{ "cells": [ { "cell_type": "markdown", "id": "d5060181-5913-420c-9b74-714716305c39", "metadata": {}, "source": [ "# Visualization of single cell RNA-seq\n", "\n", "In this part, we will introduce the tutorial of special plot of `omicverse`." ] }, { "cell_type": "code", "execution_count": 1, "id": "0cffd1af-410c-44c0-87d5-d428cdd9c708", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/fernandozeng/miniforge3/envs/scanpy/lib/python3.10/site-packages/requests/__init__.py:113: RequestsDependencyWarning: urllib3 (2.6.3) or chardet (7.1.0)/charset_normalizer (3.4.5) doesn't match a supported version!\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "🔬 Starting plot initialization...\n", "Using already downloaded Arial font from: /var/folders/4m/2xw3_2s503s9r616083n7w440000gn/T/omicverse_arial.ttf\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Matplotlib is building the font cache; this may take a moment.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Registered as: Arial\n", "🧬 Detecting GPU devices…\n", "✅ Apple Silicon MPS detected\n", " • [MPS] Apple Silicon GPU - Metal Performance Shaders available\n", "\n", " ____ _ _ __ \n", " / __ \\____ ___ (_)___| | / /__ _____________ \n", " / / / / __ `__ \\/ / ___/ | / / _ \\/ ___/ ___/ _ \\ \n", "/ /_/ / / / / / / / /__ | |/ / __/ / (__ ) __/ \n", "\\____/_/ /_/ /_/_/\\___/ |___/\\___/_/ /____/\\___/ \n", "\n", "🔖 Version: 1.7.10rc1 📚 Tutorials: https://omicverse.readthedocs.io/\n", "✅ plot_set complete.\n", "\n" ] } ], "source": [ "import omicverse as ov\n", "ov.style(font_path='Arial')\n", "\n", "# Enable auto-reload for development\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "id": "650c993b-e316-4e8e-a39f-e6ffb550ef9c", "metadata": {}, "source": [ "We utilized single-cell RNA-seq data (GEO accession: GSE95753) obtained from the dentate gyrus of the hippocampus in mouse." ] }, { "cell_type": "code", "execution_count": 2, "id": "b685b104-c14e-4c1a-afc2-be96ce5ffde9", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[96mUsing Stanford mirror for dentategyrus_scv\u001b[0m\n", "\u001b[93m⚠️ File ./data/dentategyrus_scv.h5ad already exists\u001b[0m\n", "\u001b[96m Loading data from ./data/dentategyrus_scv.h5ad\u001b[0m\n", "\u001b[92m✅ Successfully loaded: 2930 cells × 13913 genes\u001b[0m\n" ] }, { "data": { "application/vnd.omicverse.anndata+json": { "name": null, "previews": { "layers": { "ambiguous": { "dtype": "float32", "name": "layers[\"ambiguous\"]", "shape": [ 2930, 13913 ], "table": { "columns": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ], "data": [ [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 2, 1, 0, 0, 0, 0, 0 ] ], "index": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ] }, "type": "array" }, "spliced": { "dtype": "float32", "name": "layers[\"spliced\"]", "shape": [ 2930, 13913 ], "table": { "columns": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ], "data": [ [ 0, 0, 0, 2, 0, 1, 0, 0, 0, 0 ], [ 0, 1, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 1, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 1, 0, 0, 0, 0, 1, 0 ], [ 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0 ] ], "index": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ] }, "type": "array" }, "unspliced": { "dtype": "float32", "name": "layers[\"unspliced\"]", "shape": [ 2930, 13913 ], "table": { "columns": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ], "data": [ [ 0, 0, 0, 0, 0, 0, 0, 0, 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"Granule-immature" ], [ "Microglia", "12", "Microglia" ], [ "Granule mature", "35", "Granule-mature" ], [ "Cajal Retzius", "35", "Cajal-Retzius" ], [ "Neuroblast", "12", "Neuroblast 2" ], [ "Granule immature", "35", "Granule-immature" ], [ "Granule immature", "35", "Granule-immature" ], [ "Granule mature", "35", "Granule-mature" ], [ "OPC", "35", "OPC" ], [ "Neuroblast", "12", "Neuroblast 2" ], [ "Granule mature", "35", "Granule-mature" ], [ "Granule mature", "35", "Granule-mature" ], [ "Neuroblast", "12", "Neuroblast 2" ], [ "Neuroblast", "12", "Neuroblast 2" ], [ "Granule mature", "35", "Granule-mature" ], [ "Cck-Tox", "35", "Cck-Tox" ], [ "Microglia", "35", "Microglia" ] ], "index": [ "AAACATACCCATGA", "AAACATACCGTAGT", "AAACATACGAGAGC", "AAACATACTGAGGG", "AAACATTGGCATCA", "AAACATTGTTTGTC", "AAACCGTGCACTCC", "AAACCGTGCGTAGT", "AAACCGTGGATAAG", "AAACCGTGGTTCGA", "AAACGCACACTGTG", "AAACGCACCCCACT", "AAACGCACCTTCCG", "AAACGCTGAAAACG", "AAACGCTGATACCG", "AAACGCTGTTCGTT", "AAACGGCTTCGTTT", "AAACTTGATGCTCC", "AAAGACGAAAGTGA", "AAAGACGACGTAGT", "AAAGACGAGAATGA", "AAAGACGATACTTC", "AAAGACGATCTCGC", "AAAGATCTCCTCGT" ] }, "type": "dataframe" }, "obsm": { "X_umap": { "dtype": "float64", "name": "obsm[\"X_umap\"]", "shape": [ 2930, 2 ], "table": { "columns": [ "0", "1" ], "data": [ [ 2.7313750672759025, -8.03843499014014 ], [ -1.5004444655257865, 10.311056738929391 ], [ 1.5778647753024975, -11.268646762459506 ], [ -1.2028220926435582, -1.0296931528878792 ], [ 2.382316521985903, -8.879889525717639 ], [ -1.7380789555266383, 1.3974036547878692 ], [ 2.0036619957391726, -9.447281260694917 ], [ -0.840409831235876, -2.6864171500464322 ], [ 5.128832914997478, 7.234621755217681 ], [ 2.4912998899163954, -9.819422349073195 ] ], "index": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ] }, "type": "array" } }, "uns": { "clusters_colors": { "dtype": "object", "name": "uns[\"clusters_colors\"]", "shape": [ 14 ], "table": { "columns": [ "0" ], "data": [ [ "#3ba458" ], [ "#404040" ], [ "#7a7a7a" ], [ "#fda762" ], [ "#6950a3" ], [ "#2575b7" ], [ "#08306b" ], [ "#e1bfb0" ], [ "#e5d8bd" ], [ "#79b5d9" ], [ "#f14432" ], [ "#fc8a6a" ], [ "#98d594" ], [ "#d0e1f2" ] ], "index": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13" ] }, "type": "array" } }, "var": { "dtypes": {}, "name": ".var", "shape": [ 13913, 0 ], "table": { "columns": [], "data": [ [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [], [] ], "index": [ "Lypla1", "Tcea1", "Atp6v1h", "Rb1cc1", "St18", "Pcmtd1", "Rrs1", "Adhfe1", "3110035E14Rik", "Sgk3", "Mcmdc2", "Cspp1", "Prex2", "A830018L16Rik", "Gm9947", "Kcnb2", "Terf1", "Rdh10", "Tmem70", "Gdap1", "Crispld1", "Paqr8", "Tmem14a", "Gsta3" ] }, "type": "dataframe" } }, "ref": "obj:1088575b0", "summary": { "embedding_keys": [ "X_umap" ], "embedding_keys_more": 0, "embedding_keys_total": 1, "layers": [ "ambiguous", "spliced", "unspliced" ], "layers_more": 0, "layers_total": 3, "obs_columns": [ "clusters", "age(days)", "clusters_enlarged" ], "obs_columns_more": 0, "obs_columns_total": 3, "obsm_keys": [ "X_umap" ], "obsm_keys_more": 0, "obsm_keys_total": 1, "shape": [ 2930, 13913 ], "uns_keys": [ "clusters_colors" ], "uns_keys_more": 0, "uns_keys_total": 1, "var_columns": [], "var_columns_more": 0, "var_columns_total": 0 }, "type": "anndata" }, "text/plain": [ "AnnData object with n_obs × n_vars = 2930 × 13913\n", " obs: 'clusters', 'age(days)', 'clusters_enlarged'\n", " uns: 'clusters_colors'\n", " obsm: 'X_umap'\n", " layers: 'ambiguous', 'spliced', 'unspliced'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#import scvelo as scv\n", "#adata = scv.datasets.dentategyrus()\n", "#adata = scv.datasets.dentategyrus()\n", "adata = ov.datasets.dentate_gyrus_scvelo()\n", "adata" ] }, { "cell_type": "markdown", "id": "f1e3d1d1-cf13-4679-beb4-55271bb4d953", "metadata": {}, "source": [ "## Optimizing color mapping\n", "\n", "Visualizing spatially resolved biological data with appropriate color mapping can significantly facilitate the exploration of underlying patterns and heterogeneity. Spaco (spatial colorization) provides a spatially constrained approach that generates discriminate color assignments for visualizing single-cell spatial data in various scenarios.\n", "\n", "Jing Z, Zhu Q, Li L, Xie Y, Wu X, Fang Q, et al. [Spaco: A comprehensive tool for coloring spatial data at single-cell resolution.](https://doi.org/10.1016/j.patter.2023.100915) Patterns. 2024;100915\n", "\n", "\n", "**Function**: `ov.pl.optim_palette`: \n", "- adata: the datasets of scRNA-seq\n", "- basis: he position on the plane should be set to `X_spatial` in spatial RNA-seq, `X_umap`,`X_tsne`,`X_mde` in scRNA-seq and should not be set to `X_pca`\n", "- colors: Specify the colour to be optimised, which should be for one of the columns in adata.obs, noting that it should have the colour first, and that we can use ov.pl.embedding to colour the cell types. If there is no colour then colour blind optimisation colour will be used.\n", "- palette: You can also re-specify the colour bar that needs to be drawn, just set `palette=['#FFFFFF','#000000']`, we have prepared `ov.pl.red_color`,`ov.pl.blue_color`,`ov.pl.green_color`,`ov.pl.orange_color`, by default." ] }, { "cell_type": "code", "execution_count": 3, "id": "e007d7c5-e1f3-4221-8d2f-4d97a63171ba", "metadata": { "tags": [] }, "outputs": [], "source": [ "#optim_palette=ov.pl.optim_palette(adata,basis='X_umap',colors='clusters')" ] }, { "cell_type": "code", "execution_count": 12, "id": "8cd2ddbf-b7ed-45f0-bc8d-d16ef1cb88ed", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Cell Type of DentateGyrus')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 309, "width": 407 } }, "output_type": "display_data" } ], "source": [ "fig,ax=ov.plt.subplots(figsize = (4,4))\n", "ov.pl.embedding(\n", " adata,\n", " basis='X_umap',\n", " color='clusters',\n", " frameon='small',\n", " show=False,\n", " #palette=optim_palette,\n", " ax=ax,\n", ")\n", "ov.plt.title('Cell Type of DentateGyrus',fontsize=15)" ] }, { "cell_type": "code", "execution_count": 13, "id": "f091f89a-a6c1-4a27-9ff4-2f3bba1bb455", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 284, "width": 308 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(\n", " adata,\n", " basis='X_umap',\n", " color='age(days)',\n", " frameon='small',\n", " show=False,\n", ")" ] }, { "cell_type": "markdown", "id": "5700794d-9ab4-4dfe-926b-dff73152375b", "metadata": {}, "source": [ "## Stacked histogram of cell proportions\n", "\n", "This is a graph that appears widely in various CNS-level journals, and is limited to the fact that `scanpy` does not have a proper way of plotting it, and we provide `ov.pl.cellproportion` for plotting it here.