diff --git a/dsbook/network/gsea.ipynb b/dsbook/network/gsea.ipynb index da1ac70..d8d1a62 100644 --- a/dsbook/network/gsea.ipynb +++ b/dsbook/network/gsea.ipynb @@ -232,19 +232,19 @@ " 0\n", " 0.000002\n", " Cell cycle\n", - " 0.000699\n", + " 0.000701\n", " \n", " \n", " 1\n", " 0.000265\n", " Hedgehog signaling pathway\n", - " 0.037555\n", + " 0.037638\n", " \n", " \n", " 2\n", " 0.001870\n", " Prostate cancer\n", - " 0.176434\n", + " 0.176826\n", " \n", " \n", "\n", @@ -252,9 +252,9 @@ ], "text/plain": [ " p Term q\n", - "0 0.000002 Cell cycle 0.000699\n", - "1 0.000265 Hedgehog signaling pathway 0.037555\n", - "2 0.001870 Prostate cancer 0.176434" + "0 0.000002 Cell cycle 0.000701\n", + "1 0.000265 Hedgehog signaling pathway 0.037638\n", + "2 0.001870 Prostate cancer 0.176826" ] }, "execution_count": 5, @@ -305,7 +305,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-11-18 17:52:24,354 [WARNING] Found duplicated gene names, values averaged by gene names!\n" + "2024-11-19 16:19:42,737 [WARNING] Found duplicated gene names, values averaged by gene names!\n" ] } ], @@ -317,7 +317,7 @@ " classes=classes, # cls=class_vector\n", " permutation_type='phenotype', # null from permutations of class labels\n", " permutation_num=2000, # reduce number to speed up test\n", - " min_size=3, # minimal size of pathway \n", + " min_size=15, # minimal size of pathway \n", " outdir=None, # do not write output to disk\n", " no_plot=True, # Skip plotting\n", " method='signal_to_noise',\n", @@ -382,8 +382,8 @@ " -0.506616\n", " -1.809224\n", " 0.018145\n", - " 0.436221\n", - " 0.1715\n", + " 0.440644\n", + " 0.172\n", " 69/152\n", " 20.65%\n", " PSAT1;CLCN4;SUV39H2;CDC20;MCM5;KIF2C;CDCA3;ASN...\n", @@ -395,8 +395,8 @@ " -0.572861\n", " -1.771695\n", " 0.014911\n", - " 0.31798\n", - " 0.225\n", + " 0.321243\n", + " 0.2255\n", " 81/138\n", " 21.54%\n", " LYAR;FANCA;CDCA8;MRAS;SNRPA1;FOXM1;CHEK2;RPF2;...\n", @@ -408,41 +408,26 @@ " -0.448257\n", " -1.711008\n", " 0.01608\n", - " 0.366658\n", - " 0.324\n", + " 0.370678\n", + " 0.3245\n", " 82/167\n", " 30.03%\n", " NDUFAF4;E2F3;AURKB;PIM1;KIFC1;CHEK1;UCK2;NASP;...\n", " \n", - " \n", - " 5\n", - " gsea\n", - " RB P107 DN.V1 UP\n", - " -0.518007\n", - " -1.639151\n", - " 0.052427\n", - " 0.495695\n", - " 0.468\n", - " 56/122\n", - " 21.09%\n", - " CCNE1;STMN1;FANCA;MCM7;MCM5;ORC6;GTSE1;CDC25B;...\n", - " \n", " \n", "\n", "" ], "text/plain": [ " Name Term ES NES NOM p-val FDR q-val FWER p-val \\\n", - "0 gsea RPS14 DN.V1 DN -0.506616 -1.809224 0.018145 0.436221 0.1715 \n", - "1 gsea CSR LATE UP.V1 UP -0.572861 -1.771695 0.014911 0.31798 0.225 \n", - "3 gsea E2F1 UP.V1 UP -0.448257 -1.711008 0.01608 0.366658 0.324 \n", - "5 gsea RB P107 DN.V1 UP -0.518007 -1.639151 0.052427 0.495695 0.468 \n", + "0 gsea RPS14 DN.V1 DN -0.506616 -1.809224 0.018145 0.440644 0.172 \n", + "1 gsea CSR LATE UP.V1 UP -0.572861 -1.771695 0.014911 0.321243 0.2255 \n", + "3 gsea E2F1 UP.V1 UP -0.448257 -1.711008 0.01608 0.370678 0.3245 \n", "\n", " Tag % Gene % Lead_genes \n", "0 69/152 20.65% PSAT1;CLCN4;SUV39H2;CDC20;MCM5;KIF2C;CDCA3;ASN... \n", "1 81/138 21.54% LYAR;FANCA;CDCA8;MRAS;SNRPA1;FOXM1;CHEK2;RPF2;... \n", - "3 82/167 30.03% NDUFAF4;E2F3;AURKB;PIM1;KIFC1;CHEK1;UCK2;NASP;... \n", - "5 56/122 21.09% CCNE1;STMN1;FANCA;MCM7;MCM5;ORC6;GTSE1;CDC25B;... " + "3 82/167 30.03% NDUFAF4;E2F3;AURKB;PIM1;KIFC1;CHEK1;UCK2;NASP;... " ] }, "execution_count": 7, @@ -469,7 +454,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -491,14 +476,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, diff --git a/dsbook/network/tst.ipynb b/dsbook/network/tst.ipynb new file mode 100644 index 0000000..3cdfaf9 --- /dev/null +++ b/dsbook/network/tst.ipynb @@ -0,0 +1,92 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import gseapy as gp\n", + "\n", + "# Seed for reproducibility\n", + "np.random.seed(42)\n", + "\n", + "n_genes_in_pathway = 15\n", + "n_genes_in_background = 100\n", + "n_samples_per_group = 15\n", + "\n", + "pathway_genes = { f\"PathwayGene{i}\" for i in range(1, n_genes_in_pathway + 1 ) }\n", + "pathway_db = {\"my_pathway\" : pathway_genes }\n", + "genes = list(pathway_genes) + [f\"Gene{i}\" for i in range(1, n_genes_in_background + 1 )]\n", + "samples = [f\"Sample{j}\" for j in range(1, 2*n_samples_per_group + 1)]\n", + "fake_data = pd.DataFrame(np.random.normal(0, 1, size=(len(genes), len(samples))), index=genes, columns=samples)\n", + "\n", + "for gene in pathway_genes:\n", + " if gene in fake_data.index:\n", + " # Make pathway genes have higher values in the first half of samples using iloc\n", + " fake_data.loc[gene, fake_data.columns[:n_samples_per_group]] += np.random.normal(0.5, 0.5, size=n_samples_per_group)\n", + "\n", + "labels = [\"Healthy\"]*n_samples_per_group + [\"Sick\"]*n_samples_per_group\n", + "\n", + "gs = gp.GSEA(data=fake_data, \n", + " gene_sets=pathway_db, \n", + " classes=labels, # cls=class_vector\n", + " permutation_type='phenotype', # null from permutations of class labels\n", + " permutation_num=2000, # reduce number to speed up test\n", + " outdir=None, # do not write output to disk\n", + " no_plot=True, # Skip plotting\n", + " method='signal_to_noise',\n", + " threads=4, # Number of allowed parallel processes\n", + " seed=42,\n", + " format='png',)\n", + "gs.run()\n", + "#gs.plot(\"my_pathway\", show_ranking=False, legend_kws={'loc': (1.05, 0)}, )\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "jb", + "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": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}