{ "cells": [ { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import pylab\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load mapping summary CSVs and gather CSV" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "#sample_id='SRR606249'\n", "#sample_id = 'p8808mo9'\n", "sample_id = 'p8808mo11'\n", "\n", "\n", "# load mapping CSVs\n", "all_df = pd.read_csv(f'outputs/minimap/depth/{sample_id}.summary.csv')\n", "left_df = pd.read_csv(f'outputs/leftover/depth/{sample_id}.summary.csv')\n", "\n", "# load gather CSV\n", "gather_df = pd.read_csv(f'outputs/{sample_id}.gather.csv')\n", "\n", "# names!\n", "names_df = pd.read_csv(f'{sample_id}.acc.urls.csv')\n", "\n", "# connect gather_df to all_df and left_df using 'genome_id'\n", "def fix_name(x):\n", " return \"_\".join(x.split('_')[:2]).split('.')[0]\n", "\n", "gather_df['genome_id'] = gather_df['name'].apply(fix_name)\n", "names_df['genome_id'] = names_df['acc'].apply(fix_name)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# CTB bug FIXME\n", "# this ensures that only rows that share genome_id are in all the dataframes\n", "in_gather = set(gather_df.genome_id)\n", "in_left = set(left_df.genome_id)\n", "\n", "in_both = in_left.intersection(in_gather)\n", "\n", "all_df = all_df[all_df.genome_id.isin(in_both)]\n", "left_df = left_df[left_df.genome_id.isin(in_both)]\n", "gather_df = gather_df[gather_df.genome_id.isin(in_both)]\n", "names_df = names_df[names_df.genome_id.isin(in_both)]\n", "\n", "# reassign index now that we've maybe dropped rows\n", "all_df.index = range(len(all_df))\n", "left_df.index = range(len(left_df))\n", "gather_df.index = range(len(gather_df))\n", "names_df.index = range(len(names_df))\n", "\n", "assert len(all_df) == len(gather_df)\n", "assert len(left_df) == len(gather_df)\n", "assert len(names_df) == len(gather_df)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accgenome_urlassembly_report_urlncbi_tax_namegenome_id
0GCA_010669205.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Blautia producta ATCC 27340 = DSM 2950GCA_010669205
1GCA_000433395.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Clostridium hathewayi CAG:224GCA_000433395
2GCA_012980095.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Escherichia coliGCA_012980095
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" ], "text/plain": [ " acc genome_url \\\n", "0 GCA_010669205.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "1 GCA_000433395.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "2 GCA_012980095.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "\n", " assembly_report_url \\\n", "0 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "2 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", "\n", " ncbi_tax_name genome_id \n", "0 Blautia producta ATCC 27340 = DSM 2950 GCA_010669205 \n", "1 Clostridium hathewayi CAG:224 GCA_000433395 \n", "2 Escherichia coli GCA_012980095 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# re-sort left_df and all_df to match gather_df order, using matching genome_id column\n", "all_df.set_index(\"genome_id\")\n", "all_df.reindex(index=gather_df[\"genome_id\"])\n", "all_df.reset_index()\n", "\n", "left_df.set_index(\"genome_id\")\n", "left_df.reindex(index=gather_df[\"genome_id\"])\n", "left_df.reset_index()\n", "\n", "left_df[\"mapped_bp\"] = (1 - left_df[\"percent missed\"]/100) * left_df[\"genome bp\"]\n", "\n", "names_df.set_index(\"genome_id\")\n", "names_df.reindex(index=gather_df[\"genome_id\"])\n", "names_df.reset_index()\n", "\n", "names_df[:3]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0genome bpmissedpercent missedcoveragegenome_idsample_idmapped_bp
0GCA_01066920561971164853287.83151425.055397GCA_010669205p8808mo115711788.0
1GCA_0004333955587080132740.23758415.577709GCA_000433395p8808mo115573806.0
2GCA_01298009551792841015181.96007848.870363GCA_012980095p8808mo115077766.0
3GCA_001405335551422256598810.26415037.890901GCA_001405335p8808mo114948234.0
4GCA_00018961549169643611747.34546818.913976GCA_000189615p8808mo114555790.0
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" ], "text/plain": [ " Unnamed: 0 genome bp missed percent missed coverage genome_id \\\n", "0 GCA_010669205 6197116 485328 7.831514 25.055397 GCA_010669205 \n", "1 GCA_000433395 5587080 13274 0.237584 15.577709 GCA_000433395 \n", "2 GCA_012980095 5179284 101518 1.960078 48.870363 GCA_012980095 \n", "3 GCA_001405335 5514222 565988 10.264150 37.890901 GCA_001405335 \n", "4 GCA_000189615 4916964 361174 7.345468 18.913976 GCA_000189615 \n", "\n", " sample_id mapped_bp \n", "0 p8808mo11 5711788.0 \n", "1 p8808mo11 5573806.0 \n", "2 p8808mo11 5077766.0 \n", "3 p8808mo11 4948234.0 \n", "4 p8808mo11 4555790.0 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "left_df[:5]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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intersect_bpf_orig_queryf_matchf_unique_to_queryf_unique_weightedaverage_abundmedian_abundstd_abundnamefilenamemd5f_match_origunique_intersect_bpgather_result_rankremaining_bpgenome_id
056340000.0198270.9172910.0198270.03334317.33510815.061.941587GCA_010669205.1_ASM1066920v1_genomic.fna.gzall-gather-genomes.sbt.zip698994c96972a3ff39d5abbef995fbd90.91729156340000278527000GCA_010669205
155100000.0193900.9960230.0193900.0187639.9744109.05.981056GCA_000433395.1_MGS224_genomic.fna.gzall-gather-genomes.sbt.zipe1681d164e1343664cc157db62bef9ea0.99602355100001273017000GCA_000433395
250150000.0176480.9816010.0176480.05957834.79780730.045.273493GCA_012980095.1_PDT000632230.1_genomic.fna.gzall-gather-genomes.sbt.zipbb4ad2a307756042bba9542f947e65930.98160150150002268002000GCA_012980095
345860000.0161390.8364940.0159870.04438028.61457224.037.731637GCA_001405335.1_13470_2_84_genomic.fna.gzall-gather-genomes.sbt.zipfc9e495736d6619bad52fa69cede71dc0.84441245430003263459000GCA_001405335
441680000.0146680.6833470.0145130.0071885.1052384.023.697292GCA_003434055.1_ASM343405v1_genomic.fna.gzall-gather-genomes.sbt.zip420d475a10a0d7f2dd3f44da9d2fe4980.69063841240004259335000GCA_003434055
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" ], "text/plain": [ " intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n", "0 5634000 0.019827 0.917291 0.019827 0.033343 \n", "1 5510000 0.019390 0.996023 0.019390 0.018763 \n", "2 5015000 0.017648 0.981601 0.017648 0.059578 \n", "3 4586000 0.016139 0.836494 0.015987 0.044380 \n", "4 4168000 0.014668 0.683347 0.014513 0.007188 \n", "\n", " average_abund median_abund std_abund \\\n", "0 17.335108 15.0 61.941587 \n", "1 9.974410 9.0 5.981056 \n", "2 34.797807 30.0 45.273493 \n", "3 28.614572 24.0 37.731637 \n", "4 5.105238 4.0 23.697292 \n", "\n", " name filename \\\n", "0 GCA_010669205.1_ASM1066920v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", "1 GCA_000433395.1_MGS224_genomic.fna.gz all-gather-genomes.sbt.zip \n", "2 GCA_012980095.1_PDT000632230.1_genomic.fna.gz all-gather-genomes.sbt.zip \n", "3 GCA_001405335.1_13470_2_84_genomic.fna.gz all-gather-genomes.sbt.zip \n", "4 GCA_003434055.1_ASM343405v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", "\n", " md5 f_match_orig unique_intersect_bp \\\n", "0 698994c96972a3ff39d5abbef995fbd9 0.917291 5634000 \n", "1 e1681d164e1343664cc157db62bef9ea 0.996023 5510000 \n", "2 bb4ad2a307756042bba9542f947e6593 0.981601 5015000 \n", "3 fc9e495736d6619bad52fa69cede71dc 0.844412 4543000 \n", "4 420d475a10a0d7f2dd3f44da9d2fe498 0.690638 4124000 \n", "\n", " gather_result_rank remaining_bp genome_id \n", "0 0 278527000 GCA_010669205 \n", "1 1 273017000 GCA_000433395 \n", "2 2 268002000 GCA_012980095 \n", "3 3 263459000 GCA_001405335 \n", "4 4 259335000 GCA_003434055 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gather_df[:5]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# subsample? take top 60...\n", "\n", "NUM=60\n", "\n", "left_df = left_df[:NUM]\n", "all_df = all_df[:NUM]\n", "gather_df = gather_df[:NUM]\n", "names_df = names_df[:NUM]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 1: examining leftover reads, in order of gather" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(gather_df[\"f_match\"]* 100, 100 - left_df[\"percent missed\"], '.')\n", "\n", "pylab.xlim(0, 100)\n", "pylab.ylim(0, 100)\n", "pylab.xlabel('f_match')\n", "pylab.ylabel('mapping bp covered')\n", "pylab.title('gather f_match vs leftover mapping bp covered')\n", "pylab.plot([0, 100], [0, 100], '--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 2: fraction of hashes unique to query, in order of gather results" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'f_unique_to_query, as %')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(gather_df.index, gather_df[\"f_unique_to_query\"]*100, '.')\n", "\n", "pylab.title('fraction of hashes unique to query')\n", "pylab.xlabel('gather rank order')\n", "pylab.ylabel('f_unique_to_query, as %')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 4: sum mapped bp and sum identified hashes, in order of gather\n", "\n", "conclusion: across the gather run, total hashes identified correlate well with total bp mapped" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(left_df.index, left_df[\"mapped_bp\"].cumsum(), '-', label='total mapped bp')\n", "pylab.plot(gather_df.index, gather_df[\"unique_intersect_bp\"].cumsum(), '.', label='total classified hashes')\n", "\n", "pylab.xlabel('genome in rank order of gather')\n", "pylab.legend(loc='upper right')\n", "pylab.title(f'{sample_id}: gather remaining hashes vs remaining bp')\n", "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 5: mapped bp and identified hashes compared by sample, in order of gather\n", "\n", "conclusion: for most samples, bp mapped to that genome matches # of hashes classified to that genome\n", "\n", "note: hashes classified to this genome is monotonically decreasing, b/c gather is a greedy algorithm." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(10, 10))\n", "\n", "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", "\n", "positions = list(gather_df.index)\n", "labels = list(reversed(names_df.ncbi_tax_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "pylab.xlabel('number (millions)')\n", "pylab.legend(loc='lower right')\n", "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", "pylab.tight_layout()\n", "\n", "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 6: difference between hashes ident and bp mapped" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'difference: hashcount - mapped bp')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(8, 6))\n", "pylab.plot(gather_df.index, gather_df.unique_intersect_bp.cumsum() - left_df.mapped_bp.cumsum(), '.-')\n", "\n", "pylab.xlabel('genome (ordered by gather results)')\n", "pylab.ylabel('difference: hashcount - mapped bp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fig 7: difference between hashes and bp, per sample" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pylab.figure(num=None, figsize=(10, 10))\n", "\n", "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", "\n", "pylab.plot((gather_df.unique_intersect_bp - left_df.mapped_bp) / 1e6, gather_df.iloc[::-1].index, \n", " '.-', label='difference b/t hashes and mapping')\n", "\n", "positions = list(gather_df.index)\n", "labels = list(reversed(names_df.ncbi_tax_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "#pylab.ylabel('genome (ordered by gather results)')\n", "pylab.xlabel('number per genome (million)')\n", "pylab.legend(loc='lower right')\n", "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", "pylab.tight_layout()\n", "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.pdf')\n", "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.svg')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (myenv)", "language": "python", "name": "myenv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }