG-1
77207chrY570808555708085917+CGGAGCTCATCGACGC-1
77208chrY57080855570808597+GTAACGTAGTTACGGG-1
77209chrY57080855570808599+TCAGCAAGTTGAACTC-1
\n", "

404675 rows × 6 columns

\n", "
" ], "text/plain": [ " Chr Start End Reads Direction Barcodes\n", "0 chr1 16529 16533 163 - GCTCCTAAGTACGTTC-1\n", "1 chr1 29884 29888 10 + CTCACACCAGACGCTC-1\n", "2 chr1 29884 29888 155 + TGGCCAGCACCCATTC-1\n", "3 chr1 29884 29888 285 + GTGGGTCCACGGCCAT-1\n", "4 chr1 29884 29888 7 + CGTCTACTCAACACGT-1\n", "... ... ... ... ... ... ...\n", "77205 chrY 25518788 25518792 2 + TGGGCGTTCGAACGGA-1\n", "77206 chrY 56987633 56987637 13 + CAGTCCTAGGCACATG-1\n", "77207 chrY 57080855 57080859 17 + CGGAGCTCATCGACGC-1\n", "77208 chrY 57080855 57080859 7 + GTAACGTAGTTACGGG-1\n", "77209 chrY 57080855 57080859 9 + TCAGCAAGTTGAACTC-1\n", "\n", "[404675 rows x 6 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp_qbed = pd.concat([K562_SP1,HCT116_SP1])\n", "exp_qbed" ] }, { "attachments": {}, "cell_type": "markdown", "id": "23f98237-226e-45cc-96e1-01bc2dfa4641", "metadata": {}, "source": [ "Read the barcode file." ] }, { "cell_type": "code", "execution_count": 27, "id": "09df1e5d-248e-4634-9ce5-e5295cf98ef2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Indexcluster
0AAACCTGAGAAAGTGG-1HCT116
1AAACCTGAGACCGGAT-1K562
2AAACCTGAGACTAGAT-1HCT116
3AAACCTGAGAGCTTCT-1HCT116
4AAACCTGAGAGTACCG-1HCT116
.........
52206TTTGTCATCTCCGGTT-1K562
52207TTTGTCATCTCGATGA-1K562
52208TTTGTCATCTCTAAGG-1K562
52209TTTGTCATCTGGAGCC-1HCT116
52210TTTGTCATCTTGGGTA-1HCT116
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51079 rows × 2 columns

\n", "
" ], "text/plain": [ " Index cluster\n", "0 AAACCTGAGAAAGTGG-1 HCT116\n", "1 AAACCTGAGACCGGAT-1 K562\n", "2 AAACCTGAGACTAGAT-1 HCT116\n", "3 AAACCTGAGAGCTTCT-1 HCT116\n", "4 AAACCTGAGAGTACCG-1 HCT116\n", "... ... ...\n", "52206 TTTGTCATCTCCGGTT-1 K562\n", "52207 TTTGTCATCTCGATGA-1 K562\n", "52208 TTTGTCATCTCTAAGG-1 K562\n", "52209 TTTGTCATCTGGAGCC-1 HCT116\n", "52210 TTTGTCATCTTGGGTA-1 HCT116\n", "\n", "[51079 rows x 2 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "barcodes = cc.datasets.SP1_K562HCT116_data(data = \"barcodes\")\n", "barcodes = barcodes.drop_duplicates(subset=['Index'])\n", "barcodes" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ef1bc759-6e03-45c7-95b4-fdbfe19141b3", "metadata": {}, "source": [ "Now we will connect the peaks (and insertions under the peaks) to the cell barcode data. To do so, we will use the qbed data, peak data and barcodes data to make a cell by peak anndata object." ] }, { "cell_type": "code", "execution_count": 28, "id": "5ce9d309-8726-4fd4-b45f-81fdf0c8c9db", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 24/24 [00:02<00:00, 10.77it/s]\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 51079 × 10450\n", " obs: 'cluster'\n", " var: 'Chr', 'Start', 'End', 'Nearest Refseq1', 'Gene Name1', 'Direction1', 'Distance1', 'Nearest Refseq2', 'Gene Name2', 'Direction2', 'Distance2'" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_cc = cc.pp.make_Anndata(exp_qbed, peak_annotation, barcodes)\n", "adata_cc" ] }, { "attachments": {}, "cell_type": "markdown", "id": "b8d65da5-79ea-49b4-bcf8-4f8cc780295b", "metadata": {}, "source": [ "Although one peak should have many insertions, there is a chance that all the cells from the peak were filtered by the RNA preprocesssing. In this case, we advise to filter the peaks. Additionally, we also recommend to filter cells that have very few insertions." ] }, { "cell_type": "code", "execution_count": 29, "id": "5ce39521-773e-4bd1-924e-69309c0b9ef9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 51079 × 10448\n", " obs: 'cluster'\n", " var: 'Chr', 'Start', 'End', 'Nearest Refseq1', 'Gene Name1', 'Direction1', 'Distance1', 'Nearest Refseq2', 'Gene Name2', 'Direction2', 'Distance2', 'n_counts', 'n_cells'" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cc.pp.filter_peaks(adata_cc, min_counts = 5)\n", "cc.pp.filter_peaks(adata_cc, min_cells = 5)\n", "adata_cc" ] }, { "attachments": {}, "cell_type": "markdown", "id": "362ff002-92d8-43f3-aacf-9c6ebc66fc42", "metadata": {}, "source": [ "Next we can perform differential peak analysis to determine which peaks are cell type specific. In this example, we use the *fisher exact test* to find peaks enriched in K562 versus Hct116 cells." ] }, { "cell_type": "code", "execution_count": 30, "id": "25ac3b84-2dac-4308-8bca-5daa00397877", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2/2 [00:55<00:00, 27.99s/it]\n" ] } ], "source": [ "cc.tl.rank_peak_groups(adata_cc, \"cluster\", method = 'fisher_exact', key_added = 'fisher_exact')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ccf75824-b658-4d7b-b08a-49f2cdb2cc1f", "metadata": {}, "source": [ "We can plot the results for differential peak analysis." ] }, { "cell_type": "code", "execution_count": 31, "id": "06091dec-a458-4f2f-b614-6665b315c084", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.rank_peak_groups(adata_cc, key = 'fisher_exact')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "7ef3c054-8b27-48f4-9642-bd154bfc7879", "metadata": {}, "source": [ "Now let's visualize some peaks that are differentially bound. The colored ones are the insertions for the cluster of interest (i.e. cell type) and the grey ones are insertions in the rest of the clusters. In this case there are only two clusters, HCT116 and K562. We observe large differences in Sp1 binding in HCT116 and K562 cells." ] }, { "cell_type": "code", "execution_count": 32, "id": "6eb89e41-fa42-4e51-857d-2626d2c88ac3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodes
0chr130238302423+TTTACTGCATAAAGGT-1
1chr130355303592-ATCACGAAGAGTAATC-1
2chr1303553035970+TTGAACGCAAATCCGT-1
3chr131101311052+CCTCAGTCATCAGTAC-1
4chr132116321205+CTAGTGAAGACAAAGG-1
.....................
37769chrY18037315180373199-GCAGTTAAGATCTGAA-1
37770chrY2403650424036508168+GCAGTTAAGATCTGAA-1
37771chrY2403650424036508508+CATATGGCAGCCAGAA-1
37772chrY256336222563362613-GCAGTTAAGATCTGAA-1
37773chrY256336222563362632-CATATGGCAGCCAGAA-1
\n", "

145159 rows × 6 columns

\n", "
" ], "text/plain": [ " Chr Start End Reads Direction Barcodes\n", "0 chr1 30238 30242 3 + TTTACTGCATAAAGGT-1\n", "1 chr1 30355 30359 2 - ATCACGAAGAGTAATC-1\n", "2 chr1 30355 30359 70 + TTGAACGCAAATCCGT-1\n", "3 chr1 31101 31105 2 + CCTCAGTCATCAGTAC-1\n", "4 chr1 32116 32120 5 + CTAGTGAAGACAAAGG-1\n", "... ... ... ... ... ... ...\n", "37769 chrY 18037315 18037319 9 - GCAGTTAAGATCTGAA-1\n", "37770 chrY 24036504 24036508 168 + GCAGTTAAGATCTGAA-1\n", "37771 chrY 24036504 24036508 508 + CATATGGCAGCCAGAA-1\n", "37772 chrY 25633622 25633626 13 - GCAGTTAAGATCTGAA-1\n", "37773 chrY 25633622 25633626 32 - CATATGGCAGCCAGAA-1\n", "\n", "[145159 rows x 6 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bg_qbed = pd.concat([K562_brd4, HCT116_brd4])\n", "bg_qbed" ] }, { "attachments": {}, "cell_type": "markdown", "id": "b94a3817", "metadata": {}, "source": [ "In the tracks above, we see a strong peak on Chr 15 in HCT116 cell (purple) that is not present in K562 cells (red)" ] }, { "cell_type": "code", "execution_count": 33, "id": "a8e83b77-f304-40c0-8f13-53db53b4a19e", "metadata": {}, "outputs": [ { "data": { "image/png": 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M5WCZbQsAAIS67A4matBEyl9AGvmmZ/sVi/a9bmdyYn/D/t2eB/xLxhm3PbmPz+lB72GZ/m9m0H9Wp477vUkOBeLeP1SZHXxx6rg0uHfgZsoPlOw6t+aWFSlz+jkG2c/ssV8sRvpza+ifV3Py6kP+Yiao8uJ56dPXAvc9UPFG6eTf3u/v7+cHgQ40BYC8xNsBg4EaaJjB0+v57Brs5U0/Cc8tc45sntghJSVFvXr1MgTl16lTRwsXLlTZsmWzrR2ZWSwWTZ48Wa+88or++ecfu9+fO3dO586d0+bNmzVu3DjdddddWrVqlcOy1q5dqzfffFO//fabUlMdD6g/efKkTp48qd9//13Dhg1Tp06dNHr0aJUvX96vrwvZIyzsWkfj8uXL1aJFi+A1BgAA5Bq5M+g/N/L2hipjxphgBCb4c5ayUmWlg7vN1x0Wbg2wDoSNK10H/LfrEryHK4FaCt5fD4a97cgqUsw4UMBfD7EC0VFh+f+fjv4Wi2dd+1tcveR7XXOmSddVcf8+LJvnPsjHkm7N17az7+3K6wp7OXM/s20BAIBQF4xgor3bPd8ntqR/6s5pnAWB+2UQtwf38Tk9sDgp4dr/zcyonNXv86WO3QJ7XR+oe/9QZWbwRZEoac4U+3R/r0ISCNl1bvVmEEsoyunnGGQ/s+eQCZ/mnPNqTl19yF88ubYJ1PdA45bS+hWe71c0SnrsBcdt8WVAX6ADTQEgLzF7vZk1n7f7meXp9XwoD/biuWXOkY3XDpcvX9ZDDz2k+fPn29LuuusuzZs3TzExMS73LViwoJo3b26qnnr16pluU1pamvr06aOpU6ca0suWLauKFSuqaNGiSkhI0N69e3XhwgW35a1evVpLly41pIWFhemGG25Q2bJlFRkZqUOHDumvv/6y/X7OnDnasGGDVqxYoWrVqpluOwAAAHIvgv5zCm9vqII147yZWcqm/Nc6E7qZEfp3tJHWLTdff93GgRn5v2GlNPYj13nW/yY99Hj2v++BXAreXw+GPe3IygjuD9RDrEB0VFxMkuZ95zrYoF0X1wNHPGEmUDz+hLmyzOaDa8W8DPoP5Q5YAAAAKTjBRIf3eZY/Y+B7XuMqCNyfAbJm7j9yemBx4jlrn0bGa3Q2o7Iz504H9ro+kPf+ocrU4AuLi98ptAdZZ9e51ZtBLKEmr57j4Rszx/7FJOlilrRQP6/mxNWH/MWbaxt/fw+c8HKW/8j81nZk5euAvkAHmgJAXmLmntbRdam3+5nlzfV8qA724rllzpFN1w6JiYnq2LGjYYb8e+65Rz/88IMKFy7sdv8yZcpowYIFfm9X7969NW3aNEnW4Pzu3bvrlVdeUZ06dQz5LBaLtm3bptmzZ2vPnj1uy82XL586dOigxx57TC1atFDx4sb3edu2bXrxxRe1ZMkSSdKJEyd03333adu2bSpQoICfXh1C2YoVK4LdBAAAEMLCg90AmOTpDVWx6OA+kDAzS9mFROmlx6wd2u7UqO1Z/Uf2Wx/S+1PcKmnMB+5nHsgI3M1OZpeC9/Y9yehIcqVAQde/LxJl7cjK6PRymbeY9OKH0rCJ1mM44yFW45bWn/56OBOojoqFM9383k8B/5K5461UOXNlmc0XKtLTrMuur1tu/envz7y3DnkYmJZZqHbAAgAASMEJJsrv4YOsR54KzaDeQMoIAs96D54RrHg+0X+rH5i5/zBz/xjKZoyVBnaT5ky9do/RoIk0bJLU4VFzZQTquj7Q9/6hLGPwRdZjObaU1KmncXVAR4LRV2NWdp5bM97HIl4OVg+2YE1ugpzP2TkkpqT7z0NuPa/mZGb6l7Py9/fAmVPe7Zdw2r4d7q7lzDw/MfOeMHAKAMwxc0/r6LrU2/08kXFNUzTKXP5QHeyVW59b5kbeXHd56NSpU2revLkh4L9bt26aPXu2qYD/QJk4caIt4D8yMlLTpk3T1KlT7QL+JeuAgLp16+qtt96y7eNI4cKFNWDAAB0+fFg//fSTOnfubBfwL0l16tTRwoUL1aVLF1va3r17NW7cOD+8MgAAAOR0BP3nFJ7eUHXtZz7gPxCBs2YfcF9INNdxvWe7Z/X7uxPfzIP1zLI7cNeTpeC95eoB+9P/kSLzud4/7P9/mun06jVAurl+4B/kVqsVmAfdV6/4v0xX3B1vrTpKYW5O92Hh1nyB5q/zTdwqaXBv6ZPB0rhh1p+De5t7CBZoFjczTLoSqh2wAAAAUmCDiVKTpUWzpGlfWn+mJlvTb/KwrKLRntedk5m5V50xTnqkn//qzAsDVS+etwb9D+x27R4jPEKqYf9g16FAXddnx71/KGvQRHp/nNSio3TLrdaf74+Vylxnbv9QPXar3mzunr3qzf6pr0ET6bPvpE6PhV7wf2wp6Zn/OO57CtXZ1pFzZAzgemmY9NRg68++L+bsQUN5lbcDDP35PVC8lPf7Zm6Hvwb0ZUegKQDkJa6eibq6LvV2P0/b9slU9/0foTzYy8xzS0mKjgl4U+BGeIR0W4uAFX/kyBE1bdpUW7dutaU988wzmjZtmvLlcxN7EECnT5/WwIEDbdvvvPOOHn3U5EQQLvzrX//S559/rvLly7vNGx4erq+//lqFChWypc2c6WbiQQAAAOQJkcFuAEzydMk+swMEfF021hlPH3C7W1537RLP2+DPTnwzD9YzO3Xcf3WbkV1LwTdoYv077d1hLSu6uLXDaO8O9w/ILiRZ89Woay2nXRdrMI9h5YQwqVFTx0scw7msn7f0NPu/UdvOrlcYaNvZurx0IPnrfJMx+1VWobLs+mkvlxsN5Q5YAAAAydx9qTfBRDPH298bzBxvvUZ9sJf0wzeSTA6sDHRQr6NrbV+Dp3wp02wQeNH/Xw0w6/W4N9zd73s6aD67FSoqXb4oU8fUxfPX7jEs6dKUL9zvE8jr+uy69w9VWc8VuzZJv/0qNTR5/xeqg6z373a/qqQl3ZqvRl3/1BkeIXXqIXXsdu08cj5RKlpMmjHeOklHMHR72no/f+td/j/XAtK11UQzrFtubr/cel7NyTKCKj25tgmV74HM7fBkQJ+77wBn70lsqWvnVwCAec6eibq7LvV2P09E5pce6+///pnsEplfuvtBadGPrvON/1iKiJQaNsuedsFeepq0fkVAit69e7fatm2ro0eP2tL+85//6P333w9IfZ4YP368EhISJEkVK1bUyy+/HJR2lChRQk2aNNHixYslWd+zYKhcubKOHDkiSZowYYL69OkjSZo/f74mTpyouLg4HTt2TAULFlTlypXVrl07/fvf/1bZsmVNlX/16lX98MMPmj17trZs2aKTJ0/q0qVLKlCggGJiYlSxYkXVqVNHTZo00X333aeYmBi3ZaampurHH3/UL7/8ovXr1+uff/7RxYsXVbJkSdWoUUPt27dX3759Ha60kFVYWJjt/8uXL1eLFi10+fJlzZw5UzNnztSuXbtsbR4wYIDq1aunxx9/3K6cli1bOq3DkmVSwRYtWui3336TJA0ZMkRvv/2223aeP39eU6ZM0a+//qodO3bon3/+UUREhEqXLq0GDRqoY8eO6tatm/Lndx8T4qz+1atX65tvvtGaNWt09OhRhYeHq0KFCmrdurVeeOEFVa1a1W3ZkpSenq45c+boxx9/1KZNm3Ts2DFduHBB+fLlU3R0tCpUqKCaNWvqzjvv1P33368yZcqYKhcAgLyCoP+cpEET64zqYz9y/TDQ0QNmR0EEm9cGLnA2Y5Yydw8tbXW66biO92K5XH924nv6YOf3+dYHp9nVmZKdS8FnfTgmeR54ELfKSQC6RdqwUtq12Trbf6AfRJgZrBDqsn7eXQXWOxpoERZuDaZ6+MnAttNfgfpmZ79yNYgokOJWSTs3ebdvKHfAAgAAZPB3MNHM8Y7vDSzp19LbPeR6AGtmgQzmCsSgeV/L9ORerHFL6/s69UvnAb3u7uNjSroPaPd00Hx2KVJMat1JWjZXpgeRZPjfp9LVy+byBvK6Pjvv/UONq3PFhpVSgUKu/0ahPMg6mIM5HPXxFCjkOnjIk/4+s4oUM/YDOWoXEAh5+byaG2QEVf65TRrzget+Xn9/DxzY5d1+xaKN7fD3d0B2BJoCgCOBGCAfCry9Ls2O69mcPtirdkP3Qf8Wi/T1B9Kz4aH/enKrAPXxbNiwQffcc4/OnDkjyRpU/cknn2jQoEF+r8tTFotFY8eOtW0/9thjQV11IHNQelJSUtDakdmZM2f0+OOPa+7cuYb0K1euaMuWLdqyZYu+/PJLff/997r33ntdlrVu3Tr16NFDBw4csPvdpUuXdOnSJR0/flx//PGHxo4dq0aNGmn9+vUuy1y4cKH69++vffv22f3u+PHjOn78uJYtW6YPPvhAn376qZ544gkTr/qarVu36tFHHw3aIAxHpk+froEDB+qff/6x+92FCxd08OBBzZw5U0OHDtXYsWPVqlUrj8rPGNAwfvx4u9/t2rVLu3bt0tdff63Ro0erb9++Lsvat2+fHnnkEW3evNnud2lpabpy5YpOnTqljRs3atKkSXrjjTccvi4AAPIygv5zmkbNpDBZb3CdyfqA2VEQQUwJKSXZdV3eBs6mp0nL5nn+ANBVx3WJ0p51pPu7E9/TBzvnTpubfcdfqtWyBoa4uukO5APuqBjz+cwEbWfMpvjUq9bj4p//XznhxupSbGn/dRbmhlm6Mn/ezQTWj/7Z+vmMPyGVKmddQjPQM/z7M1Dfn7Nf+ZsvM5oWKebftgAAAASSv4KJUpOtg1JdWTTLeg1rsbh/GBxT0nofum65/4MMzFxre/qe+GNgrCfBinGrXPcldOopla/oOk/KVesEAq7alRCCAf+S9T5zzjTv9jUb8N+uS2ADEYJ97x8sZs4VV6+4/n0oD7IOtaBjZ8FD+QpKvV6QjuyVlvzs3zqf/o90S33/lgmYkVfPq7lJeIT1/NFrQPbOdnz1qnf79XjO2I5AfAcwcApAdgvUqvJwLycP9vpzm/m8wZzsK68LwLP05cuX6/7779f589YBmxERERo/frxt9vhg27Nnjw4dOmTbbtu2bRBbIx0+fNj2/9KlSwevIf/v0qVLatu2rTZtsk6CV7ZsWd14440KCwvTzp07de7cOUnWQPMHH3xQcXFxqlXL8f3Unj171KZNG124cMGWVrRoUVWrVk2xsbFKSUnRmTNntG/fPiUnW2Ob0tNdxyCNHj1a/fv3V1pami2tePHiqlatmgoVKqSjR4/aBgMkJCSob9++OnHihF5//XVTr//QoUN66KGHdPas9bNx/fXXq0qVKkpOTtb+/fslSdddd53atWsnyToAIUOjRo1MrSzgqeHDh2vw4MGGtFKlSqlatWpKS0vT7t27lZhonQDmwIEDat++vaZOnaquXbuaKj89PV1du3bVL7/8Isn6flavXl358+fXnj17dPLkSUlSSkqKnnzySV1//fW215/V6dOn1bx5c504ccKWVrBgQVWvXl0lSpRQWlqaEhIStG/fPl26dMlWPwAAMCLoPydq2Mw6ot3MyH1nQQQJZ9zX403grKOOHbNcdVxXqOLZ0nH+7sQ38wAoq+wMdAiPsHaeuXqw0dTxhbVfmJ0k0SJp3rfm38dxHxm3V8yz/vRXZ2GgHphH5pNSUwJTdoaiUdJjL1x7DzwJrG/bObBty8qfgfrBnAHRHV9mu8gY6OLLCisAAADZyZdgoowZAFctdD9Y3JJuHbTa9Smpyk3SmI+c5025Kn362rVtf903mLnWnjzKsyAHfw2MNRusWPVm6cUeruv7faH0yFOu85i5bk1ysopAXrD+N+mhxwMXiGDm3j+Ug9tdcTUzqKmJJSzSnXdLuzfnvFkuQzHo2FXwUGwJ/wb9x5aSatTxX3mAJ3LzeTWvye7ZjivdaP3O8US7LtZnO5mF4ncAAHjCX6s8w3t5YbBXsCb7gt+fpc+ePVuPPPKIrv7/AMoCBQro+++/1/333+9TuQkJCerWrZs2bNigkydPymKxqHjx4rrxxhvVpEkTdevWTbVr1zZV1h9//GHYrlPHer+6bds2jR8/XkuWLNHff/8ti8WiUqVKqWHDhurYsaO6d+/u9xUBjhw5og0bNti277zzTr+W740hQ4bo9OnTqlu3rkaOHKnmzZvbfpeWlqavvvpKAwcOVFpampKTkzVw4EAtXrzYYVmvvfaaLeC/TJky+uqrr9SpUydFRhrD2FJTU7Vu3TrNmjVL27Y5HzA0f/58Pffcc7JYrMErd955pz788EM1bdpUYWFhtnz79u3ToEGDNG+eNfbkzTffVKNGjUwN8Pj3v/+tpKQk3Xnnnfr888/VqFEjQzuPHj2qypUr6+6775YkQ73Dhw9XixYt3NbhiUWLFunVV1+1bZcvX15ffPGF7r//foWHh0uSkpOTNWXKFA0aNEhJSUlKSUlRnz59VKtWLd1yyy1u6xg9erROnz6typUra+TIkerYsaOtbIvFopkzZ+rxxx+3Ben3799fe/bsMbz2DB988IEt4L9o0aL6/PPP1aNHDxUsWNCQLz09XVu3btXPP/+sn376ybs3BwCAXIyg/5zKzMh9X2adzuBJ4Kyzjh0z3HVcX3CxNG9mBQtJj7/4/8v6bvXfrAZmHgBlld2BDs4ebGSYM1X6fUFgZtZIMnmcbP1DWjrb9/r81VlYrZZ1hnVXSz9744bq1s9mIEXmtx7nGUJ5Bnx/BuqH2gyImfljoAGzlQAAgNzOm4Hi8f8/80+jFlJ4pP3+RaKki0n21/X+um8wc619MUm6mCXNVf3+un43c6/a4C5p0ij39z3n4qWpX7rOk8HVdWuxaHNl5EbZcc+V3UGN2cHdzKDxJ5zvm1mBgtKwSTlvlstQDTp2FjzkzcQYrhBQjWDLjefVvCo7ZzsuGuNB3mjrDP+Nmtn/LlS/AwDkHK4Gz2ZH3f5a5Rm5gyfHY/U60i/fmi87N6zenhP58Vn65MmTNXToUNsM7MWKFdPs2bPVsmVLn8tOTEzU999/b0g7duyYjh07ppUrV+qDDz5Qx44dNWbMGJUvX95lWVu2bLH9v3DhwipatKhefvlljRgxwm7G8YsXL+rw4cP64YcfNGTIEE2ZMkVNmzb1+fVkeO+99wx1PvbYY34r21unT59Wo0aNtGzZMhUtWtTwu4iICPXv31+JiYl68803JUlLly7VkSNHVKlSJUPe1NRU/frrr7btKVOm2ALls4qMjNRdd92lu+66yzCDf2YXLlxQ7969bQH/3bt31+TJkxURYX8OuummmzRnzhw99thjmjZtmiwWiwYNGqQdO9zHdyQlJalVq1b69ddfVaBAAbt2Vq5c2W0Z/pKWlqZ+/frZXnPp0qX1+++/64YbbjDky58/v/r27auaNWuqVatWunz5si5fvqxnn31Wv/32m9t6MgL+//jjD5UpU8bwu7CwMHXt2lXJycm243Pfvn1atWqVw8/CnDlzbP8fMWKE+vbt67DO8PBw1a9fX/Xr19dbb73lto0AAOQ1BP3nZO5G7vsy63QGs4Gzvg4wcNdxvcvkrDkly1l/Du7t/2UkGzSxzsaz8Adz+YMR6JDxYGPed9KcKfa/D9TMGkkJ5vL9vsB/dUqh21noLOA/X34pJdk/dSScNgaTmO3sOnfavwNizPBnoH4oz37lj4EGzFYCAAByM28Hipcqd+3/WYO5isVIEz61D7jPzNf7Bl8fLDuq358DY50FK4aFW2dH92RG7gsmB6+7um6NLWm+vtwoOwIRsjOoMdDMzAya+RzgSqly3s9yGcxgKSlnBR17MzGGM20eCK3XhrwrJ55Xg33eClXZNdtxlMm+/3u6Sg/2dv23yUnfAQBCi7vBs4EWypNRIft5ejzWqONZMLk/nsFx/RRUQ4YMsf2/ZMmSmj9/vho2bOi38itWrKjrr79ehQoV0rlz5/Tnn3/aZh6XpHnz5qlu3bpasGCBGjRo4LSc06evHcNRUVHq16+fJkyYYEurXr26ypcvr8TERG3fvl0pKSmSrLPyt27dWj/88IM6derk8+v59ddf9c0339i2mzVrpg4dOvhcrq/Cw8M1ZcoUu4D/zF544QW9//77unLliiwWi1avXm0X9B8fH29b8UGS6cESjoL4JWn8+PGKj4+XJFWpUkXffPON07ySNVj9q6++0i+//KKEhATt3LlTy5YtU6tWrVzWny9fPk2YMMEu4D8Yfv75Zx05csS2/dlnn9kF/Gd2++2369VXX7V9FleuXKnNmzerfv36busaO3asXcB/Zt27d9err76qY8eOSZJ+//13h3/Tv//+2/Z/X//mAADkZXkv6D8v3cwl+BjwXyTKfOCsPwYYuHI+wVy+s/8EbhnJuFXmA/6l4AY6/D7f9e/9HSx/IclcvuSr7vN4wtfOwr07/D/Lvyv+CvjPkPkzZ7az6/uxxkCe7OgA9megfijPfuWv2Q6ZrQQAAORGvgwUb3GPcTtzMNefWwMfZODrg2VH9ft7BavMwYqb11hXWLOku9/PF86uW/09C3hOk12rjmVXUGMgmZ0Z9P2x0szxro/psHCpVUfv2hHsYKkMOSnouEETqWFTaePvvpVToJD1PB6qrxN5S046r4bKeSsvSzxnLl/houbObznpOwBAaDAzeDbQ3wn+HMyOnM2b4zE8Quo1wNxgYn9M9sX1k3cC9Cy9SpUqqlatmk9lREZGqlOnTurevbvuvvtuFS9u7I9JSUnRwoULNWTIEG3atEmSNaC/Q4cOiouL03XXXeew3ISEBNv/T548aQv4b9++vUaNGqWbbrrJ9vvExER99NFHGjZsmCwWi1JSUvTYY49py5YtqlKlitevbe/everZs6dtBveoqCjDAIBgat26tapXr+4yT1RUlOrVq6c//vhDkrRz5067PIUKFTJsb968WXfccYfX7Zo4caLt/88//7wKFizodp+oqCg9+OCDtr/xkiVL3Ab933PPPapYsaLX7fSnWbNm2f5/3XXXqVu3bm736d+/vz744APbgItZs2a5Dfq/6aabnK7CkCE8PFxNmzbVd999J8nx31yy/t2Tk60xM5s3b1aNGjXcthkAANgLD3YDslXcKusM8J8MlsYNs/4c3NuanhslmZyhz5kwD/L6Y+bDdMdLcUmSChUxV86Vy77V40xqsjTlv+bzB2umccmzmTVyA1+OvZze0Xg+02e86s3WIAd3ss7cmdHhFsjzYEagviueBOpnzH6VdWBNbKns6ch2xszrNCO7goQAAACyS3qatGS290HgB/c6LvPPreavY3259s8IYvdF1vrNlOnpfWV4hPUeYdlcz9snWVcm80TRKOft8Md1cU4UzL6AnMhs/8XBvVLbzq7zte0sRXp4DEvXglOytiM77pUdyQg6btzS+jNUgz3jVvke8C9Jv3zruH824xy/brn1pzd9eUBuFWrnrbxqZ5x/80k55zsAyGly43WF2cGzgX6t/h7MjpzJl+Px4J/m6vB1si+un65xd07M+ntfJ5nMJPMM5Bs2bFC7du2UlGRyYkEHevbsqdmzZ+uRRx6xC/iXrDOyd+zYUWvXrtWjjz5qSz916pRef/11p+VeuXLFLu2+++7TvHnzDAH/khQdHa0PP/xQn332mS0tKSlJQ4cO9eYlSZJOnDihe+65R+fOWQeZhoWFafz48apatarXZfrTXXfdZSrf9ddfb/t/5oEUGWJiYgwDP7p3765FixbZBjp4IiEhQdu3b7dtuwtQz6xu3WsDvzdu3Og2f7NmzTxrXACtXbvW9v97771X4eHuY0ViY2MNM+yvWbPG7T7++ptLUuPGjW3/f/755zVz5kylpeWCazMAALJZ3pnpPxRmPMhuxUwuMevMhSTzsyEGYubDzO5oJc2a6L4cdx1Y3szwGLdKmjLK/Gz2UvBmGpeCM7NG4WL+K8tTvhx7Ob2jMfMy0vt3+zaTp79Xf8jK38tUh+rsVw2aSJ16SnOmerc/QUIAACC3cTSTmqey3rt4U6Yv1/5mVpvytP7wCOm2Fq5Xk7utuWfXt3GrpDEfeNU8SdaVycLCzd9X/H1QqulkOXRn1/+5nT/6AvLSCpWe9F88/KR06pi0Za397+vdYf29p8wGpwTyXjmUOTsWfVm5xZnM/bMSM3ACznDeCh3n4v2bD0Bg5NaZvT2Z/CuQq9j4c5Vn+E9231N6ezymJkuLfnRf/tOv+vZ55frpGnfnREe/dzbhgxd+/PFH9evXTxs2bJAk/fHHH7r77ru1aNEiRUf7GNfiQv78+TVx4kRt3rxZf/5pHWgyZcoUffzxxypVqpRd/iJFitjtP2bMGEVEOD8+BgwYoClTpiguzjrgc/r06fryyy9VuHBhj9p6+vRptWnTRgcPHrSljRw5Ug8//LBH5QRS2bJlTeXL/D5eunTJYZ5XXnlFTz5p7c85fPiw2rVrp+uuu07t2rVT06ZN1bhxY918881u69q+fbvS06/1Z/773/9Wvnz5TLXz2LFjtv/Hx7u/dr/xxhtNlRtoqampOnTokG078+AFd+rUqaMlS5ZIkvbv3+82vz//5i+99JIWL14si8Wis2fPqmvXripZsqThb16nTh1TAxgAAMjL8kbQf169mYvxQ0Cz2QewZjp2fKmrzf3mgv59rScrZ4NFnClSzLoUYTA7C4Mxs0Z0rP/K8kRYuHWGe2/547gNpmIx1/7v6yCO7OgA9negfqguu17G8XKQpgRzwBAAAIC/eXo/5UxUjG9l+iPIoEETqV0XadGsLEHxYVKBgtJVF6vOOao/PU1av8J1net/kx563Nz1ob+CcD0ZSLx3h9TezUNHu9m5wiR5PmNXjlAkynq/44vcGpTkjCf9F3GrHAf8S9b0uFWev0ehEiwVilwdi0WKBa4fZfIo6aKDSTdy86QtyF6BDoILdPmct0JHvoL+zQfA/3LzZHDBmPzLETMD5Hnmkb2CcU/p7fE4eZSDPgMHzvl4HHP9ZOXunNiui+OJKTyZFNGNmJgYLV68WO3atdO6deskSevXr1ebNm20ePFixcTE+K2urPLnz6+XX35Zffv2lSSlp6dr4cKF6tmzp13eYsWMkx3efffdKleunNs6+vTpYwv6T05O1po1a9SmTRvTbTxz5oxat26tXbt22dJGjBih/v37my4jOxQoUMDjfZzN3t+3b18dOXJE7733ni3PsWPH9L///U//+9//JEllypTRvffeqz59+jidZf/MmTOG7WXLlnncRklKTEx0mycqyn8DYXyRdSZ9RwNYnMmcN2NFCVf8+Te/++67NXr0aL3wwgtKTk6WZB3sMm3aNE2bNk2S9VzRtm1b9erVS/fee6/CwsI8rh8AgNwubwyP8+RmLjdJTfW9DLMPYDM6dgJVlz//NmZfkzdBE/18nG3AHzIC2V3x98wa7uozq80D0kvDpLadzeW3pFtnuPdUxtKEG1ZKTe/xfP9Q8fe10dt+GcQR6A5gKW8sU53TV5AAAADwB3/OBJ3xjMDbMv0RZBC3yvrw0y4o3uI64F+Sbq5rvyqdv/spzJTnbyf/dv67jIfJCWey/OL//5htHpAaNg9Uy4LjYpJvfRcZ71nWv2PGA/i4Vb61LxSZ7b+oerO5yTzcrf6YVagES4Uad8eis8EX/uAo4D8zb/7OQIa4VdLg3tIng6Vxw6w/B/f23/nVUfmDHrX2P/pLgsnverP58qKMfuF1y60/vTmnpKdJly+ay+vLyqwAvGd2Mricel0RjMm/nMlY5S3rdX1sqZw9sCInCtY9pdnj7Phf175709PMtyf+hPdtk/x33+ePa4hgMXNOXDQrW5oSHR2tRYsW6Y47rk2asHHjRrVu3dpU8LEvWrVqZdjOmPU/q6zB0w0bNjRVfoMGxtUwDxw4YLptZ8+eVZs2bbRt2zZb2ieffKKBAweaLiOnGjp0qLZs2aLevXs7DKg/deqUJkyYoObNm6tt27Y6fvy4XZ6LF01em7uRebUAZ0JlBvqrV68atvPnz29638xB/FeuXPFbm8x6+umn9eeff+r55593OFghISFBM2bMUMeOHdWoUSOnn1UAAPKyvDHTf159iLduuW/7exoYntGxk3UGAX/UtdBPN5qevCZvgib275JqNnCfL5D8NbOGJzNT+WvG/JtqWQPBa9SVTh6Vtq13v4+nn1tHs1wUKSalpkhXs/+mxidnTl77vz/+BgSr+4cvf4vcuOoMAADIm/wZhH4+wfpzzzbPyowpKT3qh9nszDwcLRIl5c/vuH1rlkhrl1kHNz9sXbLa7/0UwejPcPYgzMz7FbdaGjbROrDhwC7XeXMSb/8OeXWFSrP9F/t3B2ZmxlAKlgqWrH0/ZgZY/OFjf6Mv8sIMnAiMQM/27Kz8C0nSmA+kw3uvXQP4Isn9zJMe5ctr/DH7saMyXMkSjAMgm+T2mb3NPIPw9+Rfrvh7lWd4Lpj3lGafif3yrfVfbEmpaXvzz2RLuZ9h3SV/3Pfl9FX5zJwTs3GgYlRUlBYuXKj27dtrzZo1kqRNmzapdevWWrJkiYoXD8w9eNbZ+k