{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CITE-seq data integration with weighted nearest neighbours" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This noteboks demonstrated multimodal data integration using *weighted nearest neighbours*.\n", "\n", "Multimodal nearest neighbor search for two modalities was described in the Seurat 4 paper ([Hao et al, 2020](https://doi.org/10.1101/2020.10.12.335331)) and was extended to arbitrary modality numbers in the TEA-seq paper ([Swanson et al, 2020](https://doi.org/10.1101/2020.09.04.283887)).\n", "\n", "The data used in this notebook is on peripheral blood mononuclear cells (PBMCs) and [has been provided by 10x Genomics](https://support.10xgenomics.com/single-cell-gene-expression/datasets/3.0.2/5k_pbmc_protein_v3)." ] }, { "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": [ "## Load libraries and data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import libraries:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "\n", "from matplotlib import colors\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import muon as mu" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "mdata = mu.read(\"data/pbmc5k_citeseq.h5mu\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "MuData object 3891 obs × 17838 var in 2 modalities
Metadata
.obs8 elements
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rna:n_genes_by_counts int32 2363,1259,1578,1908,1589,3136,1444,2699,2784,1495,...
rna:total_counts float32 7375.0,3772.0,4902.0,6704.0,3900.0,11781.0,3861.0,...
rna:total_counts_mt float32 467.0,343.0,646.0,426.0,363.0,939.0,430.0,1209.0,...
rna:pct_counts_mt float32 6.3322038650512695,9.093318939208984,...
rna:leiden category 3,0,2,2,1,1,4,10,1,0,4,0,0,0,2,1,0,10,0,7,8,0,4,0,...
rna:celltype category intermediate mono,CD4+ naïve T,CD4+ memory T,...
louvain category 0,1,2,2,9,0,3,6,0,1,3,1,1,1,2,0,1,6,1,5,4,1,3,1,0,...
leiden category 0,1,2,2,6,0,3,6,0,1,3,1,1,1,2,0,1,6,1,5,4,1,3,1,0,...
Embeddings & mappings
.obsm4 elements
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X_mofa float64 numpy.ndarray 30 dims
X_umap float32 numpy.ndarray 2 dims
prot bool numpy.ndarray
rna bool numpy.ndarray
Distances
.obsp2 elements
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connectivities float32 scipy.sparse.csr.csr_matrix
distances float64 scipy.sparse.csr.csr_matrix
Miscellaneous
.uns5 elements
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leiden dict 1 element params: partition_improvement,random_state,resolution
louvain dict 1 element params: partition_improvement,random_state,resolution
neighbors dict 3 elements connectivities_key,distances_key,params
rna:celltype_colors numpy.ndarray 13 elements #8000ff,#5641fd,#2c7ef7,#00b5eb,#2adddd,#54f6cb,...
umap dict 1 element params: a,b,random_state
prot
3891 × 32
AnnData object 3891 obs × 32 var
Matrix
.X
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Layers
.layers1 element
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counts float32 scipy.sparse.csr.csr_matrix
Metadata
.obs0 elements
No metadata
Embeddings
.obsm2 elements
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X_pca float32 numpy.ndarray 31 dims
X_umap float32 numpy.ndarray 2 dims
Distances
.obsp2 elements
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connectivities float32 scipy.sparse.csr.csr_matrix
distances float64 scipy.sparse.csr.csr_matrix
Miscellaneous
.uns3 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
neighbors anndata.compat._overloaded_dict.OverloadedDict 3 elements connectivities_key,distances_key,params
pca dict 3 elements params,variance,variance_ratio
umap dict 1 element params: a,b,random_state
rna
3891 × 17806
AnnData object 3891 obs × 17806 var
Matrix
.X
\n", " float32    numpy.ndarray\n", "
Layers
.layers0 elements
No layers
Metadata
.obs6 elements
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n_genes_by_counts int32 2363,1259,1578,1908,1589,3136,1444,2699,2784,1495,...
total_counts float32 7375.0,3772.0,4902.0,6704.0,3900.0,11781.0,3861.0,...
total_counts_mt float32 467.0,343.0,646.0,426.0,363.0,939.0,430.0,1209.0,...
pct_counts_mt float32 6.3322038650512695,9.093318939208984,...
leiden category 3,0,2,2,1,1,4,10,1,0,4,0,0,0,2,1,0,10,0,7,8,0,4,0,...
celltype category intermediate mono,CD4+ naïve T,CD4+ memory T,...
Embeddings
.obsm2 elements
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X_pca float32 numpy.ndarray 50 dims
X_umap float32 numpy.ndarray 2 dims
Distances
.obsp2 elements
\n", " \n", " \n", "\n", " \n", "
connectivities float32 scipy.sparse.csr.csr_matrix
distances float64 scipy.sparse.csr.csr_matrix
Miscellaneous
.uns8 elements
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celltype_colors numpy.ndarray 13 elements #8000ff,#5641fd,#2c7ef7,#00b5eb,#2adddd,#54f6cb,...
hvg dict 1 element flavor: seurat
leiden dict 1 element params: n_iterations,random_state,resolution
leiden_colors numpy.ndarray 14 elements #1f77b4,#ff7f0e,#279e68,#d62728,#aa40fc,#8c564b,...
neighbors anndata.compat._overloaded_dict.OverloadedDict 3 elements connectivities_key,distances_key,params
pca dict 3 elements params,variance,variance_ratio
rank_genes_groups dict 6 elements logfoldchanges,names,params,pvals,pvals_adj,scores
umap dict 1 element params: a,b,random_state

" ], "text/plain": [ "MuData object with n_obs × n_vars = 3891 × 17838\n", " obs:\t'louvain', 'leiden'\n", " var:\t'feature_types', 'gene_ids', 'highly_variable'\n", " obsm:\t'X_mofa', 'X_umap'\n", " varm:\t'LFs'\n", " obsp:\t'connectivities', 'distances'\n", " 2 modalities\n", " prot:\t3891 x 32\n", " var:\t'gene_ids', 'feature_types', 'highly_variable'\n", " uns:\t'neighbors', 'pca', 'umap'\n", " obsm:\t'X_pca', 'X_umap'\n", " varm:\t'PCs'\n", " layers:\t'counts'\n", " obsp:\t'connectivities', 'distances'\n", " rna:\t3891 x 17806\n", " obs:\t'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'leiden', 'celltype'\n", " var:\t'gene_ids', 'feature_types', 'mt', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std'\n", " uns:\t'celltype_colors', 'hvg', 'leiden', 'leiden_colors', 'neighbors', 'pca', 'rank_genes_groups', 'umap'\n", " obsm:\t'X_pca', 'X_umap'\n", " varm:\t'PCs'\n", " obsp:\t'connectivities', 'distances'" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with mu.set_options(display_style=\"html\", display_html_expand=0b000):\n", " display(mdata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MOFA integration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[In the previous chapter](./1-CITE-seq-PBMC-5k.ipynb), the data has been preprocessed and integrated with MOFA:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n", " res = method(*args, **kwargs)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make a colour scale\n", "prot_cmap = colors.LinearSegmentedColormap.from_list('protein cmap', ['#FFFFFF','#E3AA00'], N=256)\n", "\n", "mu.pl.umap(mdata, color=['CD3_TotalSeqB', # T cells\n", " 'CD4_TotalSeqB', 'CD8a_TotalSeqB', # CD4+/CD8+ T cells\n", " 'CD25_TotalSeqB', # regulatory T cells \n", " 'CD45RA_TotalSeqB', 'CD45RO_TotalSeqB' # naïve/memory\n", " ], \n", " frameon=False,\n", " cmap=prot_cmap,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will save the MOFA-based UMAP space under a distinctive name:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "mdata.obsm[\"X_mofa_umap\"] = mdata.obsm[\"X_umap\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## WNN integration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the MOFA integration above, cell neigbourhood graph was computed using MOFA factors that had been learned on both modalities.\n", "\n", "We can also compute this graph using a weighted nearest neighbours (WNN) method. It will use nearest neighbour graphs for each modality and will generate a joint one. In `muon`, this is implemented under `mu.pp.neighbors` as a natural extension of `sc.pp.neighbors` from `scanpy`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Since subsetting was performed after calculating nearest neighbours,\n", "# we have to calculate them again for each modality.\n", "sc.pp.neighbors(mdata['rna'])\n", "sc.pp.neighbors(mdata['prot'])\n", "\n", "# Calculate weighted nearest neighbors\n", "mu.pp.neighbors(mdata, key_added='wnn')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, modality weights are added to the `mdata.obs` data frame under the `rna:mod_weight` and `prot:mod_weight`, and this behaviour can be adjusted with options like `add_weights_to_modalities` to add weights to individual modalities instead and `weight_key` to change the name of the key." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The computed cell neighbourhood graph can be further used to compute UMAP coordinates.\n", "\n", "The `use_rep` parameter is not a single values anymore for WNN, that's why `muon` provides `mu.tl.umap` to handle this case." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'prot': -1, 'rna': -1}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata.uns['wnn']['params']['use_rep']" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "mu.tl.umap(mdata, neighbors_key='wnn', random_state=10)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.umap(mdata, color=['rna:mod_weight', 'prot:mod_weight'], cmap='RdBu')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The computed cell neighbourhood graph can also be used for clustering:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(mdata, resolution=1.0, neighbors_key='wnn', key_added='leiden_wnn')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'rna:mt' as categorical\n", "... storing 'feature_types' as categorical\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(mdata, color='leiden_wnn', legend_loc='on data')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Modality weights can be visualized per celltype with existing plotting functions:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(mdata, groupby='leiden_wnn', keys='prot:mod_weight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use a destcriptive name to save the WNN-based UMAP under:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "mdata.obsm[\"X_wnn_umap\"] = mdata.obsm[\"X_umap\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These embedding keys can be then easily used for plotting:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n", " res = method(*args, **kwargs)\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.embedding(mdata, basis=\"X_mofa_umap\", frameon=False, title=\"MOFA\\u2192UMAP\", color=\"CD8a_TotalSeqB\", cmap=prot_cmap)\n", "mu.pl.embedding(mdata, basis=\"X_wnn_umap\", frameon=False, title=\"WNN\\u2192UMAP\", color=\"CD8a_TotalSeqB\", cmap=prot_cmap)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Save the integrated dataset\n", "mdata.write(\"data/pbmc5k_citeseq_multiembed.h5mu\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 4 }