{ "cells": [ { "cell_type": "markdown", "id": "cdbea768-0496-4508-aa03-983a78de0755", "metadata": {}, "source": [ "# Tutorial: Yeast TYE7 bulk calling cards data" ] }, { "cell_type": "markdown", "id": "0db15d13-6222-4025-9c96-fe6052b0a0f6", "metadata": {}, "source": [ "In this tutorial, we analyze a calling card experiment that mapped the binding of the yeast transcription factor TYE7. The dataset is from [Shively CA, PNAS. (2020)](https://www.pnas.org/doi/10.1073/pnas.1818015116?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed) and can be downloaded from [GEO](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE134427). One of the main findings of that paper was that Tye7p cooperatively binds with the transcription factor Gcr2p. Here we will analyze Tye7p binding in wild-type and gcr2 KO cells.\n", "\n", "In this tutorial, we will call peaks, annotate them, and perform a differential peak analysis. " ] }, { "cell_type": "code", "execution_count": 1, "id": "a041afde-ce80-48e2-a4dc-f008158cf268", "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" ] }, { "cell_type": "markdown", "id": "6c332df7-3ed9-4e24-91a4-83d941ba76c1", "metadata": {}, "source": [ "We start by reading in a abed datafile. Because this data was published several years ago, the data is in the old format: one row is one insertion and columns indicate the chromosome, start point and read number. Thus, we first convert it to the new file format.\n", "\n", "Use ```cc.rd.read_qbed(filename)``` to read your own qbed data." ] }, { "cell_type": "code", "execution_count": 2, "id": "0beaa24c-0291-41f4-b137-d27044af6de8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodes
011501111NaNNaNNaN
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.....................
11450169283691NaNNaNNaN
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11455 rows × 6 columns

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" ], "text/plain": [ " Chr Start End Reads Direction Barcodes\n", "0 1 1501 111 NaN NaN NaN\n", "1 1 1502 1 NaN NaN NaN\n", "2 1 5320 1 NaN NaN NaN\n", "3 1 5544 199 NaN NaN NaN\n", "4 1 32962 1 NaN NaN NaN\n", "... ... ... ... ... ... ...\n", "11450 16 928369 1 NaN NaN NaN\n", "11451 16 928381 14 NaN NaN NaN\n", "11452 16 928555 34 NaN NaN NaN\n", "11453 16 930647 330 NaN NaN NaN\n", "11454 16 939536 22 NaN NaN NaN\n", "\n", "[11455 rows x 6 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "TYE7 = cc.rd.read_qbed(\"https://github.com/The-Mitra-Lab/pycallingcards_data/releases/download/data/GSM3946397_TEF1p_TYE7_ALL.gnashy.txt\")\n", "TYE7" ] }, { "cell_type": "code", "execution_count": 3, "id": "baca39ca-5f1b-413c-9622-e4c01326aabd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodes
0131081NaNNaNNaN
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.....................
12283169304682NaNNaNNaN
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12288 rows × 6 columns

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" ], "text/plain": [ " Chr Start End Reads Direction Barcodes\n", "0 1 3108 1 NaN NaN NaN\n", "1 1 8064 9 NaN NaN NaN\n", "2 1 30957 2 NaN NaN NaN\n", "3 1 30989 1 NaN NaN NaN\n", "4 1 31530 1 NaN NaN NaN\n", "... ... ... ... ... ... ...\n", "12283 16 930468 2 NaN NaN NaN\n", "12284 16 930698 13 NaN NaN NaN\n", "12285 16 936191 4 NaN NaN NaN\n", "12286 16 938479 3 NaN NaN NaN\n", "12287 16 941830 116 NaN NaN NaN\n", "\n", "[12288 rows x 6 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "TYE7_gcr2ko = cc.rd.read_qbed(\"https://github.com/The-Mitra-Lab/pycallingcards_data/releases/download/data/GSM3946398_TEF1p_TYE7_gcr2ko_ALL.gnashy.txt\")\n", "TYE7_gcr2ko" ] }, { "cell_type": "markdown", "id": "98f68773-c24c-40a9-9118-92a915b27c97", "metadata": {}, "source": [ "Define a function to transfer data to new version." ] }, { "cell_type": "code", "execution_count": 4, "id": "9cad091a-689b-45c0-80f5-e3abf45d5a4c", "metadata": {}, "outputs": [], "source": [ "def transfer(data):\n", " for i in range(len(data)):\n", " data.iloc[i,3] = data.iloc[i,2]\n", " data.iloc[i,2] = data.iloc[i,1] + 1\n", " num = data.iloc[i,0]\n", " if num == 1:\n", " data.iloc[i,0] = 'chrI'\n", " elif num == 2:\n", " data.iloc[i,0] = 'chrII'\n", " elif num == 3:\n", " data.iloc[i,0] = 'chrIII'\n", " elif num == 4:\n", " data.iloc[i,0] = 'chrIV'\n", " elif num == 5:\n", " data.iloc[i,0] = 'chrV'\n", " elif num == 6:\n", " data.iloc[i,0] = 'chrVI'\n", " elif num == 7:\n", " data.iloc[i,0] = 'chrVII'\n", " elif num == 8:\n", " data.iloc[i,0] = 'chrVIII'\n", " elif num == 9:\n", " data.iloc[i,0] = 'chrIX' \n", " elif num == 10:\n", " data.iloc[i,0] = 'chrX'\n", " elif num == 11:\n", " data.iloc[i,0] = 'chrXI'\n", " elif num == 12:\n", " data.iloc[i,0] = 'chrXII'\n", " elif num == 13:\n", " data.iloc[i,0] = 'chrXIII'\n", " elif num == 14:\n", " data.iloc[i,0] = 'chrXIV'\n", " elif num == 15:\n", " data.iloc[i,0] = 'chrXV'\n", " elif num == 16:\n", " data.iloc[i,0] = 'chrXVI'\n", " return data" ] }, { "cell_type": "code", "execution_count": 5, "id": "28b7383b-a43c-4be1-9efb-2018bcd05838", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodesgroup
0chrI15011502111.0NaNNaNTYE7
1chrI150215031.0NaNNaNTYE7
2chrI532053211.0NaNNaNTYE7
3chrI55445545199.0NaNNaNTYE7
4chrI32962329631.0NaNNaNTYE7
........................
11450chrXVI9283699283701.0NaNNaNTYE7
11451chrXVI92838192838214.0NaNNaNTYE7
11452chrXVI92855592855634.0NaNNaNTYE7
11453chrXVI930647930648330.0NaNNaNTYE7
11454chrXVI93953693953722.0NaNNaNTYE7
\n", "

11455 rows × 7 columns

\n", "
" ], "text/plain": [ " Chr Start End Reads Direction Barcodes group\n", "0 chrI 1501 1502 111.0 NaN NaN TYE7\n", "1 chrI 1502 1503 1.0 NaN NaN TYE7\n", "2 chrI 5320 5321 1.0 NaN NaN TYE7\n", "3 chrI 5544 5545 199.0 NaN NaN TYE7\n", "4 chrI 32962 32963 1.0 NaN NaN TYE7\n", "... ... ... ... ... ... ... ...\n", "11450 chrXVI 928369 928370 1.0 NaN NaN TYE7\n", "11451 chrXVI 928381 928382 14.0 NaN NaN TYE7\n", "11452 chrXVI 928555 928556 34.0 NaN NaN TYE7\n", "11453 chrXVI 930647 930648 330.0 NaN NaN TYE7\n", "11454 chrXVI 939536 939537 22.0 NaN NaN TYE7\n", "\n", "[11455 rows x 7 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "TYE7 = transfer(TYE7)\n", "TYE7['group'] = 'TYE7'\n", "TYE7" ] }, { "cell_type": "code", "execution_count": 6, "id": "48a02079-bf81-49c4-8829-de54b295c747", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodesgroup
0chrI310831091.0NaNNaNTYE7_gcr2ko
1chrI806480659.0NaNNaNTYE7_gcr2ko
2chrI30957309582.0NaNNaNTYE7_gcr2ko
3chrI30989309901.0NaNNaNTYE7_gcr2ko
4chrI31530315311.0NaNNaNTYE7_gcr2ko
........................
12283chrXVI9304689304692.0NaNNaNTYE7_gcr2ko
12284chrXVI93069893069913.0NaNNaNTYE7_gcr2ko
12285chrXVI9361919361924.0NaNNaNTYE7_gcr2ko
12286chrXVI9384799384803.0NaNNaNTYE7_gcr2ko
12287chrXVI941830941831116.0NaNNaNTYE7_gcr2ko
\n", "

12288 rows × 7 columns

\n", "
" ], "text/plain": [ " Chr Start End Reads Direction Barcodes group\n", "0 chrI 3108 3109 1.0 NaN NaN TYE7_gcr2ko\n", "1 chrI 8064 8065 9.0 NaN NaN TYE7_gcr2ko\n", "2 chrI 30957 30958 2.0 NaN NaN TYE7_gcr2ko\n", "3 chrI 30989 30990 1.0 NaN NaN TYE7_gcr2ko\n", "4 chrI 31530 31531 1.0 NaN NaN TYE7_gcr2ko\n", "... ... ... ... ... ... ... ...\n", "12283 chrXVI 930468 930469 2.0 NaN NaN TYE7_gcr2ko\n", "12284 chrXVI 930698 930699 13.0 NaN NaN TYE7_gcr2ko\n", "12285 chrXVI 936191 936192 4.0 NaN NaN TYE7_gcr2ko\n", "12286 chrXVI 938479 938480 3.0 NaN NaN TYE7_gcr2ko\n", "12287 chrXVI 941830 941831 116.0 NaN NaN TYE7_gcr2ko\n", "\n", "[12288 rows x 7 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "TYE7_gcr2ko = transfer(TYE7_gcr2ko)\n", "TYE7_gcr2ko['group'] = 'TYE7_gcr2ko'\n", "TYE7_gcr2ko" ] }, { "cell_type": "markdown", "id": "bba4b5a0-d35a-42ce-9d66-4467f9dabd15", "metadata": {}, "source": [ "In order to call differential peaks, we conbine two qbed files together." ] }, { "cell_type": "code", "execution_count": 7, "id": "ae14390e-f2a2-4514-affc-70cb801050ab", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndReadsDirectionBarcodesgroup
0chrI15011502111.0NaNNaNTYE7
1chrI150215031.0NaNNaNTYE7
2chrI15571558304.0NaNNaNTYE7_gcr2ko
3chrI168716888.0NaNNaNTYE7_gcr2ko
4chrI169016917.0NaNNaNTYE7_gcr2ko
........................
23738chrXVI939075939076120.0NaNNaNTYE7_gcr2ko
23739chrXVI93953693953722.0NaNNaNTYE7
23740chrXVI9402259402261.0NaNNaNTYE7_gcr2ko
23741chrXVI941830941831116.0NaNNaNTYE7_gcr2ko
23742chrXVI943167943168170.0NaNNaNTYE7
\n", "

23743 rows × 7 columns

\n", "
" ], "text/plain": [ " Chr Start End Reads Direction Barcodes group\n", "0 chrI 1501 1502 111.0 NaN NaN TYE7\n", "1 chrI 1502 1503 1.0 NaN NaN TYE7\n", "2 chrI 1557 1558 304.0 NaN NaN TYE7_gcr2ko\n", "3 chrI 1687 1688 8.0 NaN NaN TYE7_gcr2ko\n", "4 chrI 1690 1691 7.0 NaN NaN TYE7_gcr2ko\n", "... ... ... ... ... ... ... ...\n", "23738 chrXVI 939075 939076 120.0 NaN NaN TYE7_gcr2ko\n", "23739 chrXVI 939536 939537 22.0 NaN NaN TYE7\n", "23740 chrXVI 940225 940226 1.0 NaN NaN TYE7_gcr2ko\n", "23741 chrXVI 941830 941831 116.0 NaN NaN TYE7_gcr2ko\n", "23742 chrXVI 943167 943168 170.0 NaN NaN TYE7\n", "\n", "[23743 rows x 7 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qbed_data = cc.rd.combine_qbed([TYE7, TYE7_gcr2ko])\n", "qbed_data" ] }, { "cell_type": "markdown", "id": "d525a59a-e000-491b-a3ce-5a46e88b8361", "metadata": {}, "source": [ "Because insertions are discrete, we now need to call peaks to deduce potential binding sites. Three different methods (*CCcaller, MACCs, Blockify*) are available along with three different species (*hg38, mm10, sacCer3*). \n", "\n", "Because of the particularity of yeast calling cards data, we use ***MACCs*** in *yeast*('sacCer3') data. *window_size* is the most important parameter for *MACCs*, it is highly related to the length of a peak. 100-200 is a good fit for *window_size*. *step_size* is another important paramenter and it controls how careful we are at looking into the chromosomes. 30-100 is good for *step_size*. *pvalue_cutoff* is also an important parameter and numbers from 0.0001 to 0.01 are strongly advised. *pseudocounts* is advised to be 0.1-1.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "9c3b2a5b-e7ae-4eff-823c-ae8fdb0ae114", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For the MACCS method without background, [expdata, reference, pvalue_cutoff, 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%|██████████| 16/16 [00:00<00:00, 19.97it/s]\n" ] }, { "data": { "text/html": [ "
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ChrStartEndCenterpvalueExperiment InsertionsReference InsertionsFraction ExperimentTPH ExperimentExpect insertionspvalue_adj
0chrI681206833568249.01.607677e-0927250.0011371.137177e+057.4290071.040712e-06
1chrI710587145071268.00.000000e+0057270.0024012.400708e+057.9433270.000000e+00
2chrI229758229966229890.01.183165e-1243450.0018111.811060e+0512.5722128.633875e-10
3chrII299373048130158.50.000000e+007100.0029902.990355e+051.2528140.000000e+00
4chrII221245221577221472.00.000000e+008680.0036223.622120e+053.0225090.000000e+00
....................................
64chrXV987325988055987562.00.000000e+00224640.0094349.434360e+0520.1351940.000000e+00
65chrXV988153988367988290.01.295000e-0724220.0010111.010824e+057.5777237.532581e-05
66chrXVI411349411915411592.00.000000e+00110340.0046334.632944e+0511.1670100.000000e+00
67chrXVI412048412354412177.00.000000e+0075190.0031593.158826e+056.6815640.000000e+00
68chrXVI855654856341855836.00.000000e+00623120.0262392.623931e+064.5883560.000000e+00
\n", "

69 rows × 11 columns

\n", "
" ], "text/plain": [ " Chr Start End Center pvalue Experiment Insertions \\\n", "0 chrI 68120 68335 68249.0 1.607677e-09 27 \n", "1 chrI 71058 71450 71268.0 0.000000e+00 57 \n", "2 chrI 229758 229966 229890.0 1.183165e-12 43 \n", "3 chrII 29937 30481 30158.5 0.000000e+00 71 \n", "4 chrII 221245 221577 221472.0 0.000000e+00 86 \n", ".. ... ... ... ... ... ... \n", "64 chrXV 987325 988055 987562.0 0.000000e+00 224 \n", "65 chrXV 988153 988367 988290.0 1.295000e-07 24 \n", "66 chrXVI 411349 411915 411592.0 0.000000e+00 110 \n", "67 chrXVI 412048 412354 412177.0 0.000000e+00 75 \n", "68 chrXVI 855654 856341 855836.0 0.000000e+00 623 \n", "\n", " Reference Insertions Fraction Experiment TPH Experiment \\\n", "0 25 0.001137 1.137177e+05 \n", "1 27 0.002401 2.400708e+05 \n", "2 45 0.001811 1.811060e+05 \n", "3 0 0.002990 2.990355e+05 \n", "4 8 0.003622 3.622120e+05 \n", ".. ... ... ... \n", "64 64 0.009434 9.434360e+05 \n", "65 22 0.001011 1.010824e+05 \n", "66 34 0.004633 4.632944e+05 \n", "67 19 0.003159 3.158826e+05 \n", "68 12 0.026239 2.623931e+06 \n", "\n", " Expect insertions pvalue_adj \n", "0 7.429007 1.040712e-06 \n", "1 7.943327 0.000000e+00 \n", "2 12.572212 8.633875e-10 \n", "3 1.252814 0.000000e+00 \n", "4 3.022509 0.000000e+00 \n", ".. ... ... \n", "64 20.135194 0.000000e+00 \n", "65 7.577723 7.532581e-05 \n", "66 11.167010 0.000000e+00 \n", "67 6.681564 0.000000e+00 \n", "68 4.588356 0.000000e+00 \n", "\n", "[69 rows x 11 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "peak_data = cc.pp.call_peaks(qbed_data, method = \"MACCs\", reference = \"sacCer3\", extend = 50, window_size = 125,\n", " step_size = 60, pvalue_cutoff = 0.0001, lam_win_size = None, pseudocounts = 1, \n", " record = True, save = \"peak.bed\")\n", "peak_data" ] }, { "cell_type": "markdown", "id": "57a1ab19-4fe3-44fe-9536-f2fcf7b4e1b9", "metadata": {}, "source": [ "In order to choose the suitable method and parameters for peak calling, please take a look at genome areas. We stongly advise to adjust the parameters for ```cc.pp.call_peaks()``` to call better peaks.\n", "\n", "In this plot, the colored ones are the experiment qbed data and the middle section is the distribution of insertions. The bottom section represents reference genes and peaks. " ] }, { "cell_type": "markdown", "id": "b081a1b8-cbc9-42e1-b98d-463fdf75d34c", "metadata": {}, "source": [ "In yeast, one peak might be divided into two and the true binding site is in the middle space. Thus, please carefully modify the *window_size* and *step_size* parameters." ] }, { "cell_type": "code", "execution_count": 9, "id": "d1360cf7-64c5-48d3-9a79-a8428c423d2a", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chrXVI\", 860297, 861116, 8000, peak_data, qbed_data, \"sacCer3\", font_size=2,\n", " figsize = (30,8), peak_line = 1, save = False, plotsize = [1,1,5], example_length = 1000)" ] }, { "cell_type": "code", "execution_count": 10, "id": "45918a5e-3ea2-44fb-a2b2-506f19c286fb", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chrI\", 68926, 67722, 6000, peak_data, qbed_data, \"sacCer3\", font_size=2,\n", " figsize = (30,6), peak_line = 1, save = False, plotsize = [1,1,4], example_length = 1000)" ] }, { "cell_type": "markdown", "id": "1588fc57-f2bc-4472-b2f4-5a961c484028", "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. Please note that this link only valid for 24hrs, so you will have to rerun it if you want to use it after this time period.\n", "\n", "For bedgraph file, it is aimed to show the distribution of qbed data. Please set the the **Aggregate method** of bedgraph file to *count* or *sum* and fix the *Y-axis* if you want to compare several datasets." ] }, { "cell_type": "code", "execution_count": 11, "id": "0630d693-b8df-4766-a025-7ad3966d48a1", "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=sacCer3&hub=https://companion.epigenomegateway.org//task/6480d2f42f1177624560a55e7d51258f/output//datahub.json\n" ] } ], "source": [ "qbed= {\"TYE7\":TYE7, \"TYE7_gcr2ko\":TYE7_gcr2ko}\n", "bed = {'PEAK':peak_data}\n", "cc.pl.WashU_browser_url(qbed, bed, genome = 'sacCer3')" ] }, { "cell_type": "markdown", "id": "3136770e-28a9-408b-a353-6c15153b21cb", "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": 12, "id": "9d57627d-d853-49df-b48d-bf92b5381907", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.whole_peaks(peak_data, reference = 'sacCer3', height_scale = 1.7)" ] }, { "cell_type": "markdown", "id": "d33c3443-e53a-4ead-8674-e9ed78dd3243", "metadata": {}, "source": [ "In the next step, we annotate the peaks by their closest genes using [bedtools](https://bedtools.readthedocs.io/en/latest/) and [pybedtools](https://daler.github.io/pybedtools/).\n", "Make sure they are all previously installed before using." ] }, { "cell_type": "code", "execution_count": 13, "id": "8b214a74-d69f-4763-86cc-f499d22450dd", "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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ChrStartEndCenterpvalueExperiment InsertionsReference InsertionsFraction ExperimentTPH ExperimentExpect insertionspvalue_adjNearest Refseq1Gene Name1Direction1Distance1Nearest Refseq2Gene Name2Direction2Distance2
0chrI681206833568249.01.607677e-0927250.0011371.137177e+057.4290071.040712e-06S000000037CYC3-382S000000038CLN3--601
1chrI710587145071268.00.000000e+0057270.0024012.400708e+057.9433270.000000e+00S000000036CDC19+337S000000037CYC3--1534
2chrI229758229966229890.01.183165e-1243450.0018111.811060e+0512.5722128.633875e-10S000000094PHO11+-2896S000000084FLO1+-21743
3chrII299373048130158.50.000000e+007100.0029902.990355e+051.2528140.000000e+00S000000197ECM21--1639S000000198SFT2+-5193
4chrII221245221577221472.00.000000e+008680.0036223.622120e+053.0225090.000000e+00S000000101PDR3+-846S000000102LDB7--4117
............................................................
64chrXV987325988055987562.00.000000e+00224640.0094349.434360e+0520.1351940.000000e+00S000005875PUT4-0S000005874PYK2--864
65chrXV988153988367988290.01.295000e-0724220.0010111.010824e+057.5777237.532581e-05S000005875PUT4-0S000005876CIN1+1423
66chrXVI411349411915411592.00.000000e+00110340.0046334.632944e+0511.1670100.000000e+00S000005997GPI2+-65S000005996GCR1+340
67chrXVI412048412354412177.00.000000e+0075190.0031593.158826e+056.6815640.000000e+00S000005996GCR1+0S000005997GPI2+-764
68chrXVI855654856341855836.00.000000e+00623120.0262392.623931e+064.5883560.000000e+00S000006363KRE6+1243S000006364GPH1+4966
\n", "

69 rows × 19 columns

\n", "
" ], "text/plain": [ " Chr Start End Center pvalue Experiment Insertions \\\n", "0 chrI 68120 68335 68249.0 1.607677e-09 27 \n", "1 chrI 71058 71450 71268.0 0.000000e+00 57 \n", "2 chrI 229758 229966 229890.0 1.183165e-12 43 \n", "3 chrII 29937 30481 30158.5 0.000000e+00 71 \n", "4 chrII 221245 221577 221472.0 0.000000e+00 86 \n", ".. ... ... ... ... ... ... \n", "64 chrXV 987325 988055 987562.0 0.000000e+00 224 \n", "65 chrXV 988153 988367 988290.0 1.295000e-07 24 \n", "66 chrXVI 411349 411915 411592.0 0.000000e+00 110 \n", "67 chrXVI 412048 412354 412177.0 0.000000e+00 75 \n", "68 chrXVI 855654 856341 855836.0 0.000000e+00 623 \n", "\n", " Reference Insertions Fraction Experiment TPH Experiment \\\n", "0 25 0.001137 1.137177e+05 \n", "1 27 0.002401 2.400708e+05 \n", "2 45 0.001811 1.811060e+05 \n", "3 0 0.002990 2.990355e+05 \n", "4 8 0.003622 3.622120e+05 \n", ".. ... ... ... \n", "64 64 0.009434 9.434360e+05 \n", "65 22 0.001011 1.010824e+05 \n", "66 34 0.004633 4.632944e+05 \n", "67 19 0.003159 3.158826e+05 \n", "68 12 0.026239 2.623931e+06 \n", "\n", " Expect insertions pvalue_adj Nearest Refseq1 Gene Name1 Direction1 \\\n", "0 7.429007 1.040712e-06 S000000037 CYC3 - \n", "1 7.943327 0.000000e+00 S000000036 CDC19 + \n", "2 12.572212 8.633875e-10 S000000094 PHO11 + \n", "3 1.252814 0.000000e+00 S000000197 ECM21 - \n", "4 3.022509 0.000000e+00 S000000101 PDR3 + \n", ".. ... ... ... ... ... \n", "64 20.135194 0.000000e+00 S000005875 PUT4 - \n", "65 7.577723 7.532581e-05 S000005875 PUT4 - \n", "66 11.167010 0.000000e+00 S000005997 GPI2 + \n", "67 6.681564 0.000000e+00 S000005996 GCR1 + \n", "68 4.588356 0.000000e+00 S000006363 KRE6 + \n", "\n", " Distance1 Nearest Refseq2 Gene Name2 Direction2 Distance2 \n", "0 382 S000000038 CLN3 - -601 \n", "1 337 S000000037 CYC3 - -1534 \n", "2 -2896 S000000084 FLO1 + -21743 \n", "3 -1639 S000000198 SFT2 + -5193 \n", "4 -846 S000000102 LDB7 - -4117 \n", ".. ... ... ... ... ... \n", "64 0 S000005874 PYK2 - -864 \n", "65 0 S000005876 CIN1 + 1423 \n", "66 -65 S000005996 GCR1 + 340 \n", "67 0 S000005997 GPI2 + -764 \n", "68 1243 S000006364 GPH1 + 4966 \n", "\n", "[69 rows x 19 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "peak_annotation = cc.pp.annotation(peak_data, reference = 'sacCer3')\n", "peak_annotation = cc.pp.combine_annotation(peak_data, peak_annotation)\n", "peak_annotation" ] }, { "cell_type": "markdown", "id": "9ff64ffe-72c4-4be9-9f48-d85e8de39ab9", "metadata": {}, "source": [ "Use qbed data, peak data and group names to make a group by peak anndata object." ] }, { "cell_type": "code", "execution_count": 14, "id": "dc5cbf34-724e-43bb-88df-7e8a8ebddeb6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 15/15 [00:00<00:00, 151.88it/s]\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 2 × 69\n", " var: 'Chr', 'Start', 'End', 'Center', 'pvalue', 'Experiment Insertions', 'Reference Insertions', 'Fraction Experiment', 'TPH Experiment', 'Expect insertions', 'pvalue_adj', 'Nearest Refseq1', 'Gene Name1', 'Direction1', 'Distance1', 'Nearest Refseq2', 'Gene Name2', 'Direction2', 'Distance2'" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_cc = cc.pp.make_Anndata(qbed_data, peak_annotation, ['TYE7', 'TYE7_gcr2ko'], key = 'group', reference = \"sacCer3\")\n", "adata_cc" ] }, { "cell_type": "markdown", "id": "f66cafb1-b1b0-48b1-a84a-3bbca49a7dc2", "metadata": {}, "source": [ "Differential peak analysis would find out the significant binding for each group. In this example, we use *fisher exact test* to find out." ] }, { "cell_type": "code", "execution_count": 15, "id": "33df5a21-697e-442c-90c7-9b5da9fa41ad", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2/2 [00:00<00:00, 5.13it/s]\n" ] } ], "source": [ "cc.tl.rank_peak_groups(adata_cc, \"Index\", method = 'fisher_exact', key_added = 'fisher_exact')" ] }, { "cell_type": "markdown", "id": "4e0c9c21-4d8e-4e67-8104-a7571ac4a97d", "metadata": {}, "source": [ "Plot the results for differential peak analysis.\n", "\n", "Currently, the peaks are ranked by pvalues. It could also be ranked by logfoldchanges by the following codes:\n", "\n", "```python\n", "cc.tl.rank_peak_groups(adata_cc,\"Index\",method = 'fisher_exact',key_added = 'fisher_exact',rankby = 'logfoldchanges')\n", "cc.pl.rank_peak_groups(adata_cc, key = 'fisher_exact',rankby = 'logfoldchanges')\n", "\n", "```" ] }, { "cell_type": "code", "execution_count": 16, "id": "d6786bcf-bb49-4e90-860c-1db7cf8e9c01", "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')" ] }, { "cell_type": "markdown", "id": "c29b8f9e-3dc8-44ca-a2a3-c69547da1ead", "metadata": {}, "source": [ "Then, we take a look at the genome for highly differentiated peaks. The colored ones are the insertions for specific cluster and the grey ones are the total insertions information. If we input the backgound file, the grey ones would be the backgound insertions." ] }, { "cell_type": "code", "execution_count": 17, "id": "cd8ee0a7-daff-467a-9fb8-94289fb6174a", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chrVII\", 883694, 884861, 4000, peak_data, qbed_data, \"sacCer3\", adata = adata_cc, font_size=2,\n", " name = \"TYE7\", key = \"Index\", insertionkey = \"group\", figsize = (30,8), peak_line = 1, \n", " name_insertion1 = 'TYE7 Insertions', name_density1 = 'TYE7 Insertion Density',\n", " name_insertion2 = 'Total Insertions', name_density2 = 'Total Insertion Density',\n", " bins = 600, example_length = 500, color = \"purple\", title = \"TYE7\")\n", "cc.pl.draw_area(\"chrVII\", 883694, 884861, 4000, peak_data, qbed_data, \"sacCer3\", adata = adata_cc, font_size=2,\n", " name = \"TYE7_gcr2ko\", key = \"Index\", insertionkey = \"group\", figsize = (30,8), peak_line = 1, \n", " name_insertion1 = 'TYE7_gcr2ko Insertions', name_density1 = 'TYE7_gcr2ko Insertion Density',\n", " name_insertion2 = 'Total Insertions', name_density2 = 'Total Insertion Density',\n", " bins = 600, example_length = 500, title = \"TYE7_gcr2ko\")" ] }, { "cell_type": "code", "execution_count": 18, "id": "a43412c3-87c4-4164-9a94-42c1618cfc6a", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chrII\", 613790, 616171, 1000, peak_data, qbed_data, \"sacCer3\",adata = adata_cc, font_size = 2,\n", " name = \"TYE7\", key = \"Index\", insertionkey = \"group\", figsize = (30,8), peak_line = 2,\n", " name_insertion2 = 'Total Insertions', name_density2 = 'Total Insertion Density',\n", " name_insertion1 = 'TYE7 Insertions', name_density1 = 'TYE7 Insertion Density',\n", " bins = 600, example_length = 500, color = \"purple\", title = \"TYE7\")\n", "cc.pl.draw_area(\"chrII\", 613790, 616171, 1000, peak_data, qbed_data, \"sacCer3\", adata = adata_cc, font_size = 2,\n", " name = \"TYE7_gcr2ko\", key = \"Index\", insertionkey = \"group\", figsize = (30,8), peak_line = 2, \n", " name_insertion1 = 'TYE7_gcr2ko Insertions', name_density1 = 'TYE7_gcr2ko Insertion Density',\n", " name_insertion2 = 'Total Insertions', name_density2 = 'Total Insertion Density',\n", " bins = 600, example_length = 500, title = \"TYE7_gcr2ko\")" ] }, { "cell_type": "markdown", "id": "a832f2a6-41b2-45d9-bc22-01fb9de61eea", "metadata": {}, "source": [ "Plot the volcano plot for differential binding sites." ] }, { "cell_type": "code", "execution_count": 19, "id": "7061b31f-6011-4135-bd4f-e09326a8e773", "metadata": {}, "outputs": [ { "data": { "image/png": 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nameslogfoldchangespvaluespvalues_adjnumbernumber_resttotaltotal_restgroup
0chrVII_883857_8842573.6063301.927126e-701.329717e-684412450313335TYE7
1chrX_454688_4553383.9492302.108841e-517.275501e-503031350313335TYE7
2chrII_613940_6145055.3825574.503557e-387.768636e-37189350313335TYE7
3chrV_544670_5455873.7283259.272983e-331.279672e-312001050313335TYE7
4chrVIII_450860_4512086.4464872.321509e-282.669735e-27132150313335TYE7
5chrXVI_411349_4119154.1336285.321212e-193.671637e-18106450313335TYE7
6chrII_614793_6153614.9591041.137108e-187.132768e-1894250313335TYE7
7chrXVI_412048_41235413.8638552.628075e-171.208914e-1675050313335TYE7
8chrXV_160747_1611473.2467104.388851e-071.164734e-0643350313335TYE7
9chrXI_164749_1648973.7243294.839595e-048.562361e-0420150313335TYE7
10chrIV_215708_2160633.4800233.447024e-202.642718e-19741033355031TYE7_gcr2ko
11chrVII_625218_6255973.1774047.027647e-143.030673e-1354933355031TYE7_gcr2ko
12chrII_533304_5336663.8009282.132744e-117.745227e-1137433355031TYE7_gcr2ko
13chrXIV_301779_3021504.5896843.215739e-111.109430e-1032233355031TYE7_gcr2ko
14chrXV_304395_3047863.3992005.453564e-101.710436e-0935533355031TYE7_gcr2ko
15chrIV_1270863_127099412.0357962.517398e-066.203588e-0614033355031TYE7_gcr2ko
16chrII_455444_4557884.4931301.004659e-052.310716e-0515133355031TYE7_gcr2ko
17chrIV_927099_92725511.5505071.005197e-041.926627e-0410033355031TYE7_gcr2ko
\n", "
" ], "text/plain": [ " names logfoldchanges pvalues pvalues_adj number \\\n", "0 chrVII_883857_884257 3.606330 1.927126e-70 1.329717e-68 441 \n", "1 chrX_454688_455338 3.949230 2.108841e-51 7.275501e-50 303 \n", "2 chrII_613940_614505 5.382557 4.503557e-38 7.768636e-37 189 \n", "3 chrV_544670_545587 3.728325 9.272983e-33 1.279672e-31 200 \n", "4 chrVIII_450860_451208 6.446487 2.321509e-28 2.669735e-27 132 \n", "5 chrXVI_411349_411915 4.133628 5.321212e-19 3.671637e-18 106 \n", "6 chrII_614793_615361 4.959104 1.137108e-18 7.132768e-18 94 \n", "7 chrXVI_412048_412354 13.863855 2.628075e-17 1.208914e-16 75 \n", "8 chrXV_160747_161147 3.246710 4.388851e-07 1.164734e-06 43 \n", "9 chrXI_164749_164897 3.724329 4.839595e-04 8.562361e-04 20 \n", "10 chrIV_215708_216063 3.480023 3.447024e-20 2.642718e-19 74 \n", "11 chrVII_625218_625597 3.177404 7.027647e-14 3.030673e-13 54 \n", "12 chrII_533304_533666 3.800928 2.132744e-11 7.745227e-11 37 \n", "13 chrXIV_301779_302150 4.589684 3.215739e-11 1.109430e-10 32 \n", "14 chrXV_304395_304786 3.399200 5.453564e-10 1.710436e-09 35 \n", "15 chrIV_1270863_1270994 12.035796 2.517398e-06 6.203588e-06 14 \n", "16 chrII_455444_455788 4.493130 1.004659e-05 2.310716e-05 15 \n", "17 chrIV_927099_927255 11.550507 1.005197e-04 1.926627e-04 10 \n", "\n", " number_rest total total_rest group \n", "0 24 5031 3335 TYE7 \n", "1 13 5031 3335 TYE7 \n", "2 3 5031 3335 TYE7 \n", "3 10 5031 3335 TYE7 \n", "4 1 5031 3335 TYE7 \n", "5 4 5031 3335 TYE7 \n", "6 2 5031 3335 TYE7 \n", "7 0 5031 3335 TYE7 \n", "8 3 5031 3335 TYE7 \n", "9 1 5031 3335 TYE7 \n", "10 10 3335 5031 TYE7_gcr2ko \n", "11 9 3335 5031 TYE7_gcr2ko \n", "12 4 3335 5031 TYE7_gcr2ko \n", "13 2 3335 5031 TYE7_gcr2ko \n", "14 5 3335 5031 TYE7_gcr2ko \n", "15 0 3335 5031 TYE7_gcr2ko \n", "16 1 3335 5031 TYE7_gcr2ko \n", "17 0 3335 5031 TYE7_gcr2ko " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cc.tl.rank_peak_groups_df(adata_cc,'fisher_exact', logfc_min = 3, pval_cutoff = 0.05)" ] }, { "cell_type": "markdown", "id": "2f904f4f-83bb-49bf-97b6-a81d2bb2bed5", "metadata": {}, "source": [ "This is the heatmap for relative calling cards bindings." ] }, { "cell_type": "code", "execution_count": 21, "id": "62368420-1e8f-48a6-aac8-d9a93d077579", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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nameslogfoldchangespvaluespvalues_adjnumbernumber_resttotaltotal_restgroup
0chrVII_883857_8842573.6063301.927126e-701.329717e-684412450313335TYE7
1chrX_454688_4553383.9492302.108841e-517.275501e-503031350313335TYE7
2chrVII_999899_10010062.2950436.436514e-401.480398e-383855250313335TYE7
3chrII_613940_6145055.3825574.503557e-387.768636e-37189350313335TYE7
4chrV_544670_5455873.7283259.272983e-331.279672e-312001050313335TYE7
..............................
133chrXV_970959_971080-0.5763705.822512e-016.180820e-014933355031TYE7_gcr2ko
134chrXV_117912_1181600.1362916.403453e-016.694519e-01517033355031TYE7_gcr2ko
135chrXI_381717_3819640.3300006.645344e-016.843713e-01101233355031TYE7_gcr2ko
136chrVIII_549242_549430-0.3136156.755711e-016.855059e-0181533355031TYE7_gcr2ko
137chrVII_567315_5675630.1236408.551552e-018.551552e-01131833355031TYE7_gcr2ko
\n", "

