{ "cells": [ { "cell_type": "markdown", "id": "aeb2263a", "metadata": {}, "source": [ "# VeloPotential Tutorial" ] }, { "cell_type": "markdown", "id": "0f5ff31f", "metadata": {}, "source": [ "## Import Packages" ] }, { "cell_type": "code", "execution_count": 2, "id": "6ec9defd", "metadata": {}, "outputs": [], "source": [ "import scvelo as scv\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "import velopotential as vp" ] }, { "cell_type": "markdown", "id": "da626cf7", "metadata": {}, "source": [ "## Load the Data\n", "The analysis is based on a well-characterized mouse pancreatic endocrinogenesis dataset, which can be directly downloaded via a scVelo function." ] }, { "cell_type": "code", "execution_count": 3, "id": "bd69638f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnnData object with n_obs × n_vars = 3696 × 27998\n", " obs: 'clusters_coarse', 'clusters', 'S_score', 'G2M_score'\n", " var: 'highly_variable_genes'\n", " uns: 'clusters_coarse_colors', 'clusters_colors', 'day_colors', 'neighbors', 'pca'\n", " obsm: 'X_pca', 'X_umap'\n", " layers: 'spliced', 'unspliced'\n", " obsp: 'distances', 'connectivities'\n" ] } ], "source": [ "adata = scv.datasets.pancreas()\n", "print(adata)" ] }, { "cell_type": "markdown", "id": "ef9604dd", "metadata": {}, "source": [ "## Generate the initial RNA velocity field\n", "\n", "We first process the data using the standard scVelo workflow, and then generate the initial RNA velocity field using the scVelo dynamical model.\n", "\n", "**Note:** Our tool `VeloPotential` requires precomputed velocities as input. You can use any tool to calculate the velocities; here, we use scVelo as an example." ] }, { "cell_type": "code", "execution_count": 4, "id": "b144c638", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filtered out 20801 genes that are detected 20 counts (shared).\n", "Normalized count data: X, spliced, unspliced.\n", "Extracted 2000 highly variable genes.\n", "Logarithmized X.\n", "computing neighbors\n", " finished (0:00:10) --> 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 un/spliced abundances (adata.layers)\n", "recovering dynamics (using 1/16 cores)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0df71c8fb23341dbb7bdd0d7eff98fa4", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1298 [00:00 added \n", " 'fit_pars', fitted parameters for splicing dynamics (adata.var)\n", "computing velocities\n", " finished (0:00:03) --> added \n", " 'velocity', velocity vectors for each individual cell (adata.layers)\n" ] } ], "source": [ "scv.pp.filter_and_normalize(adata, min_shared_counts=20, n_top_genes=2000)\n", "scv.pp.moments(adata, n_pcs=30, n_neighbors=30)\n", "scv.tl.recover_dynamics(adata)\n", "scv.tl.velocity(adata, mode='dynamical')" ] }, { "cell_type": "markdown", "id": "ec01a984", "metadata": {}, "source": [ "We project the original scVelo velocities onto the UMAP embedding. The `plot_velocity_projection` function serves as a wrapper that encapsulates calls to scVelo’s velocity_graph and velocity_embedding_stream functions." ] }, { "cell_type": "code", "execution_count": 5, "id": "057b0f7b", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "732425aa13d44f8eb877a184d057d047", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/3696 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "computing velocity embedding\n", "finished.\n" ] } ], "source": [ "vp.pl.plot_velocity_projection(adata,color=\"clusters\",figsize=(5,3.5),xkey=\"Ms\")" ] }, { "cell_type": "markdown", "id": "9b25b194", "metadata": {}, "source": [ "## Construct the global potential landscape and the corresponding potential-driven velocity field.\n", "We first construct the global potential landscape and its associated potential-driven velocity field by training the `VeloPotential` model using the `construct_potential` function. By default, the inferred global potential landscape is stored in adata.obs['potential'], and the corresponding potential-driven velocity field is stored in adata.layers['velocity_pred']." ] }, { "cell_type": "code", "execution_count": 6, "id": "0edfa821", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epoch 1: loss=0.459280\n", "epoch 51: loss=0.091485\n", "epoch 101: loss=0.084943\n", "epoch 151: loss=0.081621\n", "epoch 201: loss=0.080599\n", "epoch 251: loss=0.079732\n", "epoch 301: loss=0.078333\n", "epoch 351: loss=0.077839\n", "Early stopping at epoch 365\n", "AnnData object with n_obs × n_vars = 3696 × 2000\n", " obs: 'clusters_coarse', 'clusters', 'S_score', 'G2M_score', 'initial_size_unspliced', 'initial_size_spliced', 'initial_size', 'n_counts', 'velocity_self_transition', 'potential'\n", " var: 'highly_variable_genes', 'gene_count_corr', 'means', 'dispersions', 'dispersions_norm', 'highly_variable', 'fit_r2', 'fit_alpha', 'fit_beta', 'fit_gamma', 'fit_t_', 'fit_scaling', 'fit_std_u', 'fit_std_s', 'fit_likelihood', 'fit_u0', 'fit_s0', 'fit_pval_steady', 'fit_steady_u', 'fit_steady_s', 'fit_variance', 'fit_alignment_scaling', 'velocity_genes'\n", " uns: 'clusters_coarse_colors', 'clusters_colors', 'day_colors', 'neighbors', 'pca', 'log1p', 'recover_dynamics', 'velocity_params', 'velocity_graph', 'velocity_graph_neg'\n", " obsm: 'X_pca', 'X_umap', 'velocity_umap'\n", " varm: 'loss'\n", " layers: 'spliced', 'unspliced', 'Ms', 'Mu', 'fit_t', 'fit_tau', 'fit_tau_', 'velocity', 'velocity_u', 'velocity_pred'\n", " obsp: 'distances', 'connectivities'\n" ] } ], "source": [ "vp.tl.construct_potential(adata)\n", "print(adata)" ] }, { "cell_type": "markdown", "id": "48233ef8", "metadata": {}, "source": [ "We then project the potential-driven velocities onto the UMAP embedding." ] }, { "cell_type": "code", "execution_count": 7, "id": "ac141f84", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2bbd0dc0a65141c1ba04487ad6729d48", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/3696 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "computing velocity embedding\n", "finished.\n" ] } ], "source": [ "vp.pl.plot_velocity_projection(adata,color=\"clusters\",figsize=(5,3.5),vkey=\"velocity_pred\",xkey=\"Ms\")" ] }, { "cell_type": "markdown", "id": "66373cf6", "metadata": {}, "source": [ "We present a heatmap of the global potential landscape." ] }, { "cell_type": "code", "execution_count": 8, "id": "c173f071", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 3.5))\n", "sc.pl.umap(adata,color=\"potential\",title=\"Potential\",frameon=False,ax=ax)" ] }, { "cell_type": "markdown", "id": "b29c162c", "metadata": {}, "source": [ "We compute a \"potential consistency score\" to robustly diagnose velocity reliability at single-cell resolution." ] }, { "cell_type": "code", "execution_count": 12, "id": "a0f4274d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata.obs['Potential consistency score'] = vp.tl.cal_cosine_similarity(adata.layers['velocity'], adata.layers['velocity_pred'])\n", "fig, ax = plt.subplots(figsize=(5, 3.5))\n", "sc.pl.umap(adata,color=\"Potential consistency score\",title=\"Potential consistency score\",frameon=False,ax=ax,cmap=\"RdBu\")" ] }, { "cell_type": "markdown", "id": "925fa11e", "metadata": {}, "source": [ "Finally, we examine the quantitative relationship between scVelo's latent time and our inferred potential by plotting a scatter plot of the two measures." ] }, { "cell_type": "code", "execution_count": 13, "id": "239599c8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing terminal states\n", " identified 2 regions of root cells and 1 region of end points .\n", " finished (0:00:00) --> added\n", " 'root_cells', root cells of Markov diffusion process (adata.obs)\n", " 'end_points', end points of Markov diffusion process (adata.obs)\n", "computing latent time using root_cells as prior\n", " finished (0:00:00) --> added \n", " 'latent_time', shared time (adata.obs)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scv.tl.latent_time(adata)\n", "scv.pl.scatter(adata, x='latent_time', y='potential', color='clusters',title=\" \",legend_loc=\"upper right\",fontsize=12,figsize=(4,4),xlabel=\"scVelo latent time\",ylabel=\"Potential\",show=False)\n", "ax = plt.gca()\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False) \n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "celldyc", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }