{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gamze/miniconda3/lib/python3.7/site-packages/numba/np/ufunc/parallel.py:355: NumbaWarning: The TBB threading layer requires TBB version 2019.5 or later i.e., TBB_INTERFACE_VERSION >= 11005. Found TBB_INTERFACE_VERSION = 11000. The TBB threading layer is disabled.\n", " warnings.warn(problem)\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "import loompy " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scanpy==1.5.1 anndata==0.7.3 umap==0.4.4 numpy==1.18.5 scipy==1.4.1 pandas==0.25.0 scikit-learn==0.21.2 statsmodels==0.11.1 python-igraph==0.8.2 leidenalg==0.8.0\n" ] } ], "source": [ "sc.settings.verbosity = 3 # verbosity: errors (0), warnings (1), info (2), hints (3)\n", "sc.logging.print_versions()\n", "sc.settings.set_figure_params(dpi=80, facecolor='white')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "bresults_file = 'write/bam.h5ad' \n", "presults_file = 'write/pbam.h5ad' " ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", "/Users/gamze/miniconda3/lib/python3.7/site-packages/anndata/utils.py:93: UserWarning: Suffix used (-[0-9]+) to deduplicate index values may make index values difficult to interpret. There values with a similar suffixes in the index. Consider using a different delimiter by passing `join={delimiter}`Example key collisions generated by the make_index_unique algorithm: ['SNORD116-1', 'SNORD116-2', 'SNORD116-3', 'SNORD116-4', 'SNORD116-5']\n", " + str(example_colliding_values)\n" ] } ], "source": [ "bam=sc.read_loom('./bam/output.loom')\n", "bam.var_names_make_unique()" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 318440 × 58347\n", " obs: 'antisense_reads', 'cell_barcode_fraction_bases_above_30_mean', 'cell_barcode_fraction_bases_above_30_variance', 'duplicate_reads', 'emptydrops_FDR', 'emptydrops_IsCell', 'emptydrops_Limited', 'emptydrops_LogProb', 'emptydrops_PValue', 'emptydrops_Total', 'fragments_per_molecule', 'fragments_with_single_read_evidence', 'genes_detected_multiple_observations', 'genomic_read_quality_mean', 'genomic_read_quality_variance', 'genomic_reads_fraction_bases_quality_above_30_mean', 'genomic_reads_fraction_bases_quality_above_30_variance', 'molecule_barcode_fraction_bases_above_30_mean', 'molecule_barcode_fraction_bases_above_30_variance', 'molecules_with_single_read_evidence', 'n_fragments', 'n_genes', 'n_molecules', 'n_reads', 'noise_reads', 'perfect_cell_barcodes', 'perfect_molecule_barcodes', 'reads_mapped_exonic', 'reads_mapped_intergenic', 'reads_mapped_intronic', 'reads_mapped_multiple', 'reads_mapped_too_many_loci', 'reads_mapped_uniquely', 'reads_mapped_utr', 'reads_per_fragment', 'reads_unmapped', 'spliced_reads'\n", " var: 'Accession', 'antisense_reads', 'duplicate_reads', 'fragments_per_molecule', 'fragments_with_single_read_evidence', 'genomic_read_quality_mean', 'genomic_read_quality_variance', 'genomic_reads_fraction_bases_quality_above_30_mean', 'genomic_reads_fraction_bases_quality_above_30_variance', 'molecule_barcode_fraction_bases_above_30_mean', 'molecule_barcode_fraction_bases_above_30_variance', 'molecules_with_single_read_evidence', 'n_fragments', 'n_molecules', 'n_reads', 'noise_reads', 'number_cells_detected_multiple', 'number_cells_expressing', 'perfect_molecule_barcodes', 'reads_mapped_exonic', 'reads_mapped_intronic', 'reads_mapped_multiple', 'reads_mapped_uniquely', 'reads_mapped_utr', 'reads_per_fragment', 'reads_per_molecule', 'spliced_reads'" ] }, "execution_count": 130, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bam" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "normalizing counts per cell\n", " finished (0:00:00)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 391, "width": 413 } }, "output_type": "display_data" } ], "source": [ "sc.pl.highest_expr_genes(bam, n_top=20, )" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "filtered out 314502 cells that have less than 200 genes expressed\n", "filtered out 48187 genes that are detected in less than 3 cells\n" ] } ], "source": [ "sc.pp.filter_cells(bam, min_genes=200)\n", "sc.pp.filter_genes(bam, min_cells=3)" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "normalizing counts per cell\n", " finished (0:00:00)\n" ] } ], "source": [ "sc.pp.normalize_total(bam, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [], "source": [ "sc.pp.log1p(bam)" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing PCA\n", " with n_comps=50\n", " finished (0:00:01)\n" ] } ], "source": [ "sc.tl.pca(bam, svd_solver='arpack')" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [], "source": [ "bam.write(bresults_file)" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing neighbors\n", " using 'X_pca' with n_pcs = 20\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:00)\n" ] } ], "source": [ "sc.pp.neighbors(bam, n_neighbors=100, n_pcs=20)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing UMAP\n", " finished: added\n", " 'X_umap', UMAP coordinates (adata.obsm) (0:00:08)\n" ] } ], "source": [ "sc.tl.umap(bam)\n" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running Leiden clustering\n", " finished: found 8 clusters and added\n", " 'leiden', the cluster labels (adata.obs, categorical) (0:00:02)\n" ] } ], "source": [ "sc.tl.leiden(bam)" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: saving figure to file figures/umap.pdf\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 296, "width": 324 } }, "output_type": "display_data" } ], "source": [ "sc.pl.umap(bam, color=['leiden'],save='.pdf')" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", "/Users/gamze/miniconda3/lib/python3.7/site-packages/anndata/utils.py:93: UserWarning: Suffix used (-[0-9]+) to deduplicate index values may make index values difficult to interpret. There values with a similar suffixes in the index. Consider using a different delimiter by passing `join={delimiter}`Example key collisions generated by the make_index_unique algorithm: ['SNORD116-1', 'SNORD116-2', 'SNORD116-3', 'SNORD116-4', 'SNORD116-5']\n", " + str(example_colliding_values)\n" ] } ], "source": [ "pbam=sc.read_loom('./pbam/output.loom')\n", "pbam.var_names_make_unique()" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "normalizing counts per cell\n", " finished (0:00:00)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 391, "width": 417 } }, "output_type": "display_data" } ], "source": [ "sc.pl.highest_expr_genes(pbam, n_top=20, )" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "filtered out 315906 cells that have less than 200 genes expressed\n", "filtered out 47993 genes that are detected in less than 3 cells\n" ] } ], "source": [ "sc.pp.filter_cells(pbam, min_genes=200)\n", "sc.pp.filter_genes(pbam, min_cells=3)" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "normalizing counts per cell\n", " finished (0:00:00)\n" ] } ], "source": [ "sc.pp.normalize_total(pbam, target_sum=1e4)\n", "sc.pp.log1p(pbam)" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing PCA\n", " with n_comps=50\n", " finished (0:00:01)\n" ] } ], "source": [ "sc.tl.pca(pbam, svd_solver='arpack')" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [], "source": [ "pbam.write(presults_file)" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing neighbors\n", " using 'X_pca' with n_pcs = 20\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:00)\n" ] } ], "source": [ "sc.pp.neighbors(pbam, n_neighbors=100, n_pcs=20)" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing UMAP\n", " finished: added\n", " 'X_umap', UMAP coordinates (adata.obsm) (0:00:08)\n" ] } ], "source": [ "sc.tl.umap(pbam)" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running Leiden clustering\n", " finished: found 8 clusters and added\n", " 'leiden', the cluster labels (adata.obs, categorical) (0:00:02)\n" ] } ], "source": [ "sc.tl.leiden(pbam)" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: saving figure to file figures/umap.pdf\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 296, "width": 324 } }, "output_type": "display_data" } ], "source": [ "sc.pl.umap(pbam, color=['leiden'],save='.pdf')" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [], "source": [ "bam.var['mt'] = bam.var_names.str.startswith('MT-') # annotate the group of mitochondrial genes as 'mt'\n", "sc.pp.calculate_qc_metrics(bam, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [], "source": [ "pbam.var['mt'] = pbam.var_names.str.startswith('MT-') # annotate the group of mitochondrial genes as 'mt'\n", "sc.pp.calculate_qc_metrics(pbam, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: saving figure to file figures/violin.pdf\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 198, "width": 462 } }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(bam, ['n_genes_by_counts', 'total_counts',],\n", " jitter=0.4, multi_panel=True,save='.pdf')" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: saving figure to file figures/violin.pdf\n" ] }, { "data": { "image/png": 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\n", 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