+fdvye3HLLLYbtEiVKmCq/ZEnj4KezZ831EWUE/G/ZssWW9vHHH+vFF180tX9uUKdOHU2cOFHffPON4uLitGbNGq1cuVK//fab4X1cvHixWrZsqY0bNxpWZMi6SsQ///zj0cz3OVHW13z+/HnT+yYlXZtwIZArbLhSpUoV/fe//9WoUaO0fft2rV69Wr///rtWrFihEyeuDfaKi4tTs2bNFBcXpwoVKgSlrQAAhKLQGIYYaHn1Id4VN7MNutPtaetPT0atN2giDZskNe/geV2uOhkumb9I9amezLx5WD93WmjMvufrzBqeznwVHiHd1sL3dmeeWaXtQ+b28eRz62yWi4vnc17Av2Rc9tLXv0FMyezrAM7tfFn5JDeuOgMAAPImfwahRxe3Xst//YFn+/lr5V8zD0cvJkm9B0rV6zj+vSXdulLAzPHWbX/3UwSlP8PxMs2mA2zmfZe7Av4l7/8OeXWFSslc/0WgBr8EY6XEUOKo7+elnu6PxQuJUtHo7GmjI7lt0hYEXqBnezZT/sIfpI1+mPG/mMnPntl8eYk/Zj92VoYryQT9A0ERyoOn/cHMMwh/rHjnibywynMoC+Y9pafPxM6dluZMNZc3LExq1dG7dmXw9b4vN6zKF4KrQBUrVkwLFy5UkybXYhY2b96sVq1a6cyZrKtG+selS5cM24UKFXKYr3bt2obtrDOqO5N1xnRn5WeWEfC/efNmW9rw4cP10ksvmaozt4mIiNBtt92mf//735o1a5b++ecfLVy40LAyxN69e/XFF18Y9itbtqxh+9SpU9nS3mAqUqSIChcubNv2ZGWJzHlLly7t13Z5KiwsTHXq1NGzzz6r6dOn69ixY1q9erU6dLgWbxYfH6/33nMxYQgAAHlQ3gj6z6sP8arWNJcvf0HjdsaDVcm7JY/DI8x3lOXLby4IPcrHAAZvlpH09mF9qCwJmjEA46Vh0lODrT+HTTQX8O9p50V6mrR+he9tPhcvLZltLa/qzVKYm1NUWLg1nxlmHsDlNIWu3cj5/De4ctE62yb8o/4d1hUkvJFTHzQAAABk5q8g9NhS1gDT0e9ZB+t6wl8PYM1en435wLoagSuLZkmpyf7vpzBTnr85m0HKbCDc0p/815ZQUKSY9/1KuT0oyR13/ReBGvwSisFS2cVZ38+FJMf5s7q9pf/bZFZum7QFgRfoIDizqxtN+9L3PuMYk8d/dl8ThJr0NONERqnJvg/88LZvOSeuupD1/QuFZx2Ap0J68LSf+Dr5F3KXYN9TOjse/VFuZH7fyvD2vi89Tdq1WZo80vW+oRIX4EqIXo8ULVpUCxYsULNmzWxpW7duVatWrZzOwu+LHTuM1/tZA8Uz3HrrrYqOvjaI9uDBg6bKzxp07az8DM4C/l9++WVT9eUFERERatu2rZYsWaJq1arZ0hcsWGDIV6dOHRUpUsS2vXbt2mxrozthYddmpbFYnEyg4qUGDRrY/p+xaoYZmfM2bNjQr23yVVhYmO68807NmTPHcG7I+jcHACCvyxtB/3n1IV6T1ubyJWcadVw0Sur6lPX/voxaL+h+5LIk6da7zHU8FSzoPk9WjVt6FuyelbdBE6E0+56nM2t4O/OV2YdbZswYax1c8usM90sJWtKl/bvdl5meZh1M4K82horMgyLM/g0KFnacfuWyNUgpY+ZR+GbvDs+D0jLk5AcNAAAAGarVkmLMLX/tUtenpO/H+laGrw9gzV6fXb7oPo8lXVo2z1w/xXWVrPcxqcnuyzVTXsFCUpsHpEEf+udB/NVLjtPPm3yYfPGC720IJa0f8L5fKS8EJbnjqv/Ck0EyngYqhlqwVHYEWvpjUoR6dwQmqMfd4PncOGkLAi/QQXBm9zuf6Fufcdwq6ZtP3OcL9c9JoM9z3q5i4q5P3+v+7xAPAszK0xWAgVCVVyaD83byL+Q+oXBPmfl47PCof8psdq9/yvH0vi/j+3DEa+6f9YVSXIAz/lgFqmAR93m8UKRIEf0fe3ce31SV/3/8naYtdC8tpaVsVRFEFHFBRVQ2UXRQHMdBxhXUUdFxX746M35dZr44jo7O5jaoo+I6jo474A4uuIAL4rCpFIXSQlu6F2jT/P7oLzFps9yb3CQ37ev5ePAgSe9ykntzc885n/M5r732miZNmuR9bdWqVZo8ebK2b99u6b4ef9x/hgnfWQZ8paena+bMmd7nS5YsMRSs3TUo+Ygjjgi6bKCA/zvuuIOA/yAyMzM1ffp07/PKykq/v6elpemYY47xPn/44YfjVrZwsrOzvY9bW1st3bbv9+btt9/Wli1bwq7zwQcf+A1Q8d2GnaSkpOjkk0/2Pu96zAEA6O16R9C/ZL9OvHh4+M/m12lq6Az8fThMB0K4oInDDQ44GH9M+GWkyBrUhw6PbhpJs9MR+krW7HuRZr6y+v2amdox3JSEnoaZf0UZKGRHWbk/PjZ6DJxhLvtWTTfe20X6nTAzewUAAICdpTiNzz4XiKeunpMX/eDdaDtgrc6iv31r5//hMuGtXtFZj5l3srHBuQeOl046S+oTZND8zlbpzRc6BydEWtc1IifCGa+SWWqaNGN25Ov3lqCkSBlN5vH58sgCFe0SLBWvQMtoEzd4zkXfz23s4dGVyZEiHXeqdPbloZfriUlbEHuxDoIzs16k7UWe2TnqasIva+fvSbDr3KfLrBkIsGJZdLOYhDo+ydreb0YkMwADdtWbksGZTf6FnskudUrP+Vg61Jrtvf6cNduRjNf7gv0ehmL3+wQr2rTOutQ/GZ2FsrKy9Oqrr2rKlCne11avXq3Jkydr27Ztluzjvffe8wsEHzx4sA4/PHg99sILL/Q+/u6777oNGOiqvLxcCxcu9D4/5JBDNHRo4O/Bjh07NG3aNL+A/z/96U+65pprwr6PnsRs1vumph+ThxQUdK+D+Q6Y+Oijj3TfffdFXjgLDRw40Pt4/fr1lm77vPPOk9PZ+bvvcrl03XXXhVze5XL5fU79+vXTrFmzLC1TKFYfcwAAerPeE/Qv2acTL17K10W+7q6dof8eLmhi37HBAw08+mR0LmdEvwHGlvOVl29+na48QRjBsqMH3XeS3nRGmvkqke831JSEkTTMJJNcn6B/o8fASDZNK6Yb7+2qwo+kD8jo7BUAAAB21+GSvvrU3Donndm9rm5Vx2k024lmQHggRT929vi1U4w5NPDy7o7OwbmhAv89QXQvLQxfn3/6gc4BArHI0i1JjRHOeJXMyvaOLrimNwUlRSpcMg8pukDFRAdLxTPQMtrrqu+5aFVQj+c6J/W+pC2IvVgHwY3Yr3P2XCMiaUM1OjtHv/72/p6Eus49MD/6AU+fLpMe+EN0ZQx1fJK1vd+oSGcABuysNyaDQ+9ltzqlVb+bq1dIzzxgzbak8PW+SGdFs/t9gtH74Yt+Hfyaedgk6YDDYlbEzMxMvfLKK5o69cfEkl9//bUmTZoUMMP3vffeq/nz56u6OnwMwHPPPacTTzxR7e3t3td+//vfe4OlAzniiCP0s5/9zPv8kksu0dKlSwMuW1lZqZkzZ6ql5ccZMW+66aaAy9bX1+vYY4/VZ5995n3trrvu0lVXXRX2ffQ0y5Yt0/Tp07VkyRK5XKHvMT/55BM9/fTT3ueTJ0/utsyECRM0e/aPCTkuvfRS3X777X7HPZC2tja9/PLLmjx5sjZt2mTyXYR38MEHex8/9NBDqqkxMJDboGHDhmnOnDne508++aRuvPFGdXR0dFt2165dmjt3rpYvX+597brrrlNmpsk4qChs2rRJ48eP17///W/t2rUr5LLffvut7rnnHu/zQMccAIDeLDXRBYg7T2WuN2hri+32Q3USpjilc6/pbMgP5tyrjTcuDN1D+vRdU8VTfpdKaYerc6BCfW1n5Xv4qM7gWs9zT8eO7zKezGWj9pcuO83YfuORKaHrexmxnzUNNZFmvvI0FiQiuD47SBbJDpf02F/iW5Z4e/8Nafy0zsdGjkFWTvhpKKUfpxvvLddKq3W4pMX/jnz9cLNXAAAA2EG4Osn61dIuE1MWn3SWdNIZ3V/PzY+6qJKi74D1BIw8fb//PbfRe2xfk473f57i7Kyf/mlF6PVef1766dlSarr/654gOqM8g/gPPrIz+N9zHCu+l159yvh2grFi2vhk02EuU1VAwc6xfkWdwRkEJXV+BgccKr39SueMGUUDpSkzOr9D/3NO6HU9g13sOHDCSGDJwr9Jbbs627qibQMyej3MzpOafBIthDoXjSQYMGLhX6W7nvK/NlnZ7oXeyRMEF+q3MpoguBSndMavOgPXQ4m0zdjo7Bxzr5b2PdD89uPBbACdZ8CT0aDcle+H//zDyc4NfXwS2f4dD2ZmAKbNGMmka52H+wr0FIHaZOxQp/SUa0d19/pEpN74T+d39ufnR7+tcCKZFS2Se7xY9fMHY/R++OAjO2dx61rnTk3vLPOmDbEro6SMjAy9/PLLmjlzpt544w1J0po1azR58mS9/fbbfhnTt23bpltuuUU33XSTJk6cqCOOOEKjR49WYWGh+vbtq7q6Oq1atUrPP/+8Vq5c6bef8847T+ecE6YNQdLf/vY3rVy5UuXl5WpsbNSUKVN02mmn6aSTTtKgQYNUX1+v9957Tw888IDq63881+fNm6cZM2YE3OYNN9ygFSt+bP/Lzc3VkiVLtGTJEsOf06OPPqri4mLDy9uV2+32vveioiJNnz5dBx98sPbaay/l5+ervb1dmzZt0htvvKF//etfavv/sU8FBQW67LLLAm7zoYce0vr16/XZZ5/J5XLp+uuv17333qtZs2bpsMMOU1FRkdxut+rq6rR+/XqtXLlSr7/+uurq6rxlstrZZ5+tp57qbG9dvXq1hgwZooMOOkgFBQVKSfkxR+8LL7wQ0fbvvvtuLV26VN98842kzgEtixYt0pw5czRq1Ci5XC59+eWXevDBB/1mGjj66KP9sv7Hy0cffaSf//znys3N1XHHHadx48ZpxIgR6tevnyRpy5YtWrp0qR5//HE1NzdLktLT0/XrX/867mUFAMDOel/Qf28SZtRq1Ix0EgYKgMjMls65wlzjQpPJIIquFeyV73dv5HCkdGYS8y2r5F/efv07K8E1JqaOi3WmhEDvxVPOaBtsjHReBGq8MNJYECvBzo11q8wH3ySbdauk9t2djS1GjsHUmdJLoacf9LL7VJR2tuYLaXeY7KqhhJq9AgAAwA6M1EnM3k8Wlwbez1MWTMVs1cDsQAEj7g7pTzeY285367sHS739in/9NBB3R+dyx57y42uRZqHzHB/fxAhrPrcm6D8WswfYXUOdNdshKCm0QNeeN56Xjpqe3IGKRgJLmuqlB+/ofBxtG9DwUd3bxLpypEh/fKTzemXkXKzdHllZumpq6GzrGHWgPY8Vklesg+DGHS2Vr/9xxopAIm0zNnpP1VhnftvxEkkAnWRswFak90JdhYvvSWT7dzwYTUJCshIko96UDA69Q7g2mUTVKQOVK5Qhe0k/fGts2WBJEKwWSd+o2Xu8WPbzh2LkfjhYnXv2RZ1xFHEY/JiRkaGXXnpJJ598sjcQfu3atd7A/9JS//bD9vZ2vfXWW3rrrbfCbtvpdOq6667T7373O0NlGThwoJYsWaLp06dr48aN6ujo0FNPPeUN4A5k3rx5+utf/xr0776zAUhSQ0ODqYB/SWptNZFkJUls375dCxcu1MKFC0MuV1BQoFdeeUUlJSUB/56ZmamlS5dqzpw5eu655yRJ33//ve68807Ly2zU9OnTddFFF+n++zvrLK2trfrggw8s235OTo6WLl2q6dOn66uvvpIkrVy5sttgF1/Tpk3T888/H3K2i1hraGjQs88+q2effTbkchkZGXryySe1334xTroKAECSSQm/CJJWW+gpkaISLmjCk2kwUNB1S5O0YbW09kvj08Gu+cJc+Q6d+GMFO9jUwV07N5sbu5fXk1Xov5/JkP0OiW2FPNbTvZuZ/rHD1XkMP36n8/8DxweeKtXR5TKTFSQzf6SCZZE0e84kq6f/8eP3KNx0tTN+EdvpxpNJ1/PXyqmpl4dvWAqpN2ZGBQAAycNoncTs/WTX5T37qbNgymMrB2Z3nQp+5BjzQe6BOpG3bzW2btflIg2iy8nvvA9e/lZn5/lHb0mbDHa2h2Nk2vi+Wdbsyy6sHHDe9Rwj4L9TqGtPsg9uN1uuaNuAvlljbJDRd+s7v895BZ1lXL86eN35h+8iK0sga1dZty3A18FHSrc/Kl1zu/TL/+n8//ZHrGvL/fn50kW/7sxq68vTLhfpfiKdmdVOIr3+egZshRLpvVBXzQ3h99WTGU1CQrISAEgsI20y8a5Tdrikl54IXK5APPdG46ca34cnCUKsmbmfiuQeL9b9/OEcfKT0fwukSTOkfQ/q/P///vFjwH+osn2xPLZl89G3b1+9+OKLOv74H2fKXLdunSZNmqQtW7ZIko488kgdd9xxyskJH3eQmZmpc845R59++qnmz59vKtB5xIgR+uqrr3TNNdeooCD4+XHooYfqlVde0b333qvUVPKuGrH//vvr1ltv1fjx45WWlhZy2fz8fF188cVas2aNxo8fH3LZ7Oxs/fvf/9aiRYs0adKksMe7rKxM8+bN0/vvv6+ysjKzb8OQ++67T4sXL9aZZ56pUaNGKScnxy/Lf7RKS0v1ySef6LbbbtOAAQOCLrfHHntowYIFWrRokbKzsy3bv1HFxcW68847NWXKFGVkZIRcNiMjQ2eccYZWr16tk08+OT4FBAAgiTjcsZijCPbwyxPCd+JFKlQltsPVOa26oYq9wZHrt1xsrgOxX1Fnp41kvCyh9M2SdjaHX27WBf5ZF61k5HP1vO9oG3ACZhkIM9Lfcyy7ZpAYPqqzQzmaTJihXH1bZwa4ruX/55+knT1vpHtAXb9HoaaF/HSZsenGrTiP7CrWWTT+fkt0jV/X3E7mIQAAYE9m6iSSiXphl/tPM3XKcNuNxxT2no5Ro674nbTfOP/XXn9e+tc/wq/btc65/A3poT8Z37ckZeVK6enWBMg9uDjw62Y/k2SXmS39NUR2Z0THqmuCXetaa7+U7vwf8+tFWnf/6K0fZw0IZepM6bMPwtedrf6+/+QX0k/PsW57QLyFapeLdHvxahOOlUivc1LnAI3DJgf/+8fvSAtuj2zbZvYVzW9RsPslO/nwDelhA/eU514tHTEt9uUBAHRnx3sCzwyN4RI2ZOdJsy+Q8vv/eG+0s0n61anG9zX5ROmMS6IrbzhGPuOsnM6BniPHmPuc7XD8nn2ws/3JN37EkSJN+6n06dIw7zu3c5CkEXG893G73dqwYYPWr1+vzZs3q76+Xm1tbcrOzlZBQYFGjx6tMWPGhA0qN6K9vV3vvfeeNm7cqKqqKmVkZGjgwIGaMGGCBg8ebMG76b127typVatW6ZtvvlFlZaVaWlrUp08f7zE88MAD1adPn4i2XV9frw8++ECbN29WTU2NHA6H8vLyVFZWpn3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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chr7\", 143706539, 143718962, 100000, peak_data, exp_qbed, \"hg38\", adata = adata_cc, \n", " bins = 250, font_size=2, name = \"K562\", key = 'cluster', figsize = (30,13),\n", " name_insertion2 = 'Total Insertions', name_density2 = 'Total Insertion Density',\n", " name_insertion1 = 'K562 Insertions', name_density1 = 'K562 Insertion Density',\n", " peak_line = 4, color = \"red\", plotsize = [1,1,5], title = \"chr7_143706539_143718962_K562\")\n", "cc.pl.draw_area(\"chr7\",143706539,143718962,100000,peak_data,exp_qbed,\"hg38\",adata = adata_cc, \n", " bins = 250, font_size=2, name = \"HCT116\", key ='cluster', figsize = (30,13),\n", " name_insertion2 = 'Total Insertions', name_density2 = 'Total Insertion Density',\n", " name_insertion1 = 'HCT116 Insertions', name_density1 = 'HCT116 Insertion Density',\n", " peak_line = 4, color = \"purple\", plotsize = [1,1,5], title = \"chr7_143706539_143718962_HCT116\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5408329e", "metadata": {}, "source": [ "In the tracks above we see a number of Sp1 peaks on chr7 that are tightly bound in K562, but not in HCT116." ] }, { "cell_type": "code", "execution_count": 34, "id": "18e23f81-f565-4d89-899f-493eaf93195d", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chr8\", 17799370, 17802353, 100000, peak_data, exp_qbed, \"hg38\", adata = adata_cc, \n", " bins = 250, font_size=2, name = \"K562\", key = 'cluster', figsize = (30,13), peak_line = 3,\n", " name_insertion2 = 'Total Insertions', name_density2 = 'Total Insertion Density',\n", " name_insertion1 = 'K562 Insertions', name_density1 = 'K562 Insertion Density',\n", " color = \"red\", plotsize = [1,1,6], title = \"chr19_9818643_9820060\")\n", "cc.pl.draw_area(\"chr8\", 17799370, 17802353, 100000, peak_data, exp_qbed, \"hg38\", adata = adata_cc, \n", " bins = 250, font_size=2, name = \"HCT116\",key ='cluster',figsize = (30,13),peak_line = 3,\n", " name_insertion2 = 'Total Insertions', name_density2 = 'Total Insertion Density',\n", " name_insertion1 = 'HCT116 Insertions', name_density1 = 'HCT116 Insertion Density',\n", " color = \"purple\", plotsize = [1,1,6], title = \"chr19_9818643_9820060\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8a3137e6", "metadata": {}, "source": [ "Here we find peaks on Chr8 that are bound in HCT116 but not in K562 cells." ] }, { "attachments": {}, "cell_type": "markdown", "id": "b9f62fb9-5fbc-4431-8f5e-7bebaa54af17", "metadata": {}, "source": [ "Saved the file if needed." ] }, { "cell_type": "code", "execution_count": 35, "id": "a1e0d784-2be4-4692-afd5-18b800416fcd", "metadata": {}, "outputs": [], "source": [ "adata_cc.write(\"SP1_qbed.h5ad\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.15" }, "vscode": { "interpreter": { "hash": "f9f85f796d01129d0dd105a088854619f454435301f6ffec2fea96ecbd9be4ac" } } }, "nbformat": 4, "nbformat_minor": 5 }