\n", "\n", "**Function**: `ov.pl.cellproportion`: \n", "- adata: the datasets of scRNA-seq\n", "- celltype_clusters: Specify the colour to plot, which should be for one of the columns in adata.obs, noting that it should have the colour first, and that we can use ov.pl.embedding to colour the cell types. If there is no colour then colour blind optimisation colour will be used.\n", "- groupby: The group variable for the different groups of cell types we need to display, in this case we are displaying different ages, so we set it to `age(days)`\n", "- groupby_li: If there are too many groups, we can also select the ones we are interested in plotting, here we use groupby_li to plot the groups\n", "- figsize: If we specify axes, then this variable can be left empty\n", "- legend: Whether to show a legend" ] }, { "cell_type": "code", "execution_count": 14, "id": "d7a6831e-5a27-46e3-a92a-2638e880494b", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 309, "width": 267 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig,ax=plt.subplots(figsize = (1.5,4))\n", "ov.pl.cellproportion(adata=adata,celltype_clusters='clusters',\n", " groupby='age(days)',legend=True,ax=ax)" ] }, { "cell_type": "code", "execution_count": 15, "id": "7cdee277-c26a-404c-a985-28252059d6a1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 279, "width": 223 } }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(figsize = (2,2))\n", "ov.pl.cellproportion(adata=adata,celltype_clusters='age(days)',\n", " groupby='clusters',groupby_li=['nIPC','Granule immature','Granule mature'],\n", " legend=True,ax=ax)" ] }, { "cell_type": "markdown", "id": "76386ead-9f48-4c0f-810d-3ade75ff24c0", "metadata": {}, "source": [ "If you are interested in the changes in cell types in different groups, we recommend using a stacked area graph." ] }, { "cell_type": "code", "execution_count": 16, "id": "067414b0-b99d-46a0-892d-4af4f6f85629", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "age(days)_colors\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 279, "width": 231 } }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(figsize = (2,2))\n", "ov.pl.cellstackarea(adata=adata,celltype_clusters='age(days)',\n", " groupby='clusters',groupby_li=['nIPC','Granule immature','Granule mature'],\n", " legend=True,ax=ax,legend_awargs={})" ] }, { "cell_type": "markdown", "id": "5285898c-d32b-42e9-bb96-f95f88d00fca", "metadata": {}, "source": [ "## A collection of some interesting embedded plot\n", "\n", "Our first presentation is an embedding map with the number and proportion of cell types. This graph visualises the low-dimensional representation of cells in addition to the number of cell proportions, etc. It should be noted that the cell proportions plotted on the left side may be distorted when there are too many cell types, and we would be grateful if anyone would be interested in fixing this bug.\n", "\n", "**Function**: `ov.pl.embedding_celltype`: \n", "- adata: the datasets of scRNA-seq\n", "- figsize: Note that we don't usually provide the ax parameter for combinatorial graphs, this is due to the fact that combinatorial graphs are made up of multiple axes, so the figsize parameter is more important, here we set it to `figsize=(7,4)`.\n", "- basis: he position on the plane should be set to `X_spatial` in spatial RNA-seq, `X_umap`,`X_tsne`,`X_mde` in scRNA-seq and should not be set to `X_pca`\n", "- celltype_key: Specify the colour to be optimised, which should be for one of the columns in adata.obs, noting that it should have the colour first, and that we can use ov.pl.embedding to colour the cell types. If there is no colour then colour blind optimisation colour will be used.\n", "- title: Note that the space entered in title is used to control the position.\n", "- celltype_range: Since our number of cell types is different in each data, we want to have the flexibility to control where the cell scale plot is drawn, here we set it to `(1,10)`. You can also tweak the observations yourself to find the parameter that best suits your data.\n", "- embedding_range: As with the positional parameters of the cell types, they need to be adjusted several times on their own for optimal results." ] }, { "cell_type": "code", "execution_count": 17, "id": "dcb4c6ff-fef4-4ce7-b5e3-37e9fb8929ce", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 259, "width": 452 } }, "output_type": "display_data" } ], "source": [ "fig,(ax1,ax2)=ov.pl.embedding_celltype(\n", " adata,figsize=(7,4),basis='X_umap',\n", " celltype_key='clusters',\n", " title=' Cell type',\n", " celltype_range=(1,10),\n", " embedding_range=(4,10),\n", ")" ] }, { "cell_type": "markdown", "id": "5053b46f-2ba5-4fca-8d5b-a6a0a6f7d89a", "metadata": {}, "source": [ "Sometimes we want to be able to circle a certain type of cell that we are interested in, and here we use convex polygons to achieve this, while the shape of the convex polygons may be optimised in future versions.\n", "\n", "**Function**: `ov.pl.ConvexHull`: \n", "- adata: the datasets of scRNA-seq\n", "- basis: he position on the plane should be set to `X_spatial` in spatial RNA-seq, `X_umap`,`X_tsne`,`X_mde` in scRNA-seq and should not be set to `X_pca`\n", "- cluster_key: Specify the celltype to be optimised, which should be for one of the columns in adata.obs, noting that it should have the colour first, and that we can use ov.pl.embedding to colour the cell types. If there is no colour then colour blind optimisation colour will be used.\n", "- hull_cluster: the target celltype to be circled." ] }, { "cell_type": "code", "execution_count": 18, "id": "d2f0e7cc-b673-41b2-bb0b-a472369b5f87", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clusters_colors\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 309, "width": 407 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig,ax=plt.subplots(figsize = (4,4))\n", "\n", "ov.pl.embedding(adata,\n", " basis='X_umap',\n", " color=['clusters'],\n", " frameon='small',\n", " show=False,\n", " ax=ax)\n", "\n", "ov.pl.ConvexHull(adata,\n", " basis='X_umap',\n", " cluster_key='clusters',\n", " hull_cluster='Granule mature',\n", " ax=ax)\n" ] }, { "cell_type": "markdown", "id": "2909d7ed-7ee4-4e73-b364-291e43dfd7d3", "metadata": {}, "source": [ "Besides, if you don't want to plot convexhull, you can plot the contour instead. \n", "\n", "**Function**: `ov.pl.contour`: \n", "- adata: the datasets of scRNA-seq\n", "- basis: he position on the plane should be set to `X_spatial` in spatial RNA-seq, `X_umap`,`X_tsne`,`X_mde` in scRNA-seq and should not be set to `X_pca`\n", "- groupby: Specify the celltype to be optimised, which should be for one of the columns in adata.obs, noting that it should have the colour first, and that we can use ov.pl.embedding to colour the cell types. If there is no colour then colour blind optimisation colour will be used.\n", "- clusters: the target celltype to be circled. \n", "- colors: the color of the contour\n", "- linestyles: the linestyles of the contour\n", "- **kwargs: more kwargs could be found from `plt.contour`" ] }, { "cell_type": "code", "execution_count": 19, "id": "34603c9d-8750-42cd-836e-7ba7da8fee0e", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 309, "width": 407 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig,ax=plt.subplots(figsize = (4,4))\n", "\n", "ov.pl.embedding(adata,\n", " basis='X_umap',\n", " color=['clusters'],\n", " frameon='small',\n", " show=False,\n", " ax=ax)\n", "\n", "ov.pl.contour(ax=ax,adata=adata,groupby='clusters',clusters=['Granule immature','Granule mature'],\n", " basis='X_umap',contour_threshold=0.1,colors='#000000',\n", " linestyles='dashed',)\n" ] }, { "cell_type": "markdown", "id": "bfa2b479-ca9d-4410-b2ae-b93c479a77ae", "metadata": {}, "source": [ "In scanpy's default `embedding` plotting function, when we set legend=True, legend masking may occur. To solve this problem, we introduced `ov.pl.embedding_adjust` in omicverse to automatically adjust the position of the legend.\n", "\n", "**Function**: `ov.pl.embedding_adjust`: \n", "- adata: the datasets of scRNA-seq\n", "- basis: he position on the plane should be set to `X_spatial` in spatial RNA-seq, `X_umap`,`X_tsne`,`X_mde` in scRNA-seq and should not be set to `X_pca`\n", "- groupby: Specify the celltype to be optimised, which should be for one of the columns in adata.obs, noting that it should have the colour first, and that we can use ov.pl.embedding to colour the cell types. If there is no colour then colour blind optimisation colour will be used.\n", "- exclude: We can specify which cell types are not to be plotted, in this case we set it to `OL`\n", "- adjust_kwargs: We can manually specify the parameters of [adjustText](https://adjusttext.readthedocs.io/en/latest/), the specific parameters see the documentation of adjustText, it should be noted that we have to use dict to specify the parameters here.\n", "- text_kwargs: We can also specify the font colour manually by specifying the [text_kwargs](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.text.html) parameter" ] }, { "cell_type": "code", "execution_count": 21, "id": "7c999c42-9a24-4a38-951d-2eff2346eabf", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 284, "width": 272 } }, "output_type": "display_data" } ], "source": [ "from matplotlib import patheffects\n", "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(figsize=(4,4))\n", "\n", "ov.pl.embedding(\n", " adata,\n", " basis='X_umap',\n", " color=['clusters'],\n", " show=False, legend_loc=None, add_outline=False, \n", " frameon='small',legend_fontoutline=2,ax=ax\n", ")\n", "\n", "ov.pl.embedding_adjust(\n", " adata,\n", " groupby='clusters',\n", " exclude=(\"OL\",), \n", " basis='X_umap',\n", " ax=ax,\n", " adjust_kwargs=dict(arrowprops=dict(arrowstyle='-', color='black')),\n", " text_kwargs=dict(fontsize=12 ,weight='bold',\n", " path_effects=[patheffects.withStroke(linewidth=2, foreground='w')] ),\n", ")\n", "ov.plt.show()" ] }, { "cell_type": "markdown", "id": "237470b7-3f47-4f6a-92f4-e20f33757c81", "metadata": {}, "source": [ "Sometimes we are interested in the distribution density of a certain class of cell types in a categorical variable, which is cumbersome to plot in the `scanpy` implementation, so we have simplified the implementation in omicverse and ensured the same plotting.\n", "\n", "**Function**: `ov.pl.embedding_density`: \n", "- adata: the datasets of scRNA-seq\n", "- basis: he position on the plane should be set to `X_spatial` in spatial RNA-seq, `X_umap`,`X_tsne`,`X_mde` in scRNA-seq and should not be set to `X_pca`\n", "- groupby: Specify the celltype to be optimised, which should be for one of the columns in adata.obs, noting that it should have the colour first, and that we can use ov.pl.embedding to colour the cell types. If there is no colour then colour blind optimisation colour will be used.\n", "- target_clusters: We can specify which cell types are to be plotted, in this case we set it to `Granule mature`\n", "- kwargs: other parameter can be found in `scanpy.pl.embedding`" ] }, { "cell_type": "code", "execution_count": 22, "id": "e183a44c-aac3-477b-9a4d-0351e3551f95", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing density on 'umap'\n", "--> added\n", " 'temp_density', densities (adata.obs)\n", " 'temp_density_params', parameter (adata.uns)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 286, "width": 326 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding_density(\n", " adata,\n", " basis='X_umap',\n", " groupby='clusters',\n", " target_clusters='Granule mature',\n", " frameon='small',\n", " show=False,cmap='RdBu_r',alpha=0.8\n", ")" ] }, { "cell_type": "markdown", "id": "4c4e9542", "metadata": {}, "source": [ "## Visualizing Gene Density in Spatial Transcriptomics\n", "\n", "Gene density visualization is an essential technique for spatial transcriptomics data analysis. It allows researchers to observe the spatial distribution and expression intensity of specific genes across a tissue section. This approach helps identify regions of high or low expression, spatial gradients, and expression patterns that may correspond to biological structures or functional domains.\n", "\n", "Key aspects of gene density visualization:\n", "\n", "- **Expression hotspots**: Identify regions where specific genes are highly expressed, which may indicate specialized cell types or functional tissue domains\n", "- **Spatial gradients**: Detect gradual changes in gene expression across tissue that may reflect developmental trajectories or signaling cascades\n", "- **Co-expression patterns**: Analyze the spatial relationship between multiple genes to understand coordinated gene regulation\n", "- **Tissue architecture**: Correlate gene expression with histological features to link molecular profiles with structural elements\n", "\n", "Using the `ov.pl.embedding` or `sc.pl.spatial` functions with appropriate parameters allows us to generate these informative visualizations and gain deeper insights into the spatial organization of gene expression within the tissue." ] }, { "cell_type": "code", "execution_count": 23, "id": "48dce92e-7c81-4ad6-84ae-e6837faf36f5", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 286, "width": 313 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(adata,\n", " basis='X_umap',\n", " color=['Sox4'],\n", " frameon='small',\n", " vmax='p99.2',\n", " show=False,)" ] }, { "cell_type": "markdown", "id": "af26952e", "metadata": {}, "source": [ "adjust argument is the most important argument to control the density." ] }, { "cell_type": "code", "execution_count": 24, "id": "b7227c5d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ density_Sox4 written (train cells = 625)\n" ] } ], "source": [ "ov.pl.calculate_gene_density(adata,\n", " features=['Sox4'],\n", " basis='X_umap',\n", " dims=(0,1),\n", " adjust=0.2,#adjust the bandwidth of the kernel density estimate\n", " min_expr=0.01\n", " )" ] }, { "cell_type": "code", "execution_count": 25, "id": "568aac88-8a3d-4e2f-b4be-f56b32680f57", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 284, "width": 344 } }, "output_type": "display_data" } ], "source": [ "ax=ov.pl.embedding(adata,\n", " basis='X_umap',\n", " color=['density_Sox4'],\n", " frameon='small',\n", " vmax='p99.2',\n", " show=False,)" ] }, { "cell_type": "code", "execution_count": 26, "id": "078b71ce-e3b2-4b69-8704-b4f5f6c1f1b1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 284, "width": 344 } }, "output_type": "display_data" } ], "source": [ "\n", "ax=ov.pl.embedding(adata,\n", " basis='X_umap',\n", " color=['density_Sox4'],\n", " frameon='small',\n", " vmax='p99.2',\n", " show=False,)\n", "\n", "\n", "\n", "# overlay contours\n", "ov.pl.add_density_contour(\n", " ax,\n", " embeddings=adata[adata.obs[\"density_Sox4\"]>0.03].obsm[\"X_umap\"][:, :2],\n", " weights=adata[adata.obs[\"density_Sox4\"]>0.03].obs[\"density_Sox4\"].to_numpy(), # raw