{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Simulate some data via Splatter to test BBKNN. Let's go for three batches of three cell types, and port the counts and cell type/batch metadata back to python." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext rpy2.ipython" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%%R -o counts -o meta\n", "\n", "suppressMessages(library(splatter))\n", "\n", "params <- newSplatParams()\n", "\n", "params <- setParam(params, \"nGenes\", 5000)\n", "params <- setParam(params, \"batchCells\", c(500,500,500))\n", "params <- setParam(params, \"batch.facLoc\", 0.5)\n", "params <- setParam(params, \"batch.facScale\", 0.5)\n", "params <- setParam(params, \"group.prob\", c(1/3,1/3,1/3))\n", "\n", "sim <- splatSimulate(params, method=\"groups\", verbose=FALSE)\n", "\n", "counts = data.frame(counts(sim))\n", "meta = data.frame(colData(sim))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/kp9/anaconda3/envs/orig/lib/python3.5/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n" ] } ], "source": [ "import anndata\n", "import scanpy.api as sc\n", "import bbknn" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "sc.settings.set_figure_params(dpi=80) # low dpi (dots per inch) yields small inline figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do some basic data processing (scale to 10,000, log-transform), get a PCA." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "adata = anndata.AnnData(X=counts.values.T, obs=meta)\n", "\n", "sc.pp.normalize_per_cell(adata,counts_per_cell_after=10000)\n", "sc.pp.log1p(adata)\n", "sc.tl.pca(adata,svd_solver='arpack')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Standard neighbour inference procedure without any batch correction leads to a pretty heavy technical effect corrupting the visualisation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'Batch' as categorical\n", "... storing 'Group' as categorical\n" ] }, { "data": { "image/png": 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Ivfss2PujMOW1sMMhMGBgfWqXJElSn/Trmx/n1zfPZvnajgECgxsbeMWELZgx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\nWX/Vw2NZv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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 299, "width": 695 } }, "output_type": "display_data" } ], "source": [ "sc.pp.neighbors(adata, n_neighbors=9)\n", "sc.tl.umap(adata)\n", "sc.pl.umap(adata,color=['Batch','Group'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Applying BBKNN leads to the cell types being reconnected across the batches." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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3Xvl+m4Xbzsq0Vj/YV6Yf7CvTIznZ+l1BXkLG6ayc9BynIwAAAPRI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EII0XYUr4C5T8Har0BvBbtbuw6DK6dDUoBaiUFkDSrMIsXbcGz6DqZe439ktKHsPnDJ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\n25YYdlb0Y5qaguwnCfH6dadMXZCbo2tyOmlRIFHBX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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 299, "width": 695 } }, "output_type": "display_data" } ], "source": [ "bbknn.bbknn(adata, batch_key='Batch', metric='euclidean')\n", "sc.tl.umap(adata)\n", "sc.pl.umap(adata,color=['Batch','Group'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's inspect the influence of the trimming parameter. To do this, let's trim down the simulated data to a smaller setup - two batches, one has two cell types, the third has three. This is what we're left with on the original UMAP space." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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0dW+fo8evn6gRvdvmJmwAADdYNgHwuNwsv+sILXL1Uf1143ED9fLC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8kAIHEt2FiiTfvKA77+Zs8bzadwK0nDrjedAIgLl3S/RD1zegZ07djCsUrzxE6rgg2HNsj+6qTz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\n86F+/foX2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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 299, "width": 695 } }, "output_type": "display_data" } ], "source": [ "to_del = (adata.obs['Batch'] == 'Batch3') | ((adata.obs['Batch'] == 'Batch2') & (adata.obs['Group'] == 'Group3'))\n", "\n", "adata2 = adata[[not i for i in to_del]]\n", "sc.pl.umap(adata2,color=['Batch','Group'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running BBKNN (after re-running PCA, as we have a subset of the original cells here) without trimming the graph leads to the population present in only one of the samples being erroneously integrated with an unrelated population." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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173tm6eopGYoOPxoPj+wfp19dMkb/vmeW/vCf7XIEs6GuDzbmVWhb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LPNon1GLZ0wP44t4e3hNuLQ7+hi2GqMg3d/FFtJ+OTlXGVTGtymL9x/DtfeqC/sOeKiLL4iNr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\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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 299, "width": 695 } }, "output_type": "display_data" } ], "source": [ "sc.tl.pca(adata2,svd_solver='arpack')\n", "bbknn.bbknn(adata2, batch_key='Batch', metric='euclidean')\n", "sc.tl.umap(adata2)\n", "sc.pl.umap(adata2,color=['Batch','Group'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Trimming the graph leads to the population's independence being correctly restored, while not splitting up any of the correctly merged cell types." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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NMlyLEOYAn+PKVyuAncA/gbHW2veaOreZ6/0FVyH4o7prVeFqk3A/MFyFWxGRzkMrb0VE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fH4e/3d4Hbip5k88KAjCrfwg+vmcQFHIZfj2XJ2kstw0IBQDcO7ybpPPeSGNjr99O4/CngN7a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\nbdwanjq8UWM5L+M8PTD0gUadEwCaG1beAq1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" ] }, "metadata": { "image/png": { "height": 299, "width": 695 } }, "output_type": "display_data" } ], "source": [ "bbknn.bbknn(adata2, batch_key='Batch', trim=10, metric='euclidean')\n", "sc.tl.umap(adata2)\n", "sc.pl.umap(adata2,color=['Batch','Group'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.5.4" } }, "nbformat": 4, "nbformat_minor": 2 }