{ "cells": [ { "cell_type": "markdown", "id": "d24f37f0", "metadata": {}, "source": [ "# Tutorial nsforesting" ] }, { "cell_type": "markdown", "id": "2231115e-37e4-46c3-9ec8-ecdbad3d0c1a", "metadata": {}, "source": [ "**This tutorial is for running NS-Forest for generating marker combinations that best classify clusters.**" ] }, { "cell_type": "markdown", "id": "09e1a223", "metadata": {}, "source": [ "### Setting up environment" ] }, { "cell_type": "code", "execution_count": 1, "id": "8a91b9cd", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import scanpy as sc\n", "import nsforest as ns\n", "from nsforest import utils" ] }, { "cell_type": "markdown", "id": "aaa86774", "metadata": {}, "source": [ "### Data exploration" ] }, { "cell_type": "markdown", "id": "9ff95657", "metadata": {}, "source": [ "#### Loading h5ad AnnData file" ] }, { "cell_type": "code", "execution_count": 2, "id": "ade71ff3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 871 × 16497\n", " obs: 'cluster'\n", " layers: None" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# %cd /path/to/NSForest_v4.2\n", "data_folder = \"demo_data/\"\n", "file = data_folder + \"adata_layer1.h5ad\"\n", "adata = sc.read_h5ad(file)\n", "adata" ] }, { "cell_type": "markdown", "id": "5f85c7df", "metadata": {}, "source": [ "#### Defining `cluster_header` as cell type annotation. \n", "\n", "**Note:** Some datasets have multiple annotations per sample (ex. \"broad_cell_type\" and \"granular_cell_type\"). NS-Forest can be run on multiple `cluster_header`s. Combining the parent and child markers may improve classification results. " ] }, { "cell_type": "code", "execution_count": 3, "id": "c295fac2", "metadata": {}, "outputs": [], "source": [ "cluster_header = \"cluster\"" ] }, { "cell_type": "markdown", "id": "f5238ab1", "metadata": {}, "source": [ "#### Defining `output_folder` for saving results" ] }, { "cell_type": "code", "execution_count": 4, "id": "a97d8412", "metadata": {}, "outputs": [], "source": [ "output_folder = \"demo_outputs/\"" ] }, { "cell_type": "markdown", "id": "dbddd90d", "metadata": {}, "source": [ "#### Looking at sample labels" ] }, { "cell_type": "code", "execution_count": 5, "id": "eaadf04b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['A01_1_Nuclei_NeuNP_H200_1025_MTG_layer1_BCH9',\n", " 'A01_BCH3_1NeuNP_H200.1030_MTG_Layer_1',\n", " 'A02_BCH1_1NeuNP_H200.1025_MTG_layer_1',\n", " 'A03_1_Nuclei_NeuNP_H200_1025_MTG_layer1_BCH9',\n", " 'A04_1_Nuclei_NeuNP_H200_1025_MTG_layer1_BCH9',\n", " 'A04_BCH1_1NeuNP_H200.1025_MTG_layer_1',\n", " 'A04_BCH3_1NeuNP_H200.1030_MTG_Layer_1',\n", " 'A05_1_Nuclei_NeuNP_H200_1025_MTG_layer1_BCH9',\n", " 'A05_BCH1_1NeuNP_H200.1025_MTG_layer_1',\n", " 'A05_BCH3_1NeuNP_H200.1030_MTG_Layer_1',\n", " ...\n", " 'P09_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH7',\n", " 'P09_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH9',\n", " 'P09_1_Nuclei_NeuNN_H200_1030_MTG_layer1_BCH8',\n", " 'P09_BCH1_1NeuNN_H200.1025_MTG_layer_1',\n", " 'P10_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH6',\n", " 'P10_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH9',\n", " 'P10_BCH1_1NeuNN_H200.1025_MTG_layer_1',\n", " 'P11_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH7',\n", " 'P11_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH9',\n", " 'P11_1_Nuclei_NeuNN_H200_1030_MTG_layer1_BCH8'],\n", " dtype='object', length=871)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.obs_names" ] }, { "cell_type": "markdown", "id": "9eab2a40", "metadata": {}, "source": [ "#### Looking at genes\n", "\n", "**Note:** `adata.var_names` must be unique. If there is a problem, usually it can be solved by assigning `adata.var.index = adata.var[\"ensembl_id\"]`. " ] }, { "cell_type": "code", "execution_count": 6, "id": "ad76c4a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['A1CF', 'A2M', 'A2M_AS1', 'A2ML1', 'A2ML1_AS1', 'A2MP1', 'A3GALT2',\n", " 'A4GALT', 'AAAS', 'AACS',\n", " ...\n", " 'ZUFSP', 'ZW10', 'ZWILCH', 'ZWINT', 'ZXDC', 'ZYG11A', 'ZYG11B', 'ZYX',\n", " 'ZZEF1', 'ZZZ3'],\n", " dtype='object', length=16497)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.var_names" ] }, { "cell_type": "markdown", "id": "94bf3068", "metadata": {}, "source": [ "#### Checking cell annotation sizes \n", "\n", "**Note:** Some datasets are too large and need to be downsampled to be run through the pipeline. When downsampling, be sure to have all the granular cluster annotations represented. " ] }, { "cell_type": "code", "execution_count": 7, "id": "59320aee", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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clustercount
0e1_e299_SLC17A7_L5b_Cdh13299
1i1_i90_COL5A2_Ndnf_Car490
2i2_i77_LHX6_Sst_Cbln477
3i3_i56_BAGE2_Ndnf_Cxcl1456
4i4_i54_MC4R_Ndnf_Cxcl1454
5g1_g48_GLI3_Astro_Gja148
6i5_i47_TRPC3_Ndnf_Car447
7i6_i44_GPR149_Vip_Mybpc144
8i7_i31_CLMP_Ndnf_Cxcl1431
9g2_g27_APBB1IP_Micro_Ctss27
10i8_i27_SNCG_Vip_Mybpc127
11i9_i22_TAC3_Vip_Mybpc122
12g3_g18_GPNMB_OPC_Pdgfra18
13i10_i16_TSPAN12_Vip_Mybpc116
14g4_g9_MOG_Oligo_Opalin9
15i11_i6_EGF_Vip_Mybpc16
\n", "
" ], "text/plain": [ " cluster count\n", "0 e1_e299_SLC17A7_L5b_Cdh13 299\n", "1 i1_i90_COL5A2_Ndnf_Car4 90\n", "2 i2_i77_LHX6_Sst_Cbln4 77\n", "3 i3_i56_BAGE2_Ndnf_Cxcl14 56\n", "4 i4_i54_MC4R_Ndnf_Cxcl14 54\n", "5 g1_g48_GLI3_Astro_Gja1 48\n", "6 i5_i47_TRPC3_Ndnf_Car4 47\n", "7 i6_i44_GPR149_Vip_Mybpc1 44\n", "8 i7_i31_CLMP_Ndnf_Cxcl14 31\n", "9 g2_g27_APBB1IP_Micro_Ctss 27\n", "10 i8_i27_SNCG_Vip_Mybpc1 27\n", "11 i9_i22_TAC3_Vip_Mybpc1 22\n", "12 g3_g18_GPNMB_OPC_Pdgfra 18\n", "13 i10_i16_TSPAN12_Vip_Mybpc1 16\n", "14 g4_g9_MOG_Oligo_Opalin 9\n", "15 i11_i6_EGF_Vip_Mybpc1 6" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(adata.obs[cluster_header].value_counts()).reset_index()" ] }, { "cell_type": "markdown", "id": "e500d38f", "metadata": {}, "source": [ "### Preprocessing" ] }, { "cell_type": "markdown", "id": "b48e30ee", "metadata": {}, "source": [ "#### Generating scanpy dendrogram\n", "\n", "**Note:** Only run if there is no pre-defined dendrogram order. This step can still be run with no effects, but the runtime may increase. \n", "\n", "Dendrogram order is stored in `adata.uns[\"dendrogram_cluster\"][\"categories_ordered\"]`. " ] }, { "cell_type": "code", "execution_count": 8, "id": "622dd0e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving dendrogram as...\n", "demo_outputs/dendogram_cluster.png\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ns.pp.dendrogram(adata, cluster_header, save = True, output_folder = output_folder, outputfilename_suffix = cluster_header)" ] }, { "cell_type": "markdown", "id": "b0564a37", "metadata": {}, "source": [ "#### Calculating cluster medians per gene\n", "\n", "Run `ns.pp.prep_medians` before running NS-Forest.\n", "\n", "**Note:** Do not run if evaluating marker lists. Do not run when generating scanpy plots (e.g. dot plot, violin plot, matrix plot). " ] }, { "cell_type": "code", "execution_count": 9, "id": "5dffeeca", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Calculating medians per cluster: 100%|██████████| 16/16 [00:01<00:00, 15.43it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Saving medians as adata.varm.medians_cluster\n", "median: 0.0\n", "mean: 1.626\n", "std: 2.49\n", "Only positive genes selected. 11688 positive genes out of 16497 total genes\n", "--- 1.2066187858581543 seconds ---\n" ] }, { "data": { "text/html": [ "
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11688 rows × 16 columns

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" ], "text/plain": [ " e1_e299_SLC17A7_L5b_Cdh13 g1_g48_GLI3_Astro_Gja1 \\\n", "A2M 0.000000 0.623023 \n", "A2M_AS1 0.000000 0.000000 \n", "A2ML1_AS1 0.153393 0.470567 \n", "A2MP1 0.000000 0.000000 \n", "AAAS 0.000000 0.948420 \n", "... ... ... \n", "ZYG11A 0.000000 0.000000 \n", "ZYG11B 0.268527 0.066667 \n", "ZYX 1.000000 0.000000 \n", "ZZEF1 0.401457 0.091271 \n", "ZZZ3 0.157010 0.031445 \n", "\n", " g2_g27_APBB1IP_Micro_Ctss g3_g18_GPNMB_OPC_Pdgfra \\\n", "A2M 0.931968 0.500000 \n", "A2M_AS1 1.000000 0.000000 \n", "A2ML1_AS1 0.066667 0.146435 \n", "A2MP1 0.000000 0.000000 \n", "AAAS 0.000000 0.000000 \n", "... ... ... \n", "ZYG11A 0.000000 0.000000 \n", "ZYG11B 0.066667 0.000000 \n", "ZYX 0.000000 0.000000 \n", "ZZEF1 0.168100 0.000000 \n", "ZZZ3 0.000000 0.044353 \n", "\n", " g4_g9_MOG_Oligo_Opalin i10_i16_TSPAN12_Vip_Mybpc1 \\\n", "A2M 0.000000 0.000000 \n", "A2M_AS1 0.000000 0.000000 \n", "A2ML1_AS1 0.000000 0.352137 \n", "A2MP1 0.915876 0.000000 \n", "AAAS 0.000000 0.000000 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"A2M 0.000000 0.500000 \n", "A2M_AS1 0.000000 0.000000 \n", "A2ML1_AS1 0.149377 0.247584 \n", "A2MP1 0.000000 0.000000 \n", "AAAS 0.000000 0.000000 \n", "... ... ... \n", "ZYG11A 0.000000 0.000000 \n", "ZYG11B 0.203846 0.328997 \n", "ZYX 0.000000 0.000000 \n", "ZZEF1 0.168100 0.258675 \n", "ZZZ3 0.132888 0.158664 \n", "\n", " i6_i44_GPR149_Vip_Mybpc1 i7_i31_CLMP_Ndnf_Cxcl14 \\\n", "A2M 0.567888 0.000000 \n", "A2M_AS1 0.000000 0.000000 \n", "A2ML1_AS1 0.158108 0.228193 \n", "A2MP1 0.000000 0.866667 \n", "AAAS 0.000000 0.000000 \n", "... ... ... \n", "ZYG11A 0.000000 0.000000 \n", "ZYG11B 0.312765 0.393586 \n", "ZYX 0.000000 0.000000 \n", "ZZEF1 0.264994 0.401457 \n", "ZZZ3 0.145953 0.178503 \n", "\n", " i8_i27_SNCG_Vip_Mybpc1 i9_i22_TAC3_Vip_Mybpc1 \n", "A2M 0.500000 0.466667 \n", "A2M_AS1 0.000000 0.000000 \n", "A2ML1_AS1 0.283856 0.216961 \n", "A2MP1 0.866667 0.000000 \n", "AAAS 0.933333 0.000000 \n", "... ... ... \n", "ZYG11A 0.000000 0.000000 \n", "ZYG11B 0.315017 0.342573 \n", "ZYX 0.000000 0.000000 \n", "ZZEF1 0.308410 0.206141 \n", "ZZZ3 0.107846 0.176774 \n", "\n", "[11688 rows x 16 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = ns.pp.prep_binary_scores(adata, cluster_header)\n", "adata.varm[\"binary_scores_cluster\"]" ] }, { "cell_type": "markdown", "id": "6a6e11b4", "metadata": {}, "source": [ "#### Plotting median and binary score distributions" ] }, { "cell_type": "code", "execution_count": 11, "id": "60153da0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving adata.varm[medians_cluster] as histogram as...\n", "demo_outputs/histogram_medians_cluster.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ns.pp.plot_varm(adata, f\"medians_{cluster_header}\", nonzero = True, save = True, output_folder = output_folder)" ] }, { "cell_type": "code", "execution_count": 12, "id": "de25b9cf-d2b9-4c9e-8950-5b29a8cef3aa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving adata.varm[medians_cluster] as histogram as...\n", "demo_outputs/histogram_medians_cluster.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ns.pp.plot_varm(adata, f\"medians_{cluster_header}\", scale = \"log\", save = True, output_folder = output_folder)" ] }, { "cell_type": "code", "execution_count": 13, "id": "c24b78ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving adata.varm[binary_scores_cluster] as histogram as...\n", "demo_outputs/histogram_binary_scores_cluster.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ns.pp.plot_varm(adata, f\"binary_scores_{cluster_header}\", nonzero = True, save = True, output_folder = output_folder)" ] }, { "cell_type": "code", "execution_count": 14, "id": "9e4e7db8-38cc-4959-97bd-1a466a28bd5d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving adata.varm[binary_scores_cluster] as histogram as...\n", "demo_outputs/histogram_binary_scores_cluster.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ns.pp.plot_varm(adata, f\"binary_scores_{cluster_header}\", scale = \"log\", save = True, output_folder = output_folder)" ] }, { "cell_type": "markdown", "id": "0de89f7d", "metadata": {}, "source": [ "#### Saving preprocessed AnnData as new h5ad" ] }, { "cell_type": "code", "execution_count": 15, "id": "5e19636f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving new anndata object as...\n", "demo_data/adata_layer1_preprocessed.h5ad\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 871 × 11688\n", " obs: 'cluster'\n", " uns: 'pca', 'dendrogram_cluster'\n", " obsm: 'X_pca'\n", " varm: 'PCs', 'medians_cluster', 'binary_scores_cluster'\n", " layers: None" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filename = file.replace(\".h5ad\", \"_preprocessed.h5ad\")\n", "print(f\"Saving new anndata object as...\\n{filename}\")\n", "adata.write_h5ad(filename)\n", "adata" ] }, { "cell_type": "markdown", "id": "40b0304c", "metadata": {}, "source": [ "### Running NS-Forest\n", "\n", "**Note:** Do not run NS-Forest if only evaluating input marker lists. " ] }, { "cell_type": "code", "execution_count": 16, "id": "ab30c7d8", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running NS-Forest version 4.2\n", "\n", "Preparing adata...\n", "Pre-selecting genes based on binary scores...\n", "\tBinaryFirst_high Threshold (mean + 2 * std): 0.706\n", "\tAverage number of genes after gene_selection in each cluster: 735.5\n", "Saving number of genes selected per cluster as...\n", "demo_outputs/cluster_gene_selection.csv\n", "--- 0.030915021896362305 seconds ---\n", "\n", "Number of clusters to evaluate: 16\n", "1 out of 16:\n", "\te1_e299_SLC17A7_L5b_Cdh13\n", "\tPre-selected 1356 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['LINC00507']\n", "\tfbeta: 0.96\n", "\tprecision: 0.978\n", "\trecall: 0.893\n", "2 out of 16:\n", "\tg1_g48_GLI3_Astro_Gja1\n", "\tPre-selected 583 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['LINC00498']\n", "\tfbeta: 0.95\n", "\tprecision: 1.0\n", "\trecall: 0.792\n", "3 out of 16:\n", "\tg2_g27_APBB1IP_Micro_Ctss\n", "\tPre-selected 420 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['ADAM28', 'CSF2RA']\n", "\tfbeta: 0.976\n", "\tprecision: 1.0\n", "\trecall: 0.889\n", "4 out of 16:\n", "\tg3_g18_GPNMB_OPC_Pdgfra\n", "\tPre-selected 353 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['GPNMB', 'OLIG2']\n", "\tfbeta: 0.862\n", "\tprecision: 1.0\n", "\trecall: 0.556\n", "5 out of 16:\n", "\tg4_g9_MOG_Oligo_Opalin\n", "\tPre-selected 571 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['ST18']\n", "\tfbeta: 1.0\n", "\tprecision: 1.0\n", "\trecall: 1.0\n", "6 out of 16:\n", "\ti10_i16_TSPAN12_Vip_Mybpc1\n", "\tPre-selected 1007 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['TSPAN12', 'CHRNB3']\n", "\tfbeta: 0.804\n", "\tprecision: 0.9\n", "\trecall: 0.562\n", "7 out of 16:\n", "\ti11_i6_EGF_Vip_Mybpc1\n", "\tPre-selected 1912 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['EGF', 'FBRSL1']\n", "\tfbeta: 0.714\n", "\tprecision: 1.0\n", "\trecall: 0.333\n", "8 out of 16:\n", "\ti1_i90_COL5A2_Ndnf_Car4\n", "\tPre-selected 238 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['COL5A2', 'BMP6']\n", "\tfbeta: 0.908\n", "\tprecision: 0.97\n", "\trecall: 0.722\n", "9 out of 16:\n", "\ti2_i77_LHX6_Sst_Cbln4\n", "\tPre-selected 292 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['LHX6']\n", "\tfbeta: 0.817\n", "\tprecision: 0.838\n", "\trecall: 0.74\n", "10 out of 16:\n", "\ti3_i56_BAGE2_Ndnf_Cxcl14\n", "\tPre-selected 151 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['BAGE2', 'SYT10']\n", "\tfbeta: 0.781\n", "\tprecision: 0.962\n", "\trecall: 0.446\n", "11 out of 16:\n", "\ti4_i54_MC4R_Ndnf_Cxcl14\n", "\tPre-selected 223 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['ARHGAP36', 'ADAM33']\n", "\tfbeta: 0.857\n", "\tprecision: 0.923\n", "\trecall: 0.667\n", "12 out of 16:\n", "\ti5_i47_TRPC3_Ndnf_Car4\n", "\tPre-selected 942 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['NTNG1', 'EYA4']\n", "\tfbeta: 0.906\n", "\tprecision: 1.0\n", "\trecall: 0.66\n", "13 out of 16:\n", "\ti6_i44_GPR149_Vip_Mybpc1\n", "\tPre-selected 377 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['FLT1', 'GPR149']\n", "\tfbeta: 0.792\n", "\tprecision: 1.0\n", "\trecall: 0.432\n", "14 out of 16:\n", "\ti7_i31_CLMP_Ndnf_Cxcl14\n", "\tPre-selected 1012 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['PAX6', 'TGFBR2']\n", "\tfbeta: 0.901\n", "\tprecision: 1.0\n", "\trecall: 0.645\n", "15 out of 16:\n", "\ti8_i27_SNCG_Vip_Mybpc1\n", "\tPre-selected 1326 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['SNCG', 'EDNRA']\n", "\tfbeta: 0.759\n", "\tprecision: 0.923\n", "\trecall: 0.444\n", "16 out of 16:\n", "\ti9_i22_TAC3_Vip_Mybpc1\n", "\tPre-selected 1005 genes to feed into Random Forest.\n", "\tNSForest-selected markers: ['BSPRY', 'MCTP2']\n", "\tfbeta: 0.69\n", "\tprecision: 0.889\n", "\trecall: 0.364\n", "--- 64.0332384109497 seconds ---\n", "\n", "Saving supplementary table as...\n", "demo_outputs/cluster_supplementary.csv\n", "Saving markers table as...\n", "demo_outputs/cluster_markers.csv\n", "using median\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Calculating medians per cluster: 100%|██████████| 16/16 [00:00<00:00, 327.50it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Saving supplementary table as...\n", "demo_outputs/cluster_markers_onTarget_supp.csv\n", "Saving supplementary table as...\n", "demo_outputs/cluster_markers_onTarget.csv\n", "\n", "Saving final results table as...\n", "demo_outputs/cluster_results.csv\n", "Saving final results table as...\n", "demo_outputs/cluster_results.pkl\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "outputfilename_prefix = cluster_header\n", "results = ns.nsforesting.NSForest(adata, cluster_header, save_supplementary = True, save = True, output_folder = output_folder, outputfilename_prefix = outputfilename_prefix)" ] }, { "cell_type": "code", "execution_count": 17, "id": "7fb3867d", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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software_versioncluster_headerclusterNameclusterSizef_scoreprecisionrecallTNFPFNTPmarker_countNSForest_markersbinary_genesonTarget
04.2clustere1_e299_SLC17A7_L5b_Cdh132990.9597410.9780220.8929775666322671[LINC00507][SLC17A7, TBR1, LINC00508, ANKRD33B, NPTX1, LI...0.792614
14.2clusterg1_g48_GLI3_Astro_Gja1480.9500001.0000000.791667823010381[LINC00498][LINC00498, SLC25A18, EMX2OS, FAM189A2, SLC7A1...1.000000
24.2clusterg2_g27_APBB1IP_Micro_Ctss270.9756101.0000000.88888984403242[ADAM28, CSF2RA][ADAM28, PLCG2, INPP5D, MS4A14, P2RY13, CSF2RA...1.000000
34.2clusterg3_g18_GPNMB_OPC_Pdgfra180.8620691.0000000.55555685308102[GPNMB, OLIG2][GPNMB, COL20A1, OLIG2, KLRC3, KLRC2, STK32A, ...1.000000
44.2clusterg4_g9_MOG_Oligo_Opalin91.0000001.0000001.0000008620091[ST18][ST18, MOBP, MOG, CNDP1, CARNS1, FOLH1, CD22, ...1.000000
54.2clusteri10_i16_TSPAN12_Vip_Mybpc1160.8035710.9000000.5625008541792[TSPAN12, CHRNB3][TSPAN12, LINC01539, TMC5, CHRNB3, FAM46A, ANG...0.783762
64.2clusteri11_i6_EGF_Vip_Mybpc160.7142861.0000000.3333338650422[EGF, FBRSL1][EGF, KCNJ2_AS1, FZD8, FBRSL1, TEKT1, NRG3_AS1...1.000000
74.2clusteri1_i90_COL5A2_Ndnf_Car4900.9078210.9701490.722222779225652[COL5A2, BMP6][NMBR, COL5A2, C8ORF4, TRPC3, PAPSS2, BMP6, SS...0.642585
84.2clusteri2_i77_LHX6_Sst_Cbln4770.8166190.8382350.7402607831120571[LHX6][LHX6, FLT3, TAC1, TRBC2, RSPO3, CALB1, GRIK3,...1.000000
94.2clusteri3_i56_BAGE2_Ndnf_Cxcl14560.7812500.9615380.446429814131252[BAGE2, SYT10][BAGE2, SCN5A, GREM2, FAM19A4, SYT10, ARHGAP18...0.602383
104.2clusteri4_i54_MC4R_Ndnf_Cxcl14540.8571430.9230770.666667814318362[ARHGAP36, ADAM33][ARHGAP36, MC4R, COBLL1, HLA_B, LINC01435, ADA...0.710233
114.2clusteri5_i47_TRPC3_Ndnf_Car4470.9064331.0000000.659574824016312[NTNG1, EYA4][SSTR2, KIRREL, TRPC3, NTNG1, TARID, EYA4, CA2...0.380471
124.2clusteri6_i44_GPR149_Vip_Mybpc1440.7916671.0000000.431818827025192[FLT1, GPR149][FLT1, PLCE1_AS1, CXCL12, SLC22A3, PLCE1_AS2, ...0.811541
134.2clusteri7_i31_CLMP_Ndnf_Cxcl14310.9009011.0000000.645161840011202[PAX6, TGFBR2][KIAA1644, FGF10, CLMP, PAX6, SP8, TGFBR2, WIF...0.547845
144.2clusteri8_i27_SNCG_Vip_Mybpc1270.7594940.9230770.444444843115122[SNCG, EDNRA][SNCG, MMRN2, EDNRA, FBN3, KCNK2, RGS2, SCML4,...1.000000
154.2clusteri9_i22_TAC3_Vip_Mybpc1220.6896550.8888890.36363684811482[BSPRY, MCTP2][BSPRY, MCTP2, OFD1P9Y, OFD1P15Y, OFD1P8Y, OFD...1.000000
\n", "
" ], "text/plain": [ " software_version cluster_header clusterName clusterSize \\\n", "0 4.2 cluster e1_e299_SLC17A7_L5b_Cdh13 299 \n", "1 4.2 cluster g1_g48_GLI3_Astro_Gja1 48 \n", "2 4.2 cluster g2_g27_APBB1IP_Micro_Ctss 27 \n", "3 4.2 cluster g3_g18_GPNMB_OPC_Pdgfra 18 \n", "4 4.2 cluster g4_g9_MOG_Oligo_Opalin 9 \n", "5 4.2 cluster i10_i16_TSPAN12_Vip_Mybpc1 16 \n", "6 4.2 cluster i11_i6_EGF_Vip_Mybpc1 6 \n", "7 4.2 cluster i1_i90_COL5A2_Ndnf_Car4 90 \n", "8 4.2 cluster i2_i77_LHX6_Sst_Cbln4 77 \n", "9 4.2 cluster i3_i56_BAGE2_Ndnf_Cxcl14 56 \n", "10 4.2 cluster i4_i54_MC4R_Ndnf_Cxcl14 54 \n", "11 4.2 cluster i5_i47_TRPC3_Ndnf_Car4 47 \n", "12 4.2 cluster i6_i44_GPR149_Vip_Mybpc1 44 \n", "13 4.2 cluster i7_i31_CLMP_Ndnf_Cxcl14 31 \n", "14 4.2 cluster i8_i27_SNCG_Vip_Mybpc1 27 \n", "15 4.2 cluster i9_i22_TAC3_Vip_Mybpc1 22 \n", "\n", " f_score precision recall TN FP FN TP marker_count \\\n", "0 0.959741 0.978022 0.892977 566 6 32 267 1 \n", "1 0.950000 1.000000 0.791667 823 0 10 38 1 \n", "2 0.975610 1.000000 0.888889 844 0 3 24 2 \n", "3 0.862069 1.000000 0.555556 853 0 8 10 2 \n", "4 1.000000 1.000000 1.000000 862 0 0 9 1 \n", "5 0.803571 0.900000 0.562500 854 1 7 9 2 \n", "6 0.714286 1.000000 0.333333 865 0 4 2 2 \n", "7 0.907821 0.970149 0.722222 779 2 25 65 2 \n", "8 0.816619 0.838235 0.740260 783 11 20 57 1 \n", "9 0.781250 0.961538 0.446429 814 1 31 25 2 \n", "10 0.857143 0.923077 0.666667 814 3 18 36 2 \n", "11 0.906433 1.000000 0.659574 824 0 16 31 2 \n", "12 0.791667 1.000000 0.431818 827 0 25 19 2 \n", "13 0.900901 1.000000 0.645161 840 0 11 20 2 \n", "14 0.759494 0.923077 0.444444 843 1 15 12 2 \n", "15 0.689655 0.888889 0.363636 848 1 14 8 2 \n", "\n", " NSForest_markers binary_genes \\\n", "0 [LINC00507] [SLC17A7, TBR1, LINC00508, ANKRD33B, NPTX1, LI... \n", "1 [LINC00498] [LINC00498, SLC25A18, EMX2OS, FAM189A2, SLC7A1... \n", "2 [ADAM28, CSF2RA] [ADAM28, PLCG2, INPP5D, MS4A14, P2RY13, CSF2RA... \n", "3 [GPNMB, OLIG2] [GPNMB, COL20A1, OLIG2, KLRC3, KLRC2, STK32A, ... \n", "4 [ST18] [ST18, MOBP, MOG, CNDP1, CARNS1, FOLH1, CD22, ... \n", "5 [TSPAN12, CHRNB3] [TSPAN12, LINC01539, TMC5, CHRNB3, FAM46A, ANG... \n", "6 [EGF, FBRSL1] [EGF, KCNJ2_AS1, FZD8, FBRSL1, TEKT1, NRG3_AS1... \n", "7 [COL5A2, BMP6] [NMBR, COL5A2, C8ORF4, TRPC3, PAPSS2, BMP6, SS... \n", "8 [LHX6] [LHX6, FLT3, TAC1, TRBC2, RSPO3, CALB1, GRIK3,... \n", "9 [BAGE2, SYT10] [BAGE2, SCN5A, GREM2, FAM19A4, SYT10, ARHGAP18... \n", "10 [ARHGAP36, ADAM33] [ARHGAP36, MC4R, COBLL1, HLA_B, LINC01435, ADA... \n", "11 [NTNG1, EYA4] [SSTR2, KIRREL, TRPC3, NTNG1, TARID, EYA4, CA2... \n", "12 [FLT1, GPR149] [FLT1, PLCE1_AS1, CXCL12, SLC22A3, PLCE1_AS2, ... \n", "13 [PAX6, TGFBR2] [KIAA1644, FGF10, CLMP, PAX6, SP8, TGFBR2, WIF... \n", "14 [SNCG, EDNRA] [SNCG, MMRN2, EDNRA, FBN3, KCNK2, RGS2, SCML4,... \n", "15 [BSPRY, MCTP2] [BSPRY, MCTP2, OFD1P9Y, OFD1P15Y, OFD1P8Y, OFD... \n", "\n", " onTarget \n", "0 0.792614 \n", "1 1.000000 \n", "2 1.000000 \n", "3 1.000000 \n", "4 1.000000 \n", "5 0.783762 \n", "6 1.000000 \n", "7 0.642585 \n", "8 1.000000 \n", "9 0.602383 \n", "10 0.710233 \n", "11 0.380471 \n", "12 0.811541 \n", "13 0.547845 \n", "14 1.000000 \n", "15 1.000000 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results" ] }, { "cell_type": "markdown", "id": "49ce9fa9", "metadata": {}, "source": [ "### Plotting scanpy dot plot, violin plot, matrix plot for NS-Forest markers\n", "\n", "**Note:** Assign pre-defined dendrogram order here or use `adata.uns[\"dendrogram_\" + cluster_header][\"categories_ordered\"]`. " ] }, { "cell_type": "code", "execution_count": 18, "id": "3d2b4a01", "metadata": {}, "outputs": [], "source": [ "to_plot = results.copy()" ] }, { "cell_type": "code", "execution_count": 19, "id": "9dd2992f", "metadata": {}, "outputs": [], "source": [ "dendrogram = [] # custom dendrogram order\n", "dendrogram = list(adata.uns[\"dendrogram_\" + cluster_header][\"categories_ordered\"])\n", "to_plot[\"clusterName\"] = to_plot[\"clusterName\"].astype(\"category\")\n", "to_plot[\"clusterName\"] = to_plot[\"clusterName\"].cat.set_categories(dendrogram)\n", "to_plot = to_plot.sort_values(\"clusterName\")\n", "to_plot = to_plot.rename(columns = {\"NSForest_markers\": \"markers\"})" ] }, { "cell_type": "code", "execution_count": 20, "id": "d2b2876f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'e1_e299_SLC17A7_L5b_Cdh13': ['LINC00507'],\n", " 'i2_i77_LHX6_Sst_Cbln4': ['LHX6'],\n", " 'g1_g48_GLI3_Astro_Gja1': ['LINC00498'],\n", " 'g3_g18_GPNMB_OPC_Pdgfra': ['GPNMB', 'OLIG2'],\n", " 'g2_g27_APBB1IP_Micro_Ctss': ['ADAM28', 'CSF2RA'],\n", " 'g4_g9_MOG_Oligo_Opalin': ['ST18'],\n", " 'i7_i31_CLMP_Ndnf_Cxcl14': ['PAX6', 'TGFBR2'],\n", " 'i1_i90_COL5A2_Ndnf_Car4': ['COL5A2', 'BMP6'],\n", " 'i5_i47_TRPC3_Ndnf_Car4': ['NTNG1', 'EYA4'],\n", " 'i11_i6_EGF_Vip_Mybpc1': ['EGF', 'FBRSL1'],\n", " 'i3_i56_BAGE2_Ndnf_Cxcl14': ['BAGE2', 'SYT10'],\n", " 'i10_i16_TSPAN12_Vip_Mybpc1': ['TSPAN12', 'CHRNB3'],\n", " 'i4_i54_MC4R_Ndnf_Cxcl14': ['ARHGAP36', 'ADAM33'],\n", " 'i9_i22_TAC3_Vip_Mybpc1': ['BSPRY', 'MCTP2'],\n", " 'i6_i44_GPR149_Vip_Mybpc1': ['FLT1', 'GPR149'],\n", " 'i8_i27_SNCG_Vip_Mybpc1': ['SNCG', 'EDNRA']}" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "markers_dict = dict(zip(to_plot[\"clusterName\"], to_plot[\"markers\"]))\n", "markers_dict" ] }, { "cell_type": "code", "execution_count": 21, "id": "460993c9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ns.pl.dotplot(adata, markers_dict, cluster_header, dendrogram = dendrogram, save = True, output_folder = output_folder, outputfilename_suffix = outputfilename_prefix)" ] }, { "cell_type": "code", "execution_count": 22, "id": "d5f4343f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ns.pl.stackedviolin(adata, markers_dict, cluster_header, dendrogram = dendrogram, save = True, output_folder = output_folder, outputfilename_suffix = outputfilename_prefix)" ] }, { "cell_type": "code", "execution_count": 23, "id": "2620eac2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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