{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Trajectory inference for hematopoiesis in mouse" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{seealso}\n", "More examples for trajectory inference on complex datasets can be found in the\n", "[PAGA][] repository {cite:p}`Wolf2019`, for instance, multi-resolution analyses of whole animals,\n", "such as for [planaria][] for data of {cite:t}`Plass2018`.\n", "\n", "[PAGA]: https://github.com/theislab/paga\n", "[planaria]: https://nbviewer.jupyter.org/github/theislab/paga/blob/master/planaria/planaria.ipynb\n", "\n", "\n", "```{image} /_static/img/tutorials/paga_planaria.png\n", ":width: 350px\n", ":align: center\n", "```\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reconstructing myeloid and erythroid differentiation for data of {cite:t}`Paul2015`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from __future__ import annotations\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import scanpy as sc" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----\n", "anndata 0.10.9\n", "scanpy 1.10.3\n", "-----\n", "PIL 10.4.0\n", "asttokens NA\n", "charset_normalizer 3.3.2\n", "comm 0.2.2\n", "cycler 0.12.1\n", "cython_runtime NA\n", "dateutil 2.9.0.post0\n", "debugpy 1.8.5\n", "decorator 5.1.1\n", "executing 2.1.0\n", "h5py 3.11.0\n", "igraph 0.11.6\n", "ipykernel 6.29.5\n", "jaraco NA\n", "jedi 0.19.1\n", "joblib 1.4.2\n", "kiwisolver 1.4.7\n", "legacy_api_wrap NA\n", "leidenalg 0.10.2\n", "llvmlite 0.43.0\n", "louvain 0.8.2\n", "matplotlib 3.9.2\n", "more_itertools 10.5.0\n", "mpl_toolkits NA\n", "natsort 8.4.0\n", "numba 0.60.0\n", "numpy 2.0.2\n", "packaging 24.1\n", "pandas 2.2.3\n", "parso 0.8.4\n", "pkg_resources NA\n", "platformdirs 4.3.3\n", "prompt_toolkit 3.0.47\n", "psutil 6.0.0\n", "pure_eval 0.2.3\n", "pydev_ipython NA\n", "pydevconsole NA\n", "pydevd 2.9.5\n", "pydevd_file_utils NA\n", "pydevd_plugins NA\n", "pydevd_tracing NA\n", "pygments 2.18.0\n", "pyparsing 3.1.4\n", "pytz 2024.2\n", "scipy 1.14.1\n", "session_info 1.0.0\n", "six 1.16.0\n", "sklearn 1.5.2\n", "stack_data 0.6.3\n", "texttable 1.7.0\n", "threadpoolctl 3.5.0\n", "tornado 6.4.1\n", "traitlets 5.14.3\n", "vscode NA\n", "wcwidth 0.2.13\n", "zmq 26.2.0\n", "-----\n", "IPython 8.27.0\n", "jupyter_client 8.6.2\n", "jupyter_core 5.7.2\n", "-----\n", "Python 3.12.6 (main, Sep 8 2024, 13:18:56) [GCC 14.2.1 20240805]\n", "Linux-6.10.10-zen1-1-zen-x86_64-with-glibc2.40\n", "-----\n", "Session information updated at 2024-09-24 14:08\n" ] } ], "source": [ "sc.settings.verbosity = 3 # verbosity: errors (0), warnings (1), info (2), hints (3)\n", "sc.logging.print_versions()\n", "results_file = \"./write/paul15.h5ad\"\n", "# low dpi (dots per inch) yields small inline figures\n", "sc.settings.set_figure_params(dpi=80, frameon=False, figsize=(3, 3), facecolor=\"white\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "adata = sc.datasets.paul15()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 2730 × 3451\n", " obs: 'paul15_clusters'\n", " uns: 'iroot'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us work with a higher precision than the default 'float32' to ensure _exactly_ the same results across different computational platforms." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# this is not required and results will be comparable without it\n", "adata.X = adata.X.astype(\"float64\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preprocessing and Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apply a simple preprocessing recipe: {func}`scanpy.pp.recipe_zheng17`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running recipe zheng17\n", "normalizing counts per cell\n", " finished (0:00:00)\n", "extracting highly variable genes\n", " finished (0:00:00)\n", "normalizing counts per cell\n", " finished (0:00:00)\n", " finished (0:00:00)\n" ] } ], "source": [ "sc.pp.recipe_zheng17(adata)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing PCA\n", " with n_comps=50\n", " finished (0:00:02)\n" ] } ], "source": [ "sc.tl.pca(adata, svd_solver=\"arpack\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing neighbors\n", " using 'X_pca' with n_pcs = 20\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/phil/.local/share/hatch/env/virtual/scverse-tutorials/_YRPCeuX/basic-scrna/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:04)\n", "drawing single-cell graph using layout 'fa'\n", " finished: added\n", " 'X_draw_graph_fa', graph_drawing coordinates (adata.obsm) (0:00:10)\n" ] } ], "source": [ "sc.pp.neighbors(adata, n_neighbors=4, n_pcs=20)\n", "sc.tl.draw_graph(adata)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 216, "width": 236 } }, "output_type": "display_data" } ], "source": [ "sc.pl.draw_graph(adata, color=\"paul15_clusters\", legend_loc=\"on data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks pretty messy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optional: Denoising the graph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To denoise the graph, we represent it in diffusion map space (and not in PCA space).\n", "Computing distances within a few diffusion components amounts to denoising the graph – we just take a few of the first spectral components.\n", "It's very similar to denoising a data matrix using PCA.\n", "The approach has been used in a couple of papers, see e.g. {cite:p}`Schiebinger2019` or {cite:p}`Tabaka2019`. It's also related to the principles behind MAGIC {cite:p}`vanDijk2018`.\n", "\n", ":::{note}\n", "This is *not* a necessary step, neither for PAGA, nor clustering, nor pseudotime estimation. You might just as well go ahead with a non-denoised graph. In many situations (also here), this will give you very decent results.\n", ":::" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing Diffusion Maps using n_comps=15(=n_dcs)\n", "computing transitions\n", " finished (0:00:00)\n", " eigenvalues of transition matrix\n", " [1. 1. 0.9989278 0.99671 0.99430376 0.98939794\n", " 0.9883687 0.98731077 0.98398703 0.983007 0.9790806 0.9762548\n", " 0.9744365 0.9729161 0.9652972 ]\n", " finished: added\n", " 'X_diffmap', diffmap coordinates (adata.obsm)\n", " 'diffmap_evals', eigenvalues of transition matrix (adata.uns) (0:00:00)\n", "computing neighbors\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.tl.diffmap(adata)\n", "sc.pp.neighbors(adata, n_neighbors=10, use_rep=\"X_diffmap\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "drawing single-cell graph using layout 'fa'\n", " finished: added\n", " 'X_draw_graph_fa', graph_drawing coordinates (adata.obsm) (0:00:08)\n" ] } ], "source": [ "sc.tl.draw_graph(adata)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 216, "width": 246 } }, "output_type": "display_data" } ], "source": [ "sc.pl.draw_graph(adata, color=\"paul15_clusters\", legend_loc=\"on data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This still looks messy, but in a different way: a lot of the branches are overplotted." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clustering and PAGA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{note}\n", "Note that today, we'd use `sc.tl.leiden` - here, we use `sc.tl.louvain` the sake of reproducing the paper results.\n", ":::" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running Louvain clustering\n", " using the \"louvain\" package of Traag (2017)\n", " finished: found 25 clusters and added\n", " 'louvain', the cluster labels (adata.obs, categorical) (0:00:00)\n" ] } ], "source": [ "sc.tl.louvain(adata, resolution=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Annotate the clusters using marker genes.\n", "\n", "| cell type | marker |\n", "| --- | --- |\n", "|HSCs | Procr |\n", "|Erythroids | Gata1, Klf1, Epor, Gypa, Hba-a2, Hba-a1, Spi1 |\n", "|Neutrophils | Elane, Cebpe, Ctsg, Mpo, Gfi1 |\n", "|Monocytes | Irf8, Csf1r, Ctsg, Mpo |\n", "|Megakaryocytes | Itga2b (encodes protein CD41), Pbx1, Sdpr, Vwf |\n", "|Basophils | Mcpt8, Prss34 |\n", "|B cells | Cd19, Vpreb2, Cd79a |\n", "|Mast cells| Cma1, Gzmb, CD117/C-Kit |\n", "|Mast cells & Basophils| Ms4a2, Fcer1a, Cpa3, CD203c (human)|" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For simple, coarse-grained visualization, compute the PAGA graph, a coarse-grained and simplified (abstracted) graph. Non-significant edges in the coarse- grained graph are thresholded away." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running PAGA\n", " finished: added\n", " 'paga/connectivities', connectivities adjacency (adata.uns)\n", " 'paga/connectivities_tree', connectivities subtree (adata.uns) (0:00:00)\n" ] } ], "source": [ "sc.tl.paga(adata, groups=\"louvain\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--> added 'pos', the PAGA positions (adata.uns['paga'])\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 233, "width": 841 } }, "output_type": "display_data" } ], "source": [ "sc.pl.paga(adata, color=[\"louvain\", \"Hba-a2\", \"Elane\", \"Irf8\"])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--> added 'pos', the PAGA positions (adata.uns['paga'])\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 239, "width": 856 } }, "output_type": "display_data" } ], "source": [ "sc.pl.paga(adata, color=[\"louvain\", \"Itga2b\", \"Prss34\", \"Cma1\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Actually annotate the clusters --- note that *Cma1* is a Mast cell marker and only appears in a small fraction of the cells in the progenitor/stem cell cluster 8, see the single-cell resolved plot below." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12',\n", " '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23', '24'],\n", " dtype='object')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.obs[\"louvain\"].cat.categories" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "adata.obs[\"louvain_anno\"] = adata.obs[\"louvain\"].cat.rename_categories({\n", " \"10\": \"10/Ery\",\n", " \"16\": \"16/Stem\",\n", " \"19\": \"19/Neu\",\n", " \"20\": \"20/Mk\",\n", " \"22\": \"22/Baso\",\n", " \"24\": \"24/Mo\",\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use the annotated clusters for PAGA." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running PAGA\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " finished: added\n", " 'paga/connectivities', connectivities adjacency (adata.uns)\n", " 'paga/connectivities_tree', connectivities subtree (adata.uns) (0:00:00)\n" ] } ], "source": [ "sc.tl.paga(adata, groups=\"louvain_anno\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--> added 'pos', the PAGA positions (adata.uns['paga'])\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 215, "width": 187 } }, "output_type": "display_data" } ], "source": [ "sc.pl.paga(adata, threshold=0.03, show=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Recomputing the embedding using PAGA-initialization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following is just as well possible for a UMAP." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "drawing single-cell graph using layout 'fa'\n", " finished: added\n", " 'X_draw_graph_fa', graph_drawing coordinates (adata.obsm) (0:00:08)\n" ] } ], "source": [ "sc.tl.draw_graph(adata, init_pos=\"paga\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see all marker genes also at single-cell resolution in a meaningful layout." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 227, "width": 1006 } }, "output_type": "display_data" } ], "source": [ "sc.pl.draw_graph(\n", " adata, color=[\"louvain_anno\", \"Itga2b\", \"Prss34\", \"Cma1\"], legend_loc=\"on data\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choose the colors of the clusters a bit more consistently." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 160, "width": 557 } }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 2))\n", "for i in range(28):\n", " plt.scatter(i, 1, c=sc.pl.palettes.zeileis_28[i], s=200)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "zeileis_colors = np.array(sc.pl.palettes.zeileis_28)\n", "new_colors = np.array(adata.uns[\"louvain_anno_colors\"])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "new_colors[[16]] = zeileis_colors[[12]] # Stem colors / green\n", "new_colors[[10, 17, 5, 3, 15, 6, 18, 13, 7, 12]] = zeileis_colors[ # Ery colors / red\n", " [5, 5, 5, 5, 11, 11, 10, 9, 21, 21]\n", "]\n", "new_colors[[20, 8]] = zeileis_colors[[17, 16]] # Mk early Ery colors / yellow\n", "new_colors[[4, 0]] = zeileis_colors[[2, 8]] # lymph progenitors / grey\n", "new_colors[[22]] = zeileis_colors[[18]] # Baso / turquoise\n", "new_colors[[19, 14, 2]] = zeileis_colors[[6, 6, 6]] # Neu / light blue\n", "new_colors[[24, 9, 1, 11]] = zeileis_colors[[0, 0, 0, 0]] # Mo / dark blue\n", "new_colors[[21, 23]] = zeileis_colors[[25, 25]] # outliers / grey" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "adata.uns[\"louvain_anno_colors\"] = new_colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And add some white space to some cluster names. The layout shown here differs from the one in the paper, which can be found [here](https://github.com/theislab/paga/blob/f53fcdf4a861b7d3410f8096ffc13a07f1d225c0/blood/paul15/paul15.ipynb). These differences, however, are only cosmetic. We had to change the layout as we moved from a randomized PCA and float32 to float64 precision." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--> added 'pos', the PAGA positions (adata.uns['paga'])\n", "WARNING: saving figure to file figures/paga_compare.pdf\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 215, "width": 387 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "[, ]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sc.pl.paga_compare(\n", " adata,\n", " threshold=0.03,\n", " title=\"\",\n", " right_margin=0.2,\n", " size=10,\n", " edge_width_scale=0.5,\n", " legend_fontsize=12,\n", " fontsize=12,\n", " frameon=False,\n", " edges=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reconstructing gene changes along PAGA paths for a given set of genes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choose a root cell for diffusion pseudotime." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "adata.uns[\"iroot\"] = np.flatnonzero(adata.obs[\"louvain_anno\"] == \"16/Stem\")[0]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing Diffusion Pseudotime using n_dcs=10\n", " finished: added\n", " 'dpt_pseudotime', the pseudotime (adata.obs) (0:00:00)\n" ] } ], "source": [ "sc.tl.dpt(adata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select some of the marker gene names." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "gene_names = [\n", " *[\"Gata2\", \"Gata1\", \"Klf1\", \"Epor\", \"Hba-a2\"], # erythroid\n", " *[\"Elane\", \"Cebpe\", \"Gfi1\"], # neutrophil\n", " *[\"Irf8\", \"Csf1r\", \"Ctsg\"], # monocyte\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the full raw data for visualization." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "adata_raw = sc.datasets.paul15()\n", "sc.pp.log1p(adata_raw)\n", "sc.pp.scale(adata_raw)\n", "adata.raw = adata_raw" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 227, "width": 522 } }, "output_type": "display_data" } ], "source": [ "sc.pl.draw_graph(adata, color=[\"louvain_anno\", \"dpt_pseudotime\"], legend_loc=\"on data\")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "paths = [\n", " (\"erythrocytes\", [16, 12, 7, 13, 18, 6, 5, 10]),\n", " (\"neutrophils\", [16, 0, 4, 2, 14, 19]),\n", " (\"monocytes\", [16, 0, 4, 11, 1, 9, 24]),\n", "]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "adata.obs[\"distance\"] = adata.obs[\"dpt_pseudotime\"]" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "adata.obs[\"clusters\"] = adata.obs[\"louvain_anno\"] # just a cosmetic change" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "adata.uns[\"clusters_colors\"] = adata.uns[\"louvain_anno_colors\"]" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "!mkdir write" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/phil/.local/share/hatch/env/virtual/scverse-tutorials/_YRPCeuX/basic-scrna/lib/python3.12/site-packages/scanpy/plotting/_tools/paga.py:1283: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " groups_axis.set_yticklabels([\"\", xlabel, \"\"], fontsize=ytick_fontsize)\n", "/home/phil/.local/share/hatch/env/virtual/scverse-tutorials/_YRPCeuX/basic-scrna/lib/python3.12/site-packages/scanpy/plotting/_tools/paga.py:1332: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " anno_axis.set_yticklabels([\"\", anno, \"\"], fontsize=ytick_fontsize)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 183, "width": 489 } }, "output_type": "display_data" } ], "source": [ "_, axs = plt.subplots(\n", " ncols=3, figsize=(6, 2.5), gridspec_kw={\"wspace\": 0.05, \"left\": 0.12}\n", ")\n", "plt.subplots_adjust(left=0.05, right=0.98, top=0.82, bottom=0.2)\n", "for ipath, (descr, path) in enumerate(paths):\n", " data = sc.pl.paga_path(\n", " adata,\n", " path,\n", " gene_names,\n", " show_node_names=False,\n", " ax=axs[ipath],\n", " ytick_fontsize=12,\n", " left_margin=0.15,\n", " n_avg=50,\n", " annotations=[\"distance\"],\n", " show_yticks=ipath == 0,\n", " show_colorbar=False,\n", " color_map=\"Greys\",\n", " groups_key=\"clusters\",\n", " color_maps_annotations={\"distance\": \"viridis\"},\n", " title=f\"{descr} path\",\n", " return_data=True,\n", " show=False,\n", " )\n", " data.to_csv(f\"./write/paga_path_{descr}.csv\")\n", "plt.savefig(\"./figures/paga_path_paul15.pdf\")\n", "plt.show()" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "basic-scrna", "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": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 4 }