138 rows × 9 columns

\n", "
" ], "text/plain": [ " names logfoldchanges pvalues pvalues_adj \\\n", "0 chrVII_883857_884257 3.606330 1.927126e-70 1.329717e-68 \n", "1 chrX_454688_455338 3.949230 2.108841e-51 7.275501e-50 \n", "2 chrVII_999899_1001006 2.295043 6.436514e-40 1.480398e-38 \n", "3 chrII_613940_614505 5.382557 4.503557e-38 7.768636e-37 \n", "4 chrV_544670_545587 3.728325 9.272983e-33 1.279672e-31 \n", ".. ... ... ... ... \n", "133 chrXV_970959_971080 -0.576370 5.822512e-01 6.180820e-01 \n", "134 chrXV_117912_118160 0.136291 6.403453e-01 6.694519e-01 \n", "135 chrXI_381717_381964 0.330000 6.645344e-01 6.843713e-01 \n", "136 chrVIII_549242_549430 -0.313615 6.755711e-01 6.855059e-01 \n", "137 chrVII_567315_567563 0.123640 8.551552e-01 8.551552e-01 \n", "\n", " number number_rest total total_rest group \n", "0 441 24 5031 3335 TYE7 \n", "1 303 13 5031 3335 TYE7 \n", "2 385 52 5031 3335 TYE7 \n", "3 189 3 5031 3335 TYE7 \n", "4 200 10 5031 3335 TYE7 \n", ".. ... ... ... ... ... \n", "133 4 9 3335 5031 TYE7_gcr2ko \n", "134 51 70 3335 5031 TYE7_gcr2ko \n", "135 10 12 3335 5031 TYE7_gcr2ko \n", "136 8 15 3335 5031 TYE7_gcr2ko \n", "137 13 18 3335 5031 TYE7_gcr2ko \n", "\n", "[138 rows x 9 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cc.tl.rank_peak_groups_df(adata_cc,'fisher_exact')" ] }, { "cell_type": "code", "execution_count": 23, "id": "62ce99fd-415b-4b17-b210-c0d440a7d558", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameslogfoldchangespvaluespvalues_adjnumbernumber_resttotaltotal_restgroup
0chrVII_883857_8842573.6063301.927126e-701.329717e-684412450313335TYE7
1chrX_454688_4553383.9492302.108841e-517.275501e-503031350313335TYE7
2chrII_613940_6145055.3825574.503557e-387.768636e-37189350313335TYE7
3chrV_544670_5455873.7283259.272983e-331.279672e-312001050313335TYE7
4chrVIII_450860_4512086.4464872.321509e-282.669735e-27132150313335TYE7
5chrXVI_411349_4119154.1336285.321212e-193.671637e-18106450313335TYE7
6chrII_614793_6153614.9591041.137108e-187.132768e-1894250313335TYE7
7chrXVI_412048_41235413.8638552.628075e-171.208914e-1675050313335TYE7
8chrXV_160747_1611473.2467104.388851e-071.164734e-0643350313335TYE7
9chrXI_164749_1648973.7243294.839595e-048.562361e-0420150313335TYE7
10chrIV_215708_2160633.4800233.447024e-202.642718e-19741033355031TYE7_gcr2ko
11chrVII_625218_6255973.1774047.027647e-143.030673e-1354933355031TYE7_gcr2ko
12chrII_533304_5336663.8009282.132744e-117.745227e-1137433355031TYE7_gcr2ko
13chrXIV_301779_3021504.5896843.215739e-111.109430e-1032233355031TYE7_gcr2ko
14chrXV_304395_3047863.3992005.453564e-101.710436e-0935533355031TYE7_gcr2ko
15chrIV_1270863_127099412.0357962.517398e-066.203588e-0614033355031TYE7_gcr2ko
16chrII_455444_4557884.4931301.004659e-052.310716e-0515133355031TYE7_gcr2ko
17chrIV_927099_92725511.5505071.005197e-041.926627e-0410033355031TYE7_gcr2ko
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" ], "text/plain": [ " names logfoldchanges pvalues pvalues_adj number \\\n", "0 chrVII_883857_884257 3.606330 1.927126e-70 1.329717e-68 441 \n", "1 chrX_454688_455338 3.949230 2.108841e-51 7.275501e-50 303 \n", "2 chrII_613940_614505 5.382557 4.503557e-38 7.768636e-37 189 \n", "3 chrV_544670_545587 3.728325 9.272983e-33 1.279672e-31 200 \n", "4 chrVIII_450860_451208 6.446487 2.321509e-28 2.669735e-27 132 \n", "5 chrXVI_411349_411915 4.133628 5.321212e-19 3.671637e-18 106 \n", "6 chrII_614793_615361 4.959104 1.137108e-18 7.132768e-18 94 \n", "7 chrXVI_412048_412354 13.863855 2.628075e-17 1.208914e-16 75 \n", "8 chrXV_160747_161147 3.246710 4.388851e-07 1.164734e-06 43 \n", "9 chrXI_164749_164897 3.724329 4.839595e-04 8.562361e-04 20 \n", "10 chrIV_215708_216063 3.480023 3.447024e-20 2.642718e-19 74 \n", "11 chrVII_625218_625597 3.177404 7.027647e-14 3.030673e-13 54 \n", "12 chrII_533304_533666 3.800928 2.132744e-11 7.745227e-11 37 \n", "13 chrXIV_301779_302150 4.589684 3.215739e-11 1.109430e-10 32 \n", "14 chrXV_304395_304786 3.399200 5.453564e-10 1.710436e-09 35 \n", "15 chrIV_1270863_1270994 12.035796 2.517398e-06 6.203588e-06 14 \n", "16 chrII_455444_455788 4.493130 1.004659e-05 2.310716e-05 15 \n", "17 chrIV_927099_927255 11.550507 1.005197e-04 1.926627e-04 10 \n", "\n", " number_rest total total_rest group \n", "0 24 5031 3335 TYE7 \n", "1 13 5031 3335 TYE7 \n", "2 3 5031 3335 TYE7 \n", "3 10 5031 3335 TYE7 \n", "4 1 5031 3335 TYE7 \n", "5 4 5031 3335 TYE7 \n", "6 2 5031 3335 TYE7 \n", "7 0 5031 3335 TYE7 \n", "8 3 5031 3335 TYE7 \n", "9 1 5031 3335 TYE7 \n", "10 10 3335 5031 TYE7_gcr2ko \n", "11 9 3335 5031 TYE7_gcr2ko \n", "12 4 3335 5031 TYE7_gcr2ko \n", "13 2 3335 5031 TYE7_gcr2ko \n", "14 5 3335 5031 TYE7_gcr2ko \n", "15 0 3335 5031 TYE7_gcr2ko \n", "16 1 3335 5031 TYE7_gcr2ko \n", "17 0 3335 5031 TYE7_gcr2ko " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cc.tl.rank_peak_groups_df(adata_cc,'fisher_exact', logfc_min = 3, pval_cutoff = 0.05)" ] }, { "cell_type": "code", "execution_count": 24, "id": "eb9d0487-a3a9-47a4-98ad-271c5a35dedf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndCenterpvalueExperiment InsertionsReference InsertionsFraction ExperimentTPH ExperimentExpect insertionspvalue_adjNearest Refseq1Gene Name1Direction1Distance1Nearest Refseq2Gene Name2Direction2Distance2
name
chrIII_137273_137488chrIII137273137488137384.01.040404e-0719180.0008008.002359e+045.0772676.140676e-05S000000605PGK1+259S000000604ADP1--401
chrIII_50464_50773chrIII504645077350622.00.000000e+0057170.0024012.400708e+054.8507520.000000e+00S000000545GLK1+66S000000548PDI1--244
chrIII_68547_68827chrIII685476882768644.00.000000e+0059330.0024852.484943e+058.4749900.000000e+00S000000534BIK1-0S000000535HIS4--215
chrII_221245_221577chrII221245221577221472.00.000000e+008680.0036223.622120e+053.0225090.000000e+00S000000101PDR3+-846S000000102LDB7--4117
chrII_260413_260575chrII260413260575260489.05.870277e-0922180.0009279.265889e+045.5506443.681306e-06S000000215IPP1--2439S000000214HHT1+-3673
............................................................
chrXV_970959_971080chrXV970959971080971024.51.148182e-111300.0005485.475298e+041.2989877.945218e-09S000005868RPA190+-4979S000005871TYE7-6115
chrXV_987325_988055chrXV987325988055987562.00.000000e+00224640.0094349.434360e+0520.1351940.000000e+00S000005875PUT4-0S000005874PYK2--864
chrXV_988153_988367chrXV988153988367988290.01.295000e-0724220.0010111.010824e+057.5777237.532581e-05S000005875PUT4-0S000005876CIN1+1423
chrX_337351_338085chrX337351338085337757.00.000000e+00738440.0310833.108285e+0619.3166120.000000e+00S000003588TDH1+187S000003589PEP8+-315
chrX_454688_455338chrX454688455338454954.00.000000e+00316230.0133091.330919e+0610.5745930.000000e+00S000003769TDH2--8S000003771MET3+902
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69 rows × 19 columns

\n", "
" ], "text/plain": [ " Chr Start End Center pvalue \\\n", "name \n", "chrIII_137273_137488 chrIII 137273 137488 137384.0 1.040404e-07 \n", "chrIII_50464_50773 chrIII 50464 50773 50622.0 0.000000e+00 \n", "chrIII_68547_68827 chrIII 68547 68827 68644.0 0.000000e+00 \n", "chrII_221245_221577 chrII 221245 221577 221472.0 0.000000e+00 \n", "chrII_260413_260575 chrII 260413 260575 260489.0 5.870277e-09 \n", "... ... ... ... ... ... \n", "chrXV_970959_971080 chrXV 970959 971080 971024.5 1.148182e-11 \n", "chrXV_987325_988055 chrXV 987325 988055 987562.0 0.000000e+00 \n", "chrXV_988153_988367 chrXV 988153 988367 988290.0 1.295000e-07 \n", "chrX_337351_338085 chrX 337351 338085 337757.0 0.000000e+00 \n", "chrX_454688_455338 chrX 454688 455338 454954.0 0.000000e+00 \n", "\n", " Experiment Insertions Reference Insertions \\\n", "name \n", "chrIII_137273_137488 19 18 \n", "chrIII_50464_50773 57 17 \n", "chrIII_68547_68827 59 33 \n", "chrII_221245_221577 86 8 \n", "chrII_260413_260575 22 18 \n", "... ... ... \n", "chrXV_970959_971080 13 0 \n", "chrXV_987325_988055 224 64 \n", "chrXV_988153_988367 24 22 \n", "chrX_337351_338085 738 44 \n", "chrX_454688_455338 316 23 \n", "\n", " Fraction Experiment TPH Experiment Expect insertions \\\n", "name \n", "chrIII_137273_137488 0.000800 8.002359e+04 5.077267 \n", "chrIII_50464_50773 0.002401 2.400708e+05 4.850752 \n", "chrIII_68547_68827 0.002485 2.484943e+05 8.474990 \n", "chrII_221245_221577 0.003622 3.622120e+05 3.022509 \n", "chrII_260413_260575 0.000927 9.265889e+04 5.550644 \n", "... ... ... ... \n", "chrXV_970959_971080 0.000548 5.475298e+04 1.298987 \n", "chrXV_987325_988055 0.009434 9.434360e+05 20.135194 \n", "chrXV_988153_988367 0.001011 1.010824e+05 7.577723 \n", "chrX_337351_338085 0.031083 3.108285e+06 19.316612 \n", "chrX_454688_455338 0.013309 1.330919e+06 10.574593 \n", "\n", " pvalue_adj Nearest Refseq1 Gene Name1 Direction1 \\\n", "name \n", "chrIII_137273_137488 6.140676e-05 S000000605 PGK1 + \n", "chrIII_50464_50773 0.000000e+00 S000000545 GLK1 + \n", "chrIII_68547_68827 0.000000e+00 S000000534 BIK1 - \n", "chrII_221245_221577 0.000000e+00 S000000101 PDR3 + \n", "chrII_260413_260575 3.681306e-06 S000000215 IPP1 - \n", "... ... ... ... ... \n", "chrXV_970959_971080 7.945218e-09 S000005868 RPA190 + \n", "chrXV_987325_988055 0.000000e+00 S000005875 PUT4 - \n", "chrXV_988153_988367 7.532581e-05 S000005875 PUT4 - \n", "chrX_337351_338085 0.000000e+00 S000003588 TDH1 + \n", "chrX_454688_455338 0.000000e+00 S000003769 TDH2 - \n", "\n", " Distance1 Nearest Refseq2 Gene Name2 Direction2 \\\n", "name \n", "chrIII_137273_137488 259 S000000604 ADP1 - \n", "chrIII_50464_50773 66 S000000548 PDI1 - \n", "chrIII_68547_68827 0 S000000535 HIS4 - \n", "chrII_221245_221577 -846 S000000102 LDB7 - \n", "chrII_260413_260575 -2439 S000000214 HHT1 + \n", "... ... ... ... ... \n", "chrXV_970959_971080 -4979 S000005871 TYE7 - \n", "chrXV_987325_988055 0 S000005874 PYK2 - \n", "chrXV_988153_988367 0 S000005876 CIN1 + \n", "chrX_337351_338085 187 S000003589 PEP8 + \n", "chrX_454688_455338 -8 S000003771 MET3 + \n", "\n", " Distance2 \n", "name \n", "chrIII_137273_137488 -401 \n", "chrIII_50464_50773 -244 \n", "chrIII_68547_68827 -215 \n", "chrII_221245_221577 -4117 \n", "chrII_260413_260575 -3673 \n", "... ... \n", "chrXV_970959_971080 6115 \n", "chrXV_987325_988055 -864 \n", "chrXV_988153_988367 1423 \n", "chrX_337351_338085 -315 \n", "chrX_454688_455338 902 \n", "\n", "[69 rows x 19 columns]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_cc.var" ] }, { "cell_type": "code", "execution_count": 25, "id": "8682de22-d6f6-40fc-a6d3-3273c16dfd3a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndCenterpvalueExperiment InsertionsReference InsertionsFraction ExperimentTPH ExperimentExpect insertionspvalue_adjNearest Refseq1Gene Name1Direction1Distance1Nearest Refseq2Gene Name2Direction2Distance2
name
chrII_455444_455788chrII455444455788455660.52.775558e-151600.0006746.738828e+041.2528142.101830e-12S000000312AIM3+0S000000311IML3--915
chrII_533304_533666chrII533304533666533482.50.000000e+0041110.0017271.726825e+053.7809490.000000e+00S000000349ADH5+97S000000347SUP45--1123
chrII_613940_614505chrII613940614505614184.00.000000e+00192410.0080878.086594e+0511.3653560.000000e+00S000000400PGI1--41S000000402TAF5-1623
chrII_614793_615361chrII614793615361615087.00.000000e+0096100.0040434.043297e+053.5281360.000000e+00S000000402TAF5-767S000000400PGI1--894
chrIV_1270863_1270994chrIV127086312709941270932.52.821892e-101440.0005905.896475e+041.9263981.919604e-07S000002808URH1+70S000002807HPT1+-131
chrIV_215708_216063chrIV215708216063215952.00.000000e+0084260.0035383.537885e+057.0215850.000000e+00S000002297RGT2+-67S000002296ARF2+467
chrIV_927099_927255chrIV927099927255927176.05.238660e-081020.0004214.211768e+041.4631993.185661e-05S000002639COX20--190S000002640HEM1+198
chrVIII_450860_451208chrVIII450860451208451015.00.000000e+00133220.0056025.601651e+055.9467860.000000e+00S000001215SPC97+-55S000001217ENO2-120
chrVII_625218_625597chrVII625218625597625465.00.000000e+006380.0026532.653414e+054.5692000.000000e+00S000003300ART5-0S000003302ROM1+2210
chrVII_883857_884257chrVII883857884257884120.00.000000e+00465410.0195851.958472e+0619.2921520.000000e+00S000003424TDH3--48S000003425PDX1-253
chrV_544670_545587chrV544670545587545228.00.000000e+002101060.0088458.844712e+0525.2047240.000000e+00S000000978ECM32+0S000000979BMH1+25
chrXIV_301779_302150chrXIV301779302150301988.04.203859e-1234250.0014321.432001e+058.7250722.960033e-09S000005122RPS3+531S000005124RHO5--1131
chrXI_164749_164897chrXI164749164897164815.51.333711e-1221110.0008848.844712e+043.2927829.558659e-10S000001635GPM1--365S000001633MCR1+1648
chrXVI_411349_411915chrXVI411349411915411592.00.000000e+00110340.0046334.632944e+0511.1670100.000000e+00S000005997GPI2+-65S000005996GCR1+340
chrXVI_412048_412354chrXVI412048412354412177.00.000000e+0075190.0031593.158826e+056.6815640.000000e+00S000005996GCR1+0S000005997GPI2+-764
chrXV_160747_161147chrXV160747161147160921.00.000000e+0046230.0019371.937413e+057.8767100.000000e+00S000005446ADH1--154S000005444PHM7+1210
chrXV_304395_304786chrXV304395304786304559.00.000000e+0040100.0016851.684707e+053.9898740.000000e+00S000005372HTZ1--413S000005371PLB3+564
chrX_454688_455338chrX454688455338454954.00.000000e+00316230.0133091.330919e+0610.5745930.000000e+00S000003769TDH2--8S000003771MET3+902
\n", "
" ], "text/plain": [ " Chr Start End Center pvalue \\\n", "name \n", "chrII_455444_455788 chrII 455444 455788 455660.5 2.775558e-15 \n", "chrII_533304_533666 chrII 533304 533666 533482.5 0.000000e+00 \n", "chrII_613940_614505 chrII 613940 614505 614184.0 0.000000e+00 \n", "chrII_614793_615361 chrII 614793 615361 615087.0 0.000000e+00 \n", "chrIV_1270863_1270994 chrIV 1270863 1270994 1270932.5 2.821892e-10 \n", "chrIV_215708_216063 chrIV 215708 216063 215952.0 0.000000e+00 \n", "chrIV_927099_927255 chrIV 927099 927255 927176.0 5.238660e-08 \n", "chrVIII_450860_451208 chrVIII 450860 451208 451015.0 0.000000e+00 \n", "chrVII_625218_625597 chrVII 625218 625597 625465.0 0.000000e+00 \n", "chrVII_883857_884257 chrVII 883857 884257 884120.0 0.000000e+00 \n", "chrV_544670_545587 chrV 544670 545587 545228.0 0.000000e+00 \n", "chrXIV_301779_302150 chrXIV 301779 302150 301988.0 4.203859e-12 \n", "chrXI_164749_164897 chrXI 164749 164897 164815.5 1.333711e-12 \n", "chrXVI_411349_411915 chrXVI 411349 411915 411592.0 0.000000e+00 \n", "chrXVI_412048_412354 chrXVI 412048 412354 412177.0 0.000000e+00 \n", "chrXV_160747_161147 chrXV 160747 161147 160921.0 0.000000e+00 \n", "chrXV_304395_304786 chrXV 304395 304786 304559.0 0.000000e+00 \n", "chrX_454688_455338 chrX 454688 455338 454954.0 0.000000e+00 \n", "\n", " Experiment Insertions Reference Insertions \\\n", "name \n", "chrII_455444_455788 16 0 \n", "chrII_533304_533666 41 11 \n", "chrII_613940_614505 192 41 \n", "chrII_614793_615361 96 10 \n", "chrIV_1270863_1270994 14 4 \n", "chrIV_215708_216063 84 26 \n", "chrIV_927099_927255 10 2 \n", "chrVIII_450860_451208 133 22 \n", "chrVII_625218_625597 63 8 \n", "chrVII_883857_884257 465 41 \n", "chrV_544670_545587 210 106 \n", "chrXIV_301779_302150 34 25 \n", "chrXI_164749_164897 21 11 \n", "chrXVI_411349_411915 110 34 \n", "chrXVI_412048_412354 75 19 \n", "chrXV_160747_161147 46 23 \n", "chrXV_304395_304786 40 10 \n", "chrX_454688_455338 316 23 \n", "\n", " Fraction Experiment TPH Experiment Expect insertions \\\n", "name \n", "chrII_455444_455788 0.000674 6.738828e+04 1.252814 \n", "chrII_533304_533666 0.001727 1.726825e+05 3.780949 \n", "chrII_613940_614505 0.008087 8.086594e+05 11.365356 \n", "chrII_614793_615361 0.004043 4.043297e+05 3.528136 \n", "chrIV_1270863_1270994 0.000590 5.896475e+04 1.926398 \n", "chrIV_215708_216063 0.003538 3.537885e+05 7.021585 \n", "chrIV_927099_927255 0.000421 4.211768e+04 1.463199 \n", "chrVIII_450860_451208 0.005602 5.601651e+05 5.946786 \n", "chrVII_625218_625597 0.002653 2.653414e+05 4.569200 \n", "chrVII_883857_884257 0.019585 1.958472e+06 19.292152 \n", "chrV_544670_545587 0.008845 8.844712e+05 25.204724 \n", "chrXIV_301779_302150 0.001432 1.432001e+05 8.725072 \n", "chrXI_164749_164897 0.000884 8.844712e+04 3.292782 \n", "chrXVI_411349_411915 0.004633 4.632944e+05 11.167010 \n", "chrXVI_412048_412354 0.003159 3.158826e+05 6.681564 \n", "chrXV_160747_161147 0.001937 1.937413e+05 7.876710 \n", "chrXV_304395_304786 0.001685 1.684707e+05 3.989874 \n", "chrX_454688_455338 0.013309 1.330919e+06 10.574593 \n", "\n", " pvalue_adj Nearest Refseq1 Gene Name1 Direction1 \\\n", "name \n", "chrII_455444_455788 2.101830e-12 S000000312 AIM3 + \n", "chrII_533304_533666 0.000000e+00 S000000349 ADH5 + \n", "chrII_613940_614505 0.000000e+00 S000000400 PGI1 - \n", "chrII_614793_615361 0.000000e+00 S000000402 TAF5 - \n", "chrIV_1270863_1270994 1.919604e-07 S000002808 URH1 + \n", "chrIV_215708_216063 0.000000e+00 S000002297 RGT2 + \n", "chrIV_927099_927255 3.185661e-05 S000002639 COX20 - \n", "chrVIII_450860_451208 0.000000e+00 S000001215 SPC97 + \n", "chrVII_625218_625597 0.000000e+00 S000003300 ART5 - \n", "chrVII_883857_884257 0.000000e+00 S000003424 TDH3 - \n", "chrV_544670_545587 0.000000e+00 S000000978 ECM32 + \n", "chrXIV_301779_302150 2.960033e-09 S000005122 RPS3 + \n", "chrXI_164749_164897 9.558659e-10 S000001635 GPM1 - \n", "chrXVI_411349_411915 0.000000e+00 S000005997 GPI2 + \n", "chrXVI_412048_412354 0.000000e+00 S000005996 GCR1 + \n", "chrXV_160747_161147 0.000000e+00 S000005446 ADH1 - \n", "chrXV_304395_304786 0.000000e+00 S000005372 HTZ1 - \n", "chrX_454688_455338 0.000000e+00 S000003769 TDH2 - \n", "\n", " Distance1 Nearest Refseq2 Gene Name2 Direction2 \\\n", "name \n", "chrII_455444_455788 0 S000000311 IML3 - \n", "chrII_533304_533666 97 S000000347 SUP45 - \n", "chrII_613940_614505 -41 S000000402 TAF5 - \n", "chrII_614793_615361 767 S000000400 PGI1 - \n", "chrIV_1270863_1270994 70 S000002807 HPT1 + \n", "chrIV_215708_216063 -67 S000002296 ARF2 + \n", "chrIV_927099_927255 -190 S000002640 HEM1 + \n", "chrVIII_450860_451208 -55 S000001217 ENO2 - \n", "chrVII_625218_625597 0 S000003302 ROM1 + \n", "chrVII_883857_884257 -48 S000003425 PDX1 - \n", "chrV_544670_545587 0 S000000979 BMH1 + \n", "chrXIV_301779_302150 531 S000005124 RHO5 - \n", "chrXI_164749_164897 -365 S000001633 MCR1 + \n", "chrXVI_411349_411915 -65 S000005996 GCR1 + \n", "chrXVI_412048_412354 0 S000005997 GPI2 + \n", "chrXV_160747_161147 -154 S000005444 PHM7 + \n", "chrXV_304395_304786 -413 S000005371 PLB3 + \n", "chrX_454688_455338 -8 S000003771 MET3 + \n", "\n", " Distance2 \n", "name \n", "chrII_455444_455788 -915 \n", "chrII_533304_533666 -1123 \n", "chrII_613940_614505 1623 \n", "chrII_614793_615361 -894 \n", "chrIV_1270863_1270994 -131 \n", "chrIV_215708_216063 467 \n", "chrIV_927099_927255 198 \n", "chrVIII_450860_451208 120 \n", "chrVII_625218_625597 2210 \n", "chrVII_883857_884257 253 \n", "chrV_544670_545587 25 \n", "chrXIV_301779_302150 -1131 \n", "chrXI_164749_164897 1648 \n", "chrXVI_411349_411915 340 \n", "chrXVI_412048_412354 -764 \n", "chrXV_160747_161147 1210 \n", "chrXV_304395_304786 564 \n", "chrX_454688_455338 902 " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_cc.var[adata_cc.var.index.isin(list(cc.tl.rank_peak_groups_df(adata_cc,'fisher_exact', logfc_min = 3, pval_cutoff = 0.05)['names']))]" ] }, { "cell_type": "markdown", "id": "b53e7b1e-f177-4da7-b404-7b1efb7a5d54", "metadata": {}, "source": [ "In some cases, the peaks are divided into two and the gap might be acture binding sites. This often happens in yeast data because insertions can bind anywhere, but it rarely happens in human/mouse data, because it can only bind in TTAA sites.\n", "\n", "We could perform a footprint analysis on yeast data. " ] }, { "cell_type": "code", "execution_count": 26, "id": "e29f5326-ca2b-488b-b3bf-572ca0b66487", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChrStartEndCenterpvalueExperiment InsertionsReference InsertionsFraction ExperimentTPH ExperimentExpect insertions...Gene Name1Direction1Distance1Nearest Refseq2Gene Name2Direction2Distance2Chr_footprintStart_footprintEnd_footprint
name
chrIII_137273_137488chrIII137273137488137384.01.040404e-0719180.0008008.002359e+045.077267...PGK1+259S000000604ADP1--401chrIII137342137398
chrIII_50464_50773chrIII504645077350622.00.000000e+0057170.0024012.400708e+054.850752...GLK1+66S000000548PDI1--244chrIII5052850645
chrIII_68547_68827chrIII685476882768644.00.000000e+0059330.0024852.484943e+058.474990...BIK1-0S000000535HIS4--215chrIII6863468742
chrII_221245_221577chrII221245221577221472.00.000000e+008680.0036223.622120e+053.022509...PDR3+-846S000000102LDB7--4117chrII221449221557
chrII_260413_260575chrII260413260575260489.05.870277e-0922180.0009279.265889e+045.550644...IPP1--2439S000000214HHT1+-3673chrII260466260535
..................................................................
chrXV_970959_971080chrXV970959971080971024.51.148182e-111300.0005485.475298e+041.298987...RPA190+-4979S000005871TYE7-6115chrXV970959971080
chrXV_987325_988055chrXV987325988055987562.00.000000e+00224640.0094349.434360e+0520.135194...PUT4-0S000005874PYK2--864chrXV987523987900
chrXV_988153_988367chrXV988153988367988290.01.295000e-0724220.0010111.010824e+057.577723...PUT4-0S000005876CIN1+1423chrXV988214988319
chrX_337351_338085chrX337351338085337757.00.000000e+00738440.0310833.108285e+0619.316612...TDH1+187S000003589PEP8+-315chrX337611337820
chrX_454688_455338chrX454688455338454954.00.000000e+00316230.0133091.330919e+0610.574593...TDH2--8S000003771MET3+902chrX454946455020
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69 rows × 22 columns

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" ], "text/plain": [ " Chr Start End Center pvalue \\\n", "name \n", "chrIII_137273_137488 chrIII 137273 137488 137384.0 1.040404e-07 \n", "chrIII_50464_50773 chrIII 50464 50773 50622.0 0.000000e+00 \n", "chrIII_68547_68827 chrIII 68547 68827 68644.0 0.000000e+00 \n", "chrII_221245_221577 chrII 221245 221577 221472.0 0.000000e+00 \n", "chrII_260413_260575 chrII 260413 260575 260489.0 5.870277e-09 \n", "... ... ... ... ... ... \n", "chrXV_970959_971080 chrXV 970959 971080 971024.5 1.148182e-11 \n", "chrXV_987325_988055 chrXV 987325 988055 987562.0 0.000000e+00 \n", "chrXV_988153_988367 chrXV 988153 988367 988290.0 1.295000e-07 \n", "chrX_337351_338085 chrX 337351 338085 337757.0 0.000000e+00 \n", "chrX_454688_455338 chrX 454688 455338 454954.0 0.000000e+00 \n", "\n", " Experiment Insertions Reference Insertions \\\n", "name \n", "chrIII_137273_137488 19 18 \n", "chrIII_50464_50773 57 17 \n", "chrIII_68547_68827 59 33 \n", "chrII_221245_221577 86 8 \n", "chrII_260413_260575 22 18 \n", "... ... ... \n", "chrXV_970959_971080 13 0 \n", "chrXV_987325_988055 224 64 \n", "chrXV_988153_988367 24 22 \n", "chrX_337351_338085 738 44 \n", "chrX_454688_455338 316 23 \n", "\n", " Fraction Experiment TPH Experiment Expect insertions \\\n", "name \n", "chrIII_137273_137488 0.000800 8.002359e+04 5.077267 \n", "chrIII_50464_50773 0.002401 2.400708e+05 4.850752 \n", "chrIII_68547_68827 0.002485 2.484943e+05 8.474990 \n", "chrII_221245_221577 0.003622 3.622120e+05 3.022509 \n", "chrII_260413_260575 0.000927 9.265889e+04 5.550644 \n", "... ... ... ... \n", "chrXV_970959_971080 0.000548 5.475298e+04 1.298987 \n", "chrXV_987325_988055 0.009434 9.434360e+05 20.135194 \n", "chrXV_988153_988367 0.001011 1.010824e+05 7.577723 \n", "chrX_337351_338085 0.031083 3.108285e+06 19.316612 \n", "chrX_454688_455338 0.013309 1.330919e+06 10.574593 \n", "\n", " ... Gene Name1 Direction1 Distance1 Nearest Refseq2 \\\n", "name ... \n", "chrIII_137273_137488 ... PGK1 + 259 S000000604 \n", "chrIII_50464_50773 ... GLK1 + 66 S000000548 \n", "chrIII_68547_68827 ... BIK1 - 0 S000000535 \n", "chrII_221245_221577 ... PDR3 + -846 S000000102 \n", "chrII_260413_260575 ... IPP1 - -2439 S000000214 \n", "... ... ... ... ... ... \n", "chrXV_970959_971080 ... RPA190 + -4979 S000005871 \n", "chrXV_987325_988055 ... PUT4 - 0 S000005874 \n", "chrXV_988153_988367 ... PUT4 - 0 S000005876 \n", "chrX_337351_338085 ... TDH1 + 187 S000003589 \n", "chrX_454688_455338 ... TDH2 - -8 S000003771 \n", "\n", " Gene Name2 Direction2 Distance2 Chr_footprint \\\n", "name \n", "chrIII_137273_137488 ADP1 - -401 chrIII \n", "chrIII_50464_50773 PDI1 - -244 chrIII \n", "chrIII_68547_68827 HIS4 - -215 chrIII \n", "chrII_221245_221577 LDB7 - -4117 chrII \n", "chrII_260413_260575 HHT1 + -3673 chrII \n", "... ... ... ... ... \n", "chrXV_970959_971080 TYE7 - 6115 chrXV \n", "chrXV_987325_988055 PYK2 - -864 chrXV \n", "chrXV_988153_988367 CIN1 + 1423 chrXV \n", "chrX_337351_338085 PEP8 + -315 chrX \n", "chrX_454688_455338 MET3 + 902 chrX \n", "\n", " Start_footprint End_footprint \n", "name \n", "chrIII_137273_137488 137342 137398 \n", "chrIII_50464_50773 50528 50645 \n", "chrIII_68547_68827 68634 68742 \n", "chrII_221245_221577 221449 221557 \n", "chrII_260413_260575 260466 260535 \n", "... ... ... \n", "chrXV_970959_971080 970959 971080 \n", "chrXV_987325_988055 987523 987900 \n", "chrXV_988153_988367 988214 988319 \n", "chrX_337351_338085 337611 337820 \n", "chrX_454688_455338 454946 455020 \n", "\n", "[69 rows x 22 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_cc.var = cc.tl.footprint(adata_cc.var, qbed_data)\n", "adata_cc.var" ] }, { "cell_type": "markdown", "id": "8f41cefd-dd55-4857-a9f2-d34ac67c7bfe", "metadata": {}, "source": [ "Above is the footprint data saved in adata_cc. Here we do it again and perserve it in bed data." ] }, { "cell_type": "code", "execution_count": 27, "id": "37093849-152c-4331-a9fd-8e9766ce3251", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Chr_footprintStart_footprintEnd_footprint
0chrI6824668324
1chrI7121671400
2chrI229803229906
3chrII3012930410
4chrII221449221557
5chrII260466260535
6chrII455557455688
7chrII533329533500
8chrII614133614356
9chrII615046615270
\n", "
" ], "text/plain": [ " Chr_footprint Start_footprint End_footprint\n", "0 chrI 68246 68324\n", "1 chrI 71216 71400\n", "2 chrI 229803 229906\n", "3 chrII 30129 30410\n", "4 chrII 221449 221557\n", "5 chrII 260466 260535\n", "6 chrII 455557 455688\n", "7 chrII 533329 533500\n", "8 chrII 614133 614356\n", "9 chrII 615046 615270" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "footprint_bed = cc.tl.footprint(peak_data, qbed_data, return_bed = True, delete_unfound = True)\n", "footprint_bed[0:10]" ] }, { "cell_type": "markdown", "id": "24373fb2-bb6e-4c7b-b80a-a00d83ebf623", "metadata": {}, "source": [ "Let's visulize part of the footprint points." ] }, { "cell_type": "code", "execution_count": 28, "id": "f72ca7b0-bc0b-4a8d-ae39-cdab65af689b", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc.pl.draw_area(\"chrII\", 613790, 616171, 1000, footprint_bed, qbed_data, \"sacCer3\", font_size=2,\n", " key = \"Index\", insertionkey = \"group\", figsize = (30,6), peak_line = 2, bins = 600, \n", " example_length = 500, color = \"purple\")\n", "cc.pl.draw_area(\"chrX\", 337680, 337768, 3000, footprint_bed, qbed_data, \"sacCer3\", font_size=2,\n", " key = \"Index\", insertionkey = \"group\", figsize = (30,7), peak_line = 1, bins = 600, \n", " example_length = 500, color = \"purple\")" ] }, { "cell_type": "markdown", "id": "de8341e2-7d51-46a4-83fa-265478fc9622", "metadata": {}, "source": [ "Saved the file if needed." ] }, { "cell_type": "code", "execution_count": 29, "id": "b0deb5dd-3975-4567-a197-83c270a97896", "metadata": {}, "outputs": [], "source": [ "adata_cc.write(\"yeast.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" } }, "nbformat": 4, "nbformat_minor": 5 }