expression as weight\n", " levels=\"quantile\", # use quantile‐based levels (auto)\n", " n_quantiles=4, # 4 contours: 20 %, 40 %, 60 %, 80 %\n", " bw_adjust=0.25,\n", " fill=False, # set True for filled contours\n", " linewidth=1.0,\n", " cmap_contour=\"Greys\",\n", " zorder=10,\n", ")\n" ] }, { "cell_type": "markdown", "id": "702f0d6c-aaf9-411f-bc75-0413be05fb14", "metadata": {}, "source": [ "## Bar graph with overlapping dots (Bar-dot) plot\n", "\n", "In biological research, bardotplot plots are the most common class of graphs we use, but unfortunately, there is no direct implementation of plotting functions in either matplotlib, seaborn or scanpy. To compensate for this, we implement bardotplot plotting in omicverse and provide manual addition of p-values (it should be noted that manual addition refers to the manual addition of p-values for model fitting rather than making up p-values yourself)." ] }, { "cell_type": "code", "execution_count": 27, "id": "df2b0187-aaf4-4a4a-8504-20c59323143c", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████| 2930/2930 [00:01<00:00, 2031.62it/s]\n" ] } ], "source": [ "ov.single.geneset_aucell(adata,\n", " geneset_name='Sox',\n", " geneset=['Sox17', 'Sox4', 'Sox7', 'Sox18', 'Sox5'])" ] }, { "cell_type": "code", "execution_count": 3, "id": "38c257e1-a955-4a2b-be4f-093d92bf3da2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "🔬 Starting plot initialization...\n", "Using already downloaded Arial font from: /var/folders/4m/2xw3_2s503s9r616083n7w440000gn/T/omicverse_arial.ttf\n", "Registered as: Arial\n", "🧬 Detecting GPU devices…\n", "✅ Apple Silicon MPS detected\n", " • [MPS] Apple Silicon GPU - Metal Performance Shaders available\n", "✅ plot_set complete.\n", "\n" ] } ], "source": [ "import omicverse as ov\n", "ov.style(font_path='Arial')" ] }, { "cell_type": "code", "execution_count": 14, "id": "2997cc0d-44cc-4119-8fde-835ac155869b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 341, "width": 563 } }, "output_type": "display_data" } ], "source": [ "ov.pl.violin(\n", " adata,keys='Sox4',groupby='clusters',\n", " figsize=(8,3),rotation=90,\n", " alternating_background=True,add_box=True,\n", " use_group_colors_background=True,verbose=False,\n", " comparisons=[('Neuroblast','OL'),\n", " ('Mossy','Cck-Tox'),\n", " ('nIPC','OL')]\n", " \n", ")" ] }, { "cell_type": "markdown", "id": "89585225-a03c-4d6d-9cea-75134c19e695", "metadata": {}, "source": [ "**Function**: `ov.pl.embedding_density`: \n", "- adata: the datasets of scRNA-seq\n", "- groupby: Specify the celltype to be optimised, which should be for one of the columns in adata.obs, noting that it should have the colour first, and that we can use ov.pl.embedding to colour the cell types. If there is no colour then colour blind optimisation colour will be used.\n", "- color: The size of the variable to be plotted, which can be a gene, stored in adata.var, or a cell value, stored in adata.obs.\n", "- bar_kwargs: We provide the parameters of the barplot for input, see the matplotlib documentation for more [details](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.bar.html)\n", "- scatter_kwargs: We also provide the parameters of the scatter for input, see the matplotlib documentation for more [details](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.scatter.html)\n", "\n", "**Function**: `ov.pl.add_palue`: \n", "- ax: the axes of bardotplot\n", "- line_x1: The left side of the p-value line to be plotted\n", "- line_x2: The right side of the p-value line to be plotted|\n", "- line_y: The height of the p-value line to be plotted\n", "- text_y: How much above the p-value line is plotted text\n", "- text: the text of p-value, you can set `***` to instead `p<0.001`\n", "- fontsize: the fontsize of text\n", "- fontcolor: the color of text\n", "- horizontalalignment: the location of text" ] }, { "cell_type": "code", "execution_count": 21, "id": "f5bb4ca5-8c6e-4e12-b8c5-35b58561c208", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 281, "width": 449 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6,2))\n", "ov.pl.bardotplot(adata,groupby='clusters',color='Sox_aucell',figsize=(6,2),\n", " ax=ax,\n", " ylabel='Expression',\n", " bar_kwargs={'alpha':0.5,'linewidth':2,'width':0.6,'capsize':4},\n", " scatter_kwargs={'alpha':0.8,'s':10,'marker':'o'})\n", "\n", "ov.pl.add_palue(ax,line_x1=3,line_x2=4,line_y=0.1,\n", " text_y=0.02,\n", " text='$p={}$'.format(round(0.001,3)),\n", " fontsize=11,fontcolor='#000000',\n", " horizontalalignment='center',)\n", "\n", "ov.pl.add_palue(\n", " ax,\n", " line_x1=10,#OL\n", " line_x2=11,#OPC\n", " line_y=0.2,#Expression\n", " text_y=0.02,\n", " text='$p={}$'.format(round(0.005,3)),\n", " fontsize=11,fontcolor='#000000',\n", " horizontalalignment='center',\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "id": "c8031553-ae3a-4231-b85c-6d7fb21dc5bc", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 299, "width": 436 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6,2))\n", "ov.pl.bardotplot(adata,groupby='clusters',color='Sox17',figsize=(6,2),\n", " ax=ax,\n", " ylabel='Expression',xlabel='Cell Type',\n", " bar_kwargs={'alpha':0.5,'linewidth':2,'width':0.6,'capsize':4},\n", " scatter_kwargs={'alpha':0.8,'s':10,'marker':'o'})\n", "\n", "ov.pl.add_palue(ax,line_x1=3,line_x2=4,line_y=2,\n", " text_y=0.2,\n", " text='$p={}$'.format(round(0.001,3)),\n", " fontsize=11,fontcolor='#000000',\n", " horizontalalignment='center',)" ] }, { "cell_type": "markdown", "id": "bfd96d70-7ceb-4f97-9778-91b5116ba133", "metadata": {}, "source": [ "## Boxplot with jitter points \n", "A box plot, also known as a box-and-whisker plot, is a graphical representation used to display the distribution and summary statistics of a dataset. It provides a concise and visual way to understand the central tendency, spread, and potential outliers in the data." ] }, { "cell_type": "markdown", "id": "f9b86720-9cdb-4509-9546-a10c38cd7c00", "metadata": {}, "source": [ "**Function**: `ov.pl.single_group_boxplot`: \n", " \n", "- adata (AnnData object): The data object containing the information for plotting. \n", "- groupby (str): The variable used for grouping the data\n", "- color (str): The variable used for coloring the data points.\n", "- type_color_dict (dict): A dictionary mapping group categories to specific colors. \n", "- scatter_kwargs (dict): Additional keyword arguments for customizing the scatter plot. \n", "- ax (matplotlib.axes.Axes): A pre-existing axes object for plotting (optional). (optional).(optional).\n", " " ] }, { "cell_type": "code", "execution_count": 23, "id": "f40a5c5c-41cd-4945-8ec3-4eee30a685c0", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]),\n", " [Text(0, 0, 'Astrocytes'),\n", " Text(1, 0, 'Cajal Retzius'),\n", " Text(2, 0, 'Cck-Tox'),\n", " Text(3, 0, 'Endothelial'),\n", " Text(4, 0, 'GABA'),\n", " Text(5, 0, 'Granule immature'),\n", " Text(6, 0, 'Granule mature'),\n", " Text(7, 0, 'Microglia'),\n", " Text(8, 0, 'Mossy'),\n", " Text(9, 0, 'Neuroblast'),\n", " Text(10, 0, 'OL'),\n", " Text(11, 0, 'OPC'),\n", " Text(12, 0, 'Radial Glia-like'),\n", " Text(13, 0, 'nIPC')])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 281, "width": 386 } }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "#sns.set_style('white')\n", "\n", "ov.pl.single_group_boxplot(adata,groupby='clusters',\n", " color='Sox_aucell',\n", " type_color_dict=dict(zip(pd.Categorical(adata.obs['clusters']).categories, adata.uns['clusters_colors'])),\n", " x_ticks_plot=True,\n", " figsize=(5,2),\n", " kruskal_test=True,\n", " ylabel='Sox_aucell',\n", " legend_plot=False,\n", " bbox_to_anchor=(1,1),\n", " title='Expression',\n", " scatter_kwargs={'alpha':0.8,'s':10,'marker':'o'},\n", " point_number=15,\n", " sort=False,\n", " save=False,\n", " )\n", "plt.grid(False)\n", "plt.xticks(rotation=90,fontsize=12)" ] }, { "cell_type": "markdown", "id": "eb3f37a1-a4e0-4dc9-9ced-5c71f0745df7", "metadata": {}, "source": [ "## Dotplot\n", "\n", "A complex heatmap, also known as a clustered heatmap, is a data visualization technique used to represent complex relationships and patterns in multivariate data. It combines several elements, including clustering, color mapping, and hierarchical organization, to provide a comprehensive view of data across multiple dimensions. " ] }, { "cell_type": "code", "execution_count": 24, "id": "d083ed52-7204-4ede-99f5-223e72fd48d7", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 502, "width": 547 } }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "marker_genes_dict = {\n", " 'Sox':['Sox4', 'Sox7', 'Sox18', 'Sox5'],\n", "}\n", "ov.pl.dotplot(\n", " adata,marker_genes_dict,\n", " groupby='clusters'\n", ")\n" ] }, { "cell_type": "markdown", "id": "8b73f98f-8e7a-4bbe-9f1d-a95c2cdb1c40", "metadata": {}, "source": [ "## Marker gene plot\n", "\n", "In single-cell analysis, a marker gene heatmap is a powerful visualization tool that helps researchers to understand the expression patterns of specific marker genes across different cell populations. Here we provide `ov.pl.marker_heatmap` for visualizing the patterns of marker genes." ] }, { "cell_type": "markdown", "id": "03a3af03-b516-4056-bb1c-6385b23f33d9", "metadata": {}, "source": [ "We first preprocess the data and define the dictionary of cell type and marker gene.\n", "**Please ensure that each gene in the dictionary appears only once** (i.e. different cells cannot have the same marker gene, otherwise an error will be reported)." ] }, { "cell_type": "code", "execution_count": 25, "id": "f46c37dc-7aab-4322-852d-2f021b520a1d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Begin robust gene identification\n", "After filtration, 13264/13913 genes are kept. Among 13264 genes, 13189 genes are robust.\n", "End of robust gene identification.\n", "Begin size normalization: shiftlog and HVGs selection pearson\n", "normalizing counts per cell\n", "The following highly-expressed genes are not considered during normalization factor computation:\n", "['Hba-a1', 'Malat1', 'Ptgds', 'Hbb-bt']\n", " finished (0:00:00)\n", "extracting highly variable genes\n", "--> added\n", " 'highly_variable', boolean vector (adata.var)\n", " 'highly_variable_rank', float vector (adata.var)\n", " 'highly_variable_nbatches', int vector (adata.var)\n", " 'highly_variable_intersection', boolean vector (adata.var)\n", " 'means', float vector (adata.var)\n", " 'variances', float vector (adata.var)\n", " 'residual_variances', float vector (adata.var)\n", "Time to analyze data in cpu: 0.6747586727142334 seconds.\n", "End of size normalization: shiftlog and HVGs selection pearson\n" ] } ], "source": [ "adata=ov.pp.preprocess(adata,mode='shiftlog|pearson',n_HVGs=2000,)\n", "\n", "marker_genes_dict = {'Granule immature': ['Sepw1', 'Camk2b', 'Cnih2'],\n", " 'Radial Glia-like': ['Dbi', 'Fabp7', 'Aldoc'],\n", " 'Granule mature': ['Malat1', 'Rasl10a', 'Ppp3ca'],\n", " 'Neuroblast': ['Igfbpl1', 'Tubb2b', 'Tubb5'],\n", " 'Microglia': ['Lgmn', 'C1qa', 'C1qb'],\n", " 'Cajal Retzius': ['Diablo', 'Ramp1', 'Stmn1'],\n", " 'OPC': ['Olig1', 'C1ql1', 'Pllp'],\n", " 'Cck-Tox': ['Tshz2', 'Cck', 'Nap1l5'],\n", " 'GABA': ['Gad2', 'Gad1', 'Snhg11'],\n", " 'Endothelial': ['Sparc', 'Myl12a', 'Itm2a'],\n", " 'Astrocytes': ['Apoe', 'Atp1a2'],\n", " 'OL': ['Plp1', 'Mog', 'Mag'],\n", " 'Mossy': ['Arhgdig', 'Camk4'],\n", " 'nIPC': ['Hmgn2', 'Ptma', 'H2afz']}" ] }, { "cell_type": "code", "execution_count": 27, "id": "a668056e-95a0-4f6e-9abf-282cb77f6105", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 552, "width": 1507 } }, "output_type": "display_data" } ], "source": [ "ov.pl.dotplot(\n", " adata,marker_genes_dict,\n", " groupby='clusters',cmap='RdBu_r',\n", " standard_scale='var'\n", ")" ] }, { "cell_type": "markdown", "id": "d0495bf2-059e-4090-8455-4c0d49f741a0", "metadata": {}, "source": [ "## Beautiful UMAP\n", "\n", "Here, we provide a combination of the above functions as an example to guide you in drawing a more beautiful UMAP." ] }, { "cell_type": "code", "execution_count": 46, "id": "5767ff2d-a7de-43c1-a137-c182ff56fd2e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Astrocytes': '#3ba458',\n", " 'Cajal Retzius': '#404040',\n", " 'Cck-Tox': '#7a7a7a',\n", " 'Endothelial': '#fda762',\n", " 'GABA': '#6950a3',\n", " 'Granule immature': '#2575b7',\n", " 'Granule mature': '#08306b',\n", " 'Microglia': '#e1bfb0',\n", " 'Mossy': '#e5d8bd',\n", " 'Neuroblast': '#79b5d9',\n", " 'OL': '#f14432',\n", " 'OPC': '#fc8a6a',\n", " 'Radial Glia-like': '#98d594',\n", " 'nIPC': '#d0e1f2'}" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "color_dict=dict(zip(\n", " adata.obs['clusters'].cat.categories,\n", " adata.uns['clusters_colors']\n", "))\n", "color_dict" ] }, { "cell_type": "code", "execution_count": 53, "id": "15ef2763-0c12-43c2-863f-700558fda87a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 387, "width": 397 } }, "output_type": "display_data" } ], "source": [ "from matplotlib import patheffects\n", "import matplotlib.pyplot as plt\n", "\n", "# Create a figure and axis with a specified size\n", "fig, ax = plt.subplots(figsize=(6, 6))\n", "\n", "# Plot the UMAP embedding with celltype coloring\n", "ov.pl.embedding(\n", " adata,\n", " basis='X_umap',\n", " color=['clusters'],\n", " size=100,\n", " title='',\n", " show=False,\n", " legend_loc=None,\n", " add_outline=False,\n", " frameon='small',\n", " legend_fontoutline=2,\n", " ax=ax,\n", " arrow_scale = 10, \n", " arrow_width = 0.005,\n", ")\n", "\n", "# Define celltype groups and their contour properties\n", "contour_groups = [\n", " (['Granule immature','Granule mature'], '#08306b'),\n", " (['Radial Glia-like', 'Astrocytes', ], '#3ba458'),\n", " (['OL', 'OPC', ], '#fc8a6a'),\n", " (['nIPC', 'Neuroblast', ], '#79b5d9'),\n", "]\n", "\n", "# Plot contours for each group\n", "for clusters, color in contour_groups:\n", " ov.pl.contour(\n", " ax=ax,\n", " adata=adata,\n", " groupby='clusters',\n", " clusters=clusters,\n", " basis='X_umap',\n", " contour_threshold=0.1,\n", " colors=color,\n", " linestyles='dashed',\n", " linewidths=2,\n", " )\n", "\n", "ct_color=[]\n", "for ct in color_dict:\n", " ct_color.append(([ct],color_dict[ct]))\n", "\n", "all_celltypes=list(adata.obs['clusters'].unique())\n", "\n", "# Adjust embedding annotations for each group\n", "for exclude_clusters, text_color in ct_color:\n", " ov.pl.embedding_adjust(\n", " adata,\n", " groupby='clusters',\n", " exclude=set(all_celltypes)-set(exclude_clusters),\n", " basis='X_umap',\n", " ax=ax,\n", " adjust_kwargs=dict(arrowprops=dict(arrowstyle='-', color='black')),\n", " text_kwargs=dict(\n", " fontsize=14,\n", " weight='normal',\n", " color=text_color,\n", " path_effects=[patheffects.withStroke(linewidth=1, foreground='w')]\n", " )\n", " )" ] }, { "cell_type": "code", "execution_count": null, "id": "33cb62db-6942-47de-8da4-a3e253c06772", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.18" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }