{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Processing gene expression of 10k PBMCs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the first chapter of the multimodal single-cell gene expression and chromatin accessibility analysis. In this notebook, scRNA-seq data processing is described, largely following [this scanpy notebook](https://scanpy-tutorials.readthedocs.io/en/latest/pbmc3k.html) on processing and clustering PBMCs." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Change directory to the root folder of the repository\n", "import os\n", "os.chdir(\"../../\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Download the data that we will use for this series of notebooks. [The data is available here](https://support.10xgenomics.com/single-cell-multiome-atac-gex/datasets/1.0.0/pbmc_granulocyte_sorted_10k).\n", "\n", "For the tutorial, we will use the following files:\n", "\n", "1. Filtered feature barcode matrix (HDF5)\n", "1. ATAC peak annotations based on proximal genes (TSV)\n", "1. ATAC Per fragment information file (TSV.GZ)\n", "1. ATAC Per fragment information index (TSV.GZ index)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# This is the directory where those files are downloaded to\n", "data_dir = \"data/pbmc10k\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Remove file prefixes if any\n", "prefix = \"pbmc_granulocyte_sorted_10k_\"\n", "for file in os.listdir(data_dir):\n", " if file.startswith(prefix):\n", " new_filename = file[len(prefix):]\n", " os.rename(os.path.join(data_dir, file), os.path.join(data_dir, new_filename))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load libraries and data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import libraries:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "import anndata as ad" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import muon as mu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use an HDF5 file containing gene and peak counts as input. In addition to that, when loading this data, `muon` will look for default files like `atac_peak_annotation.tsv` and `atac_fragments.tsv.gz` in the same folder and will load peak annotation table and remember the path to the fragments file if they exist." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Added `interval` annotation for features from data/pbmc10k/filtered_feature_bc_matrix.h5\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n", "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Added peak annotation from data/pbmc10k/atac_peak_annotation.tsv to .uns['atac']['peak_annotation']\n", "Added gene names to peak annotation in .uns['atac']['peak_annotation']\n", "Located fragments file: data/pbmc10k/atac_fragments.tsv.gz\n" ] }, { "data": { "text/plain": [ "MuData object with n_obs × n_vars = 11909 × 144978\n", " 2 modalities\n", " rna:\t11909 x 36601\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n", " atac:\t11909 x 108377\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n", " uns:\t'atac', 'files'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata = mu.read_10x_h5(os.path.join(data_dir, \"filtered_feature_bc_matrix.h5\"))\n", "mdata.var_names_make_unique()\n", "mdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Muon uses multimodal data (MuData) objects as containers for multimodal data.\n", "\n", "`mdata` here is a MuData object that has been created directly from an AnnData object with multiple features types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RNA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we will only work with the Gene Expression modality.\n", "\n", "We can refer to an individual AnnData inside the MuData by defining a respective variable. All the operations will be performed on the respective AnnData object inside the MuData as you would expect.\n", "\n", "> Please note that when AnnData is copied (e.g. `rna = rna.copy()`), there is no way for `mdata` to have a reference to this new object. It should be assigned back to a respective modality then (`mdata.mod['rna'] = rna`)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 11909 × 36601\n", " var: 'gene_ids', 'feature_types', 'genome', 'interval'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rna = mdata.mod['rna']\n", "rna" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### QC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform some quality control. For now, we will filter out cells that do not pass QC." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "rna.var['mt'] = rna.var_names.str.startswith('MT-') # annotate the group of mitochondrial genes as 'mt'\n", "sc.pp.calculate_qc_metrics(rna, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n", "... storing 'feature_types' as categorical\n", "... storing 'genome' as categorical\n", "... storing 'interval' as categorical\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(rna, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'],\n", " jitter=0.4, multi_panel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter genes which expression is not detected:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_var(rna, 'n_cells_by_counts', lambda x: x >= 3)\n", "# This is analogous to\n", "# sc.pp.filter_genes(rna, min_cells=3)\n", "# but does in-place filtering and avoids copying the object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter cells:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_obs(rna, 'n_genes_by_counts', lambda x: (x >= 200) & (x < 5000))\n", "# This is analogous to \n", "# sc.pp.filter_cells(rna, min_genes=200)\n", "# rna = rna[rna.obs.n_genes_by_counts < 5000, :]\n", "# but does in-place filtering avoiding copying the object\n", "\n", "mu.pp.filter_obs(rna, 'total_counts', lambda x: x < 15000)\n", "mu.pp.filter_obs(rna, 'pct_counts_mt', lambda x: x < 20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the data looks after filtering:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(rna, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'],\n", " jitter=0.4, multi_panel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll normalise the data so that we get log-normalised counts to work with." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "sc.pp.normalize_total(rna, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "sc.pp.log1p(rna)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Feature selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will label highly variable genes that we'll use for downstream analysis." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "sc.pp.highly_variable_genes(rna, min_mean=0.02, max_mean=4, min_disp=0.5)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.highly_variable_genes(rna)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3026" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(rna.var.highly_variable)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Scaling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll save log-normalised counts in a `.raw` slot:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "rna.raw = rna" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and scale the log-normalised counts to zero mean and unit variance:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "sc.pp.scale(rna, max_value=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having filtered low-quality cells, normalised the counts matrix, and performed feature selection, we can already use this data for multimodal integration.\n", "\n", "However it is usually a good idea to study individual modalities as well.\n", "Below we run PCA on the scaled matrix, compute cell neighbourhood graph, and perform clustering to define cell types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### PCA and neighbourhood graph" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] } ], "source": [ "sc.tl.pca(rna, svd_solver='arpack')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualise the result, we will use some markers for (large-scale) cell populations we expect to see such as T cells and NK cells (CD2), B cells (CD79A), and KLF4 (monocytes)." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca(rna, color=['CD2', 'CD79A', 'KLF4', 'IRF8'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first principal component (PC1) is separating myeloid (monocytes) and lymphoid (T, B, NK) cells while B cells-related features seem to drive the second one. Also we see plasmocytoid dendritic cells (marked by IRF8) being close to B cells along the PC2." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca_variance_ratio(rna, log=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can compute a neighbourhood graph for cells:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(rna, n_neighbors=10, n_pcs=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Non-linear dimensionality reduction and clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the neighbourhood graph computed, we can now perform clustering. We will use `leiden` clustering as an example." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(rna, resolution=.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualise the results, we'll first generate a 2D latent space with cells that we can colour according to their cluster assignment." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "sc.tl.umap(rna, spread=1., min_dist=.5, random_state=11)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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0INPP4B0.000000e+00LEF10.0SLC8A10.0LEF10.000000e+00VCAN0.0CCL50.000000e+00BANK10.000000e+00GNLY0.000000e+00TCF7L20.000000e+00NEAT13.539470e-211IGHM1.717810e-288CD746.009640e-157RPS273.403327e-23SLC4A102.139839e-53TCF42.131726e-108BANK13.763632e-47CDK61.042747e-13
1IL320.000000e+00BACH20.0PLXDC20.0BCL11B0.000000e+00PLXDC20.0NKG75.553269e-264CD740.000000e+00NKG72.101678e-278PSAP0.000000e+00PLXDC25.837108e-182AFF37.544332e-270CST35.713597e-115RPL131.627878e-22NKG74.390558e-45RHEX9.108035e-85AFF33.540131e-43MAML36.821403e-13
2LTB0.000000e+00PDE3B0.0NEAT10.0BACH20.000000e+00DPYD0.0IL326.837879e-285RALGPS22.564288e-316CD2471.184389e-282LYN0.000000e+00ZEB23.822000e-166BANK14.769351e-241LYZ1.477017e-119RPS261.102095e-21PHACTR21.706919e-44IRF82.498884e-83CD744.056816e-40SOX41.456599e-12
3SYNE20.000000e+00THEMIS0.0AOAH0.0CAMK40.000000e+00ARHGAP260.0SYNE22.782505e-216AFF31.996288e-313PRF11.691605e-223SAT10.000000e+00LYST2.413644e-152CD741.556806e-232HLA-DRA1.555526e-114RPS142.776577e-21RORA8.668969e-42FCHSD21.102102e-83MARCH13.041281e-38NKAIN24.956515e-12
4ANK30.000000e+00NELL20.0TYMP0.0FHIT0.000000e+00LRMDA0.0PRKCH4.704978e-203MS4A11.361493e-278KLRD19.015533e-175MTSS13.601402e-298DPYD2.703448e-156FCRL16.639306e-170HLA-DRB11.612832e-105RPS123.946688e-20SYNE22.249597e-38UGCG2.849758e-78LYN1.349819e-37RPLP01.187223e-11
5CDC14A0.000000e+00BCL11B0.0DPYD0.0MALAT10.000000e+00NEAT10.0GZMA2.019015e-175OSBPL108.911800e-228GZMA4.081546e-171CST35.585083e-296SLC8A13.767648e-141RALGPS23.628682e-166HDAC91.065920e-105RPS291.077821e-18CCL51.692335e-34AFF33.814395e-81HLA-DRA1.141581e-35RACK12.365493e-11
6IL7R0.000000e+00CAMK40.0JAK20.0RPS27A0.000000e+00FCN10.0SKAP14.021151e-184HLA-DRA6.100705e-255SYNE16.986485e-165WARS7.996632e-289TYMP3.349482e-145HLA-DRA5.218855e-177SAMHD17.086573e-110RPL282.123781e-14IL7R8.878099e-35CD745.871105e-85PLXDC29.282713e-33RNF2206.095781e-11
7ITGB11.456236e-313OXNAD10.0FCN10.0RPS272.318139e-298ZEB20.0A2M4.303104e-163CD79A1.017956e-225CTSW3.623371e-158CTSS2.783901e-316LYN4.655651e-143BACH28.734895e-164HLA-DPA11.586961e-93RPS216.182699e-14SKAP14.837739e-34PLD46.527479e-73MEF2C5.807980e-31ZNRF19.125704e-11
8BCL11B0.000000e+00CD8B0.0ZEB20.0TCF71.617994e-267CSF3R0.0HLA-B1.581266e-169PAX54.409159e-221PRKCH1.297229e-169COTL11.043765e-282FCN18.937256e-135PAX53.466932e-149ACTB2.218584e-92RPL317.068589e-14A2M4.454185e-33BCL11A1.199667e-67MS4A12.406744e-30RPS3A1.477150e-10
9ARHGAP150.000000e+00TXK0.0LYN0.0RPL39.427121e-287RBM470.0SYNE15.753746e-161BLK1.280630e-195MCTP23.220710e-153TYMP4.803234e-299AOAH4.788465e-141MS4A13.121565e-133HLA-DPB11.917279e-88RPS231.052583e-13KLRB19.260931e-33RABGAP1L1.325866e-70PRKCB5.573921e-30EEF23.706140e-10
\n", "
" ], "text/plain": [ " 0_n 0_p 1_n 1_p 2_n 2_p 3_n 3_p \\\n", "0 INPP4B 0.000000e+00 LEF1 0.0 SLC8A1 0.0 LEF1 0.000000e+00 \n", "1 IL32 0.000000e+00 BACH2 0.0 PLXDC2 0.0 BCL11B 0.000000e+00 \n", "2 LTB 0.000000e+00 PDE3B 0.0 NEAT1 0.0 BACH2 0.000000e+00 \n", "3 SYNE2 0.000000e+00 THEMIS 0.0 AOAH 0.0 CAMK4 0.000000e+00 \n", "4 ANK3 0.000000e+00 NELL2 0.0 TYMP 0.0 FHIT 0.000000e+00 \n", "5 CDC14A 0.000000e+00 BCL11B 0.0 DPYD 0.0 MALAT1 0.000000e+00 \n", "6 IL7R 0.000000e+00 CAMK4 0.0 JAK2 0.0 RPS27A 0.000000e+00 \n", "7 ITGB1 1.456236e-313 OXNAD1 0.0 FCN1 0.0 RPS27 2.318139e-298 \n", "8 BCL11B 0.000000e+00 CD8B 0.0 ZEB2 0.0 TCF7 1.617994e-267 \n", "9 ARHGAP15 0.000000e+00 TXK 0.0 LYN 0.0 RPL3 9.427121e-287 \n", "\n", " 4_n 4_p 5_n 5_p 6_n 6_p 7_n \\\n", "0 VCAN 0.0 CCL5 0.000000e+00 BANK1 0.000000e+00 GNLY \n", "1 PLXDC2 0.0 NKG7 5.553269e-264 CD74 0.000000e+00 NKG7 \n", "2 DPYD 0.0 IL32 6.837879e-285 RALGPS2 2.564288e-316 CD247 \n", "3 ARHGAP26 0.0 SYNE2 2.782505e-216 AFF3 1.996288e-313 PRF1 \n", "4 LRMDA 0.0 PRKCH 4.704978e-203 MS4A1 1.361493e-278 KLRD1 \n", "5 NEAT1 0.0 GZMA 2.019015e-175 OSBPL10 8.911800e-228 GZMA \n", "6 FCN1 0.0 SKAP1 4.021151e-184 HLA-DRA 6.100705e-255 SYNE1 \n", "7 ZEB2 0.0 A2M 4.303104e-163 CD79A 1.017956e-225 CTSW \n", "8 CSF3R 0.0 HLA-B 1.581266e-169 PAX5 4.409159e-221 PRKCH \n", "9 RBM47 0.0 SYNE1 5.753746e-161 BLK 1.280630e-195 MCTP2 \n", "\n", " 7_p 8_n 8_p 9_n 9_p 10_n \\\n", "0 0.000000e+00 TCF7L2 0.000000e+00 NEAT1 3.539470e-211 IGHM \n", "1 2.101678e-278 PSAP 0.000000e+00 PLXDC2 5.837108e-182 AFF3 \n", "2 1.184389e-282 LYN 0.000000e+00 ZEB2 3.822000e-166 BANK1 \n", "3 1.691605e-223 SAT1 0.000000e+00 LYST 2.413644e-152 CD74 \n", "4 9.015533e-175 MTSS1 3.601402e-298 DPYD 2.703448e-156 FCRL1 \n", "5 4.081546e-171 CST3 5.585083e-296 SLC8A1 3.767648e-141 RALGPS2 \n", "6 6.986485e-165 WARS 7.996632e-289 TYMP 3.349482e-145 HLA-DRA \n", "7 3.623371e-158 CTSS 2.783901e-316 LYN 4.655651e-143 BACH2 \n", "8 1.297229e-169 COTL1 1.043765e-282 FCN1 8.937256e-135 PAX5 \n", "9 3.220710e-153 TYMP 4.803234e-299 AOAH 4.788465e-141 MS4A1 \n", "\n", " 10_p 11_n 11_p 12_n 12_p 13_n \\\n", "0 1.717810e-288 CD74 6.009640e-157 RPS27 3.403327e-23 SLC4A10 \n", "1 7.544332e-270 CST3 5.713597e-115 RPL13 1.627878e-22 NKG7 \n", "2 4.769351e-241 LYZ 1.477017e-119 RPS26 1.102095e-21 PHACTR2 \n", "3 1.556806e-232 HLA-DRA 1.555526e-114 RPS14 2.776577e-21 RORA \n", "4 6.639306e-170 HLA-DRB1 1.612832e-105 RPS12 3.946688e-20 SYNE2 \n", "5 3.628682e-166 HDAC9 1.065920e-105 RPS29 1.077821e-18 CCL5 \n", "6 5.218855e-177 SAMHD1 7.086573e-110 RPL28 2.123781e-14 IL7R \n", "7 8.734895e-164 HLA-DPA1 1.586961e-93 RPS21 6.182699e-14 SKAP1 \n", "8 3.466932e-149 ACTB 2.218584e-92 RPL31 7.068589e-14 A2M \n", "9 3.121565e-133 HLA-DPB1 1.917279e-88 RPS23 1.052583e-13 KLRB1 \n", "\n", " 13_p 14_n 14_p 15_n 15_p 16_n \\\n", "0 2.139839e-53 TCF4 2.131726e-108 BANK1 3.763632e-47 CDK6 \n", "1 4.390558e-45 RHEX 9.108035e-85 AFF3 3.540131e-43 MAML3 \n", "2 1.706919e-44 IRF8 2.498884e-83 CD74 4.056816e-40 SOX4 \n", "3 8.668969e-42 FCHSD2 1.102102e-83 MARCH1 3.041281e-38 NKAIN2 \n", "4 2.249597e-38 UGCG 2.849758e-78 LYN 1.349819e-37 RPLP0 \n", "5 1.692335e-34 AFF3 3.814395e-81 HLA-DRA 1.141581e-35 RACK1 \n", "6 8.878099e-35 CD74 5.871105e-85 PLXDC2 9.282713e-33 RNF220 \n", "7 4.837739e-34 PLD4 6.527479e-73 MEF2C 5.807980e-31 ZNRF1 \n", "8 4.454185e-33 BCL11A 1.199667e-67 MS4A1 2.406744e-30 RPS3A \n", "9 9.260931e-33 RABGAP1L 1.325866e-70 PRKCB 5.573921e-30 EEF2 \n", "\n", " 16_p \n", "0 1.042747e-13 \n", "1 6.821403e-13 \n", "2 1.456599e-12 \n", "3 4.956515e-12 \n", "4 1.187223e-11 \n", "5 2.365493e-11 \n", "6 6.095781e-11 \n", "7 9.125704e-11 \n", "8 1.477150e-10 \n", "9 3.706140e-10 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = rna.uns['rank_genes_groups']\n", "groups = result['names'].dtype.names\n", "pd.set_option('display.max_columns', 50)\n", "pd.DataFrame(\n", " {group + '_' + key[:1]: result[key][group]\n", " for group in groups for key in ['names', 'pvals']}).head(10)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.rank_genes_groups(rna, n_genes=20, sharey=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exploring the data we notice clusters 9 and 15 seem to be composed of cells bearing markers for different cell lineages so likely to be noise (e.g. doublets). Cluster 12 has higher ribosomal gene expression when compared to other clusters. Cluster 16 seem to consist of proliferating cells.\n", "\n", "We will remove cells from these clusters before assigning cell types names to clusters." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_obs(rna, \"leiden\", lambda x: ~x.isin([\"9\", \"15\", \"12\", \"16\"]))\n", "# Analogous to\n", "# rna = rna[~rna.obs.leiden.isin([\"9\", \"15\", \"12\", \"16\"])]\n", "# but doesn't copy the object" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "new_cluster_names = {\n", " \"0\": \"CD4+ memory T\", \"1\": \"CD8+ naïve T\", \"3\": \"CD4+ naïve T\", \n", " \"5\": \"CD8+ activated T\", \"7\": \"NK\", \"13\": \"MAIT\",\n", " \"6\": \"memory B\", \"10\": \"naïve B\",\n", " \"4\": \"CD14 mono\", \"2\": \"intermediate mono\", \"8\": \"CD16 mono\",\n", " \"11\": \"mDC\", \"14\": \"pDC\",\n", "}\n", "\n", "rna.obs['celltype'] = rna.obs.leiden.astype(\"str\").values\n", "rna.obs.celltype = rna.obs.celltype.astype(\"category\")\n", "rna.obs.celltype = rna.obs.celltype.cat.rename_categories(new_cluster_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will also re-order categories for the next plots:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "rna.obs.celltype.cat.reorder_categories([\n", " 'CD4+ naïve T', 'CD4+ memory T', 'MAIT',\n", " 'CD8+ naïve T', 'CD8+ activated T', 'NK',\n", " 'naïve B', 'memory B',\n", " 'CD14 mono', 'intermediate mono', 'CD16 mono',\n", " 'mDC', 'pDC'], inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and take colours from a palette:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "cmap = plt.get_cmap('rainbow')\n", "colors = cmap(np.linspace(0, 1, len(rna.obs.celltype.cat.categories)))\n", "\n", "rna.uns[\"celltype_colors\"] = list(map(matplotlib.colors.to_hex, colors))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(rna, color=\"celltype\", legend_loc=\"on data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we'll visualise some marker genes across cell types." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "marker_genes = ['IL7R', 'TRAC',\n", " 'ITGB1', # CD29\n", " 'SLC4A10',\n", " 'CD8A', 'CD8B', 'CCL5',\n", " 'GNLY', 'NKG7',\n", " 'CD79A', 'MS4A1', 'IGHM', 'IGHD',\n", " 'IL4R', 'TCL1A',\n", " 'KLF4', 'LYZ', 'S100A8', 'ITGAM', # CD11b \n", " 'CD14', 'FCGR3A', 'MS4A7', \n", " 'CST3', 'CLEC10A', 'IRF8', 'TCF4']" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.dotplot(rna, marker_genes, groupby='celltype');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving multimodal data on disk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now write `mdata` object to an `.h5mu` file. It will contain all the changes we've done to the RNA modality (`mdata.mod['rna']`) inside it." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n", "... storing 'feature_types' as categorical\n", "... storing 'genome' as categorical\n" ] } ], "source": [ "mdata.write(\"data/pbmc10k.h5mu\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Next, we'll look into processing the second modality — chromatin accessibility.](2-Chromatin-Accessibility-Processing.ipynb)\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }