├── README.md └── Seurat_to_anndata.ipynb /README.md: -------------------------------------------------------------------------------- 1 | # Code_snippets 2 | This repo contains short, potentially helpful code snippets. 3 | 4 | ## Files: 5 | 6 | ### Seurat_to_anndata.ipynb: 7 | 8 | A jupyter notebook that showcases how Seurat objects can easily be converted to Anndata objects via Seurat's `as.SingleCellExperiment()` function and `anndata2ri`. 9 | -------------------------------------------------------------------------------- /Seurat_to_anndata.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# Example Seurat to Scanpy Conversion" 8 | ] 9 | }, 10 | { 11 | "cell_type": "markdown", 12 | "metadata": {}, 13 | "source": [ 14 | "This notebook shows a simple example of how a Seurat object can easily be converted to AnnData using Seurat's `convert()` functionality and [`anndata2ri`](https://github.com/flying-sheep/anndata2ri), a cool package developed by Phil Angerer." 15 | ] 16 | }, 17 | { 18 | "cell_type": "code", 19 | "execution_count": 1, 20 | "metadata": {}, 21 | "outputs": [], 22 | "source": [ 23 | "import scanpy as sc\n", 24 | "import numpy as np\n", 25 | "\n", 26 | "import anndata2ri" 27 | ] 28 | }, 29 | { 30 | "cell_type": "markdown", 31 | "metadata": {}, 32 | "source": [ 33 | "To make the automatic conversion from R to python work, I activate the converter, and load rpy2." 34 | ] 35 | }, 36 | { 37 | "cell_type": "code", 38 | "execution_count": 2, 39 | "metadata": {}, 40 | "outputs": [ 41 | { 42 | "name": "stdout", 43 | "output_type": "stream", 44 | "text": [ 45 | "scanpy==1.4.3+18.g7266e67 anndata==0.6.20 umap==0.3.8 numpy==1.16.3 scipy==1.3.0 pandas==0.24.2 scikit-learn==0.20.0 statsmodels==0.9.0 python-igraph==0.7.1 louvain==0.6.1 \n" 46 | ] 47 | } 48 | ], 49 | "source": [ 50 | "# Activate the anndata2ri conversion between SingleCellExperiment and AnnData\n", 51 | "anndata2ri.activate()\n", 52 | "\n", 53 | "#Loading the rpy2 extension enables cell magic to be used\n", 54 | "#This runs R code in jupyter notebook cells\n", 55 | "%load_ext rpy2.ipython\n", 56 | "\n", 57 | "sc.settings.verbosity = 3\n", 58 | "sc.logging.print_versions()" 59 | ] 60 | }, 61 | { 62 | "cell_type": "markdown", 63 | "metadata": {}, 64 | "source": [ 65 | "I am loading the Seurat clustering tutorial dataset (3k PBMCs from 10x Genomics) to demonstrate the conversion. See the [Seurat tutorial](https://satijalab.org/seurat/v3.0/pbmc3k_tutorial.html) to find instructions on how to download the dataset." 66 | ] 67 | }, 68 | { 69 | "cell_type": "code", 70 | "execution_count": 3, 71 | "metadata": {}, 72 | "outputs": [ 73 | { 74 | "name": "stderr", 75 | "output_type": "stream", 76 | "text": [ 77 | "R[write to console]: Warning:\n", 78 | "R[write to console]: Feature names cannot have underscores ('_'), replacing with dashes ('-')\n", 79 | "\n" 80 | ] 81 | }, 82 | { 83 | "name": "stdout", 84 | "output_type": "stream", 85 | "text": [ 86 | "An object of class Seurat \n", 87 | "13714 features across 2700 samples within 1 assay \n", 88 | "Active assay: RNA (13714 features)\n" 89 | ] 90 | } 91 | ], 92 | "source": [ 93 | "%%R\n", 94 | "suppressPackageStartupMessages(library(Seurat))\n", 95 | "\n", 96 | "# Load PBMC dataset from Seurat tutorial\n", 97 | "pbmc.data <- Read10X(data.dir = \"./filtered_gene_bc_matrices/hg19/\")\n", 98 | "# Initialize the Seurat object with the raw (non-normalized data).\n", 99 | "pbmc <- CreateSeuratObject(counts = pbmc.data, project = \"pbmc3k\", min.cells = 3, min.features = 200)\n", 100 | "\n", 101 | "pbmc" 102 | ] 103 | }, 104 | { 105 | "cell_type": "markdown", 106 | "metadata": {}, 107 | "source": [ 108 | "The loaded pbmc Seurat object has 13,714 features and 2,700 samples/observations." 109 | ] 110 | }, 111 | { 112 | "cell_type": "markdown", 113 | "metadata": {}, 114 | "source": [ 115 | "Using `as.SingleCellExperiment()` I can use a Seurat function to convert the dataset to a `SingleCellExperiment` object. From there, `anndata2ri` takes care of the rest.\n", 116 | "\n", 117 | "The only thing needed to make the final conversion from R to python here is the addition of `-o pbmc_sce` to the R-magics line. This tells `anndata2ri` to convert the dataset to AnnData, and you can continue working with it from there." 118 | ] 119 | }, 120 | { 121 | "cell_type": "code", 122 | "execution_count": 4, 123 | "metadata": {}, 124 | "outputs": [ 125 | { 126 | "name": "stdout", 127 | "output_type": "stream", 128 | "text": [ 129 | "class: SingleCellExperiment \n", 130 | "dim: 13714 2700 \n", 131 | "metadata(0):\n", 132 | "assays(2): X logcounts\n", 133 | "rownames(13714): AL627309.1 AP006222.2 ... PNRC2.1 SRSF10.1\n", 134 | "rowData names(0):\n", 135 | "colnames(2700): AAACATACAACCAC AAACATTGAGCTAC ... TTTGCATGAGAGGC\n", 136 | " TTTGCATGCCTCAC\n", 137 | "colData names(4): orig.ident nCount_RNA nFeature_RNA ident\n", 138 | "reducedDimNames(0):\n", 139 | "spikeNames(0):\n" 140 | ] 141 | } 142 | ], 143 | "source": [ 144 | "%%R -o pbmc_sce\n", 145 | "#convert the Seurat object to a SingleCellExperiment object\n", 146 | "pbmc_sce <- as.SingleCellExperiment(pbmc)\n", 147 | "\n", 148 | "pbmc_sce" 149 | ] 150 | }, 151 | { 152 | "cell_type": "code", 153 | "execution_count": 5, 154 | "metadata": {}, 155 | "outputs": [ 156 | { 157 | "data": { 158 | "text/plain": [ 159 | "AnnData object with n_obs × n_vars = 2700 × 13714 \n", 160 | " obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'ident'\n", 161 | " layers: 'logcounts'" 162 | ] 163 | }, 164 | "execution_count": 5, 165 | "metadata": {}, 166 | "output_type": "execute_result" 167 | } 168 | ], 169 | "source": [ 170 | "pbmc_sce" 171 | ] 172 | }, 173 | { 174 | "cell_type": "markdown", 175 | "metadata": {}, 176 | "source": [ 177 | "As you can see, the number of features and observations is correct. The order has been changed, as AnnData stores single-cell datasets according to machine learning convention, while Seurat follows the R convention. Furthermore, the metadata is all still there, and the `logcounts` assay has been stored as an AnnData layer." 178 | ] 179 | }, 180 | { 181 | "cell_type": "markdown", 182 | "metadata": {}, 183 | "source": [ 184 | "# Show that the conversion worked" 185 | ] 186 | }, 187 | { 188 | "cell_type": "markdown", 189 | "metadata": {}, 190 | "source": [ 191 | "From here I just copy some code from the [Seurat](https://satijalab.org/seurat/v3.0/pbmc3k_tutorial.html) and [Scanpy](https://scanpy-tutorials.readthedocs.io/en/latest/pbmc3k.html) tutorials to show we get the same results." 192 | ] 193 | }, 194 | { 195 | "cell_type": "markdown", 196 | "metadata": {}, 197 | "source": [ 198 | "## Seurat" 199 | ] 200 | }, 201 | { 202 | "cell_type": "code", 203 | "execution_count": 6, 204 | "metadata": {}, 205 | "outputs": [ 206 | { 207 | "data": { 208 | "image/png": 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\n" 209 | }, 210 | "metadata": {}, 211 | "output_type": "display_data" 212 | } 213 | ], 214 | "source": [ 215 | "%%R\n", 216 | "pbmc[[\"percent.mt\"]] <- PercentageFeatureSet(pbmc, pattern = \"^MT-\")\n", 217 | "\n", 218 | "VlnPlot(pbmc, features = c(\"nFeature_RNA\", \"nCount_RNA\", \"percent.mt\"), ncol = 3)" 219 | ] 220 | }, 221 | { 222 | "cell_type": "markdown", 223 | "metadata": {}, 224 | "source": [ 225 | "## Scanpy" 226 | ] 227 | }, 228 | { 229 | "cell_type": "code", 230 | "execution_count": 7, 231 | "metadata": {}, 232 | "outputs": [ 233 | { 234 | "data": { 235 | "image/png": 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\n", 236 | "text/plain": [ 237 | "
" 238 | ] 239 | }, 240 | "metadata": { 241 | "needs_background": "light" 242 | }, 243 | "output_type": "display_data" 244 | } 245 | ], 246 | "source": [ 247 | "mito_genes = pbmc_sce.var_names.str.startswith('MT-')\n", 248 | "pbmc_sce.obs['percent_mito'] = np.sum(pbmc_sce[:, mito_genes].X, axis=1).A1 / np.sum(pbmc_sce.X, axis=1).A1\n", 249 | "\n", 250 | "sc.pl.violin(pbmc_sce, ['nFeature_RNA', 'nCount_RNA', 'percent_mito'], jitter=0.4, multi_panel=True)" 251 | ] 252 | } 253 | ], 254 | "metadata": { 255 | "kernelspec": { 256 | "display_name": "Python 3", 257 | "language": "python", 258 | "name": "python3" 259 | }, 260 | "language_info": { 261 | "codemirror_mode": { 262 | "name": "ipython", 263 | "version": 3 264 | }, 265 | "file_extension": ".py", 266 | "mimetype": "text/x-python", 267 | "name": "python", 268 | "nbconvert_exporter": "python", 269 | "pygments_lexer": "ipython3", 270 | "version": "3.7.2" 271 | } 272 | }, 273 | "nbformat": 4, 274 | "nbformat_minor": 2 275 | } 276 | --------------------------------------------------------------------------------