{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Differential Kinetics\n", "\n", "One important concern is dealing with systems that represent multiple lineages and processes, where\n", "genes are likely to show different kinetic regimes across subpopulations. Distinct cell states and\n", "lineages are typically governed by different variations in the gene regulatory networks and may\n", "hence exhibit different splicing kinetics. This gives rise to genes that display multiple trajectories\n", "in phase space. \n", "\n", "To address this, the dynamical model can be used to perform a likelihood-ratio test for differential kinetics. This way, we can detect clusters that display kinetic behavior that cannot be well explained by a single model of the overall dynamics. Clustering cell types into their different kinetic regimes then allows fitting each regime separately.\n", "\n", "For illustration, we apply differential kinetic analysis to [dentate gyrus neurogenesis](https://scvelo.readthedocs.io/scvelo.datasets.dentategyrus), which comprises multiple heterogeneous subpopulations." ] }, { "cell_type": "code", "execution_count": null, "outputs": [], "source": [ "# update to the latest version, if not done yet.\n", "!pip install scvelo --upgrade --quiet" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:57:31.809759Z", "start_time": "2020-05-14T22:57:28.163000Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running scvelo 0.2.0 (python 3.8.2) on 2020-05-15 00:57.\n" ] } ], "source": [ "import scvelo as scv\n", "scv.logging.print_version()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:57:33.297092Z", "start_time": "2020-05-14T22:57:33.293553Z" } }, "outputs": [], "source": [ "scv.settings.verbosity = 3 # show errors(0), warnings(1), info(2), hints(3)\n", "scv.settings.presenter_view = True # set max width size for presenter view\n", "scv.settings.set_figure_params('scvelo') # for beautified visualization\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prepare the Data\n", "Processing consists of gene selection, log-normalizing, and computing moments. See the previous tutorials for further explanation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:48:27.199444Z", "start_time": "2020-05-14T22:48:26.700514Z" } }, "outputs": [], "source": [ "adata = scv.datasets.dentategyrus()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:48:31.861385Z", "start_time": "2020-05-14T22:48:27.201703Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filtered out 11019 genes that are detected in less than 30 counts (shared).\n", "Normalized count data: X, spliced, unspliced.\n", "Logarithmized X.\n", "computing neighbors\n", " finished (0:00:02) --> added \n", " 'distances' and 'connectivities', weighted adjacency matrices (adata.obsp)\n", "computing moments based on connectivities\n", " finished (0:00:00) --> added \n", " 'Ms' and 'Mu', moments of spliced/unspliced abundances (adata.layers)\n" ] } ], "source": [ "scv.pp.filter_and_normalize(adata, min_shared_counts=30, n_top_genes=2000)\n", "scv.pp.moments(adata, n_pcs=30, n_neighbors=30)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Basic Velocity Estimation " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:48:37.875795Z", "start_time": "2020-05-14T22:48:31.864257Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocities\n", " finished (0:00:00) --> added \n", " 'velocity', velocity vectors for each individual cell (adata.layers)\n", "computing velocity graph\n", " finished (0:00:05) --> added \n", " 'velocity_graph', sparse matrix with cosine correlations (adata.uns)\n" ] } ], "source": [ "scv.tl.velocity(adata)\n", "scv.tl.velocity_graph(adata)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:48:40.528345Z", "start_time": "2020-05-14T22:48:37.878369Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocity embedding\n", " finished (0:00:00) --> added\n", " 'velocity_umap', embedded velocity vectors (adata.obsm)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scv.pl.velocity_embedding_stream(adata, basis='umap')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Differential Kinetic Test\n", "\n", "Distinct cell types and lineages may exhibit different kinetics regimes as these can be governed by\n", "a different network structure. Even if cell types or lineages are related, kinetics can be differential\n", "due to alternative splicing, alternative polyadenylation and modulations in degradation.\n", "\n", "The dynamical model allows us to address this issue with a likelihood ratio test for differential kinetics to detect clusters/lineages that display kinetic behavior that cannot be sufficiently explained by a single model for the overall dynamics. Each cell type is tested whether an independent fit yields a significantly improved likelihood.\n", "\n", "The likelihood ratio, following an asymptotic chi-squared distribution, can be tested for significance. Note that for efficiency reasons, by default an orthogonal regression is used instead of a full phase trajectory to test whether a cluster is well explained by the overall kinetic or exhibits a different kinetic." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:48:43.719049Z", "start_time": "2020-05-14T22:48:40.530400Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "recovering dynamics\n", " finished (0:00:02) --> added \n", " 'fit_pars', fitted parameters for splicing dynamics (adata.var)\n", "\n", "outputs model fit of gene: Rpl6\n", "testing for differential kinetics\n", " finished (0:00:00) --> added \n", " 'fit_diff_kinetics', clusters displaying differential kinetics (adata.var)\n", " 'fit_pval_kinetics', p-values of differential kinetics (adata.var)\n", "\n", "outputs model fit of gene: Rpl6\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "var_names = ['Tmsb10', 'Fam155a', 'Hn1', 'Rpl6']\n", "scv.tl.differential_kinetic_test(adata, var_names=var_names, groupby='clusters')\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:48:43.741460Z", "start_time": "2020-05-14T22:48:43.721021Z" } }, "outputs": [ { "data": { "text/html": [ "
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fit_diff_kineticsfit_pval_kinetics
index
Tmsb10Endothelial6.02e-16
Fam155aCajal Retzius8.35e-161
Hn1Microglia3.02e-03
Rpl6Microglia6.27e-15
\n", "
" ], "text/plain": [ " fit_diff_kinetics fit_pval_kinetics\n", "index \n", "Tmsb10 Endothelial 6.02e-16\n", "Fam155a Cajal Retzius 8.35e-161\n", "Hn1 Microglia 3.02e-03\n", "Rpl6 Microglia 6.27e-15" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scv.get_df(adata[:, var_names], ['fit_diff_kinetics', 'fit_pval_kinetics'], precision=2)\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:48:44.684740Z", "start_time": "2020-05-14T22:48:43.743755Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kwargs = dict(linewidth=2, add_linfit=True, frameon=False)\n", "scv.pl.scatter(adata, basis=var_names, add_outline='fit_diff_kinetics', **kwargs)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In *Tmsb10*, for instance, Endothelial display a kinetic behaviour (outlined, with the black line fitted through), that cannot be well explained by the overall dynamics (purple curve)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:48:44.984904Z", "start_time": "2020-05-14T22:48:44.686952Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diff_clusters=list(adata[:, var_names].var['fit_diff_kinetics'])\n", "scv.pl.scatter(adata, legend_loc='right', size=60, title='diff kinetics',\n", " add_outline=diff_clusters, outline_width=(.8, .2))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Testing top-likelihood genes\n", "Screening through the top-likelihood genes, we find some gene-wise dynamics that display multiple kinetic regimes. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:55:24.953526Z", "start_time": "2020-05-14T22:48:44.987553Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "recovering dynamics\n", " finished (0:06:39) --> added \n", " 'fit_pars', fitted parameters for splicing dynamics (adata.var)\n" ] } ], "source": [ "scv.tl.recover_dynamics(adata)\n", "\n", "#adata.write('data/pancreas.h5ad', compression='gzip')\n", "#adata = scv.read('data/pancreas.h5ad')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:55:46.813449Z", "start_time": "2020-05-14T22:55:24.960607Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "testing for differential kinetics\n", " finished (0:00:21) --> added \n", " 'fit_diff_kinetics', clusters displaying differential kinetics (adata.var)\n", " 'fit_pval_kinetics', p-values of differential kinetics (adata.var)\n" ] } ], "source": [ "top_genes = adata.var['fit_likelihood'].sort_values(ascending=False).index[:100]\n", "scv.tl.differential_kinetic_test(adata, var_names=top_genes, groupby='clusters')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Particularly, cell types that are distinct from the main granule - such as Cck/Tox, GABA, Endothelial, and Microglia - occur frequently. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:55:50.171688Z", "start_time": "2020-05-14T22:55:46.815382Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scv.pl.scatter(adata, basis=top_genes[:15], ncols=5, add_outline='fit_diff_kinetics', **kwargs)\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:55:53.841342Z", "start_time": "2020-05-14T22:55:50.173918Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scv.pl.scatter(adata, basis=top_genes[15:30], ncols=5, add_outline='fit_diff_kinetics', **kwargs)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Recompute velocities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, velocities can be recomputed leveraging the information of multiple competing kinetic regimes." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:56:00.535381Z", "start_time": "2020-05-14T22:55:53.846948Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocities\n", " finished (0:00:00) --> added \n", " 'velocity', velocity vectors for each individual cell (adata.layers)\n", "computing velocity graph\n", " finished (0:00:05) --> added \n", " 'velocity_graph', sparse matrix with cosine correlations (adata.uns)\n" ] } ], "source": [ "scv.tl.velocity(adata, diff_kinetics=True)\n", "scv.tl.velocity_graph(adata)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:56:01.593367Z", "start_time": "2020-05-14T22:56:00.537099Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocity embedding\n", " finished (0:00:00) --> added\n", " 'velocity_umap', embedded velocity vectors (adata.obsm)\n" ] }, { "data": { "image/png": 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\n", 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