{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 6_ctx_cc_intracellular_extracellular_compare" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "import anndata as ad\n", "import numpy as np\n", "import warnings\n", "import seaborn as sns\n", "import matplotlib.colors as clr\n", "color_self = clr.LinearSegmentedColormap.from_list('pink_green', ['#3AB370',\"#EAE7CC\",\"#FD1593\"], N=256)\n", "\n", "import matplotlib as mpl\n", "mpl.rcParams['pdf.fonttype'] = 42\n", "mpl.rcParams['ps.fonttype'] = 42\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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brain_section_labelxyzx_ccfy_ccfz_ccfregioncell_type
cell_label
198904341065180396762707397604803217407Zhuang-ABCA-3.02349.20685344.87763412.1681554.9206854.4877631.216815SSs133 Vascular
252199681526991424029643077826220097990Zhuang-ABCA-3.02348.97399244.81376112.1790064.8973994.4813761.217901SSs133 Vascular
277720971126854564514249564750701518375Zhuang-ABCA-3.02348.79106644.57772212.1927074.8791074.4577721.219271SSs133 Vascular
31551867344111790264292067056219852271Zhuang-ABCA-3.02348.83048944.42612012.1950784.8830494.4426121.219508SSs133 Vascular
131102494428104399865219008178262036485Zhuang-ABCA-3.02348.30884343.02815612.2678794.8308844.3028161.226788SSs134 Immune
..............................
318102106429791409781741726367984532777Zhuang-ABCA-3.009131.09071669.33427541.43674313.1090726.9334274.143674MDRNd30 Astro-Epen
35262847161560382172299767067854387528Zhuang-ABCA-3.009131.21603269.49407041.35103413.1216036.9494074.135103MDRNd33 Vascular
75415866509570969932943497000463821106Zhuang-ABCA-3.009131.41515270.76450440.80040313.1415157.0764504.080040sctd24 MY Glut
12350978322417280063239916106423065862Zhuang-ABCA-3.009131.64616771.18255740.59599513.1646177.1182564.059599sctd24 MY Glut
327554758863546024460748891922509519354Zhuang-ABCA-3.009131.65889271.41467540.50135613.1658897.1414684.050136sctd24 MY Glut
\n", "

1566842 rows × 9 columns

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" ], "text/plain": [ " brain_section_label x \\\n", "cell_label \n", "198904341065180396762707397604803217407 Zhuang-ABCA-3.023 49.206853 \n", "252199681526991424029643077826220097990 Zhuang-ABCA-3.023 48.973992 \n", "277720971126854564514249564750701518375 Zhuang-ABCA-3.023 48.791066 \n", "31551867344111790264292067056219852271 Zhuang-ABCA-3.023 48.830489 \n", "131102494428104399865219008178262036485 Zhuang-ABCA-3.023 48.308843 \n", "... ... ... \n", "318102106429791409781741726367984532777 Zhuang-ABCA-3.009 131.090716 \n", "35262847161560382172299767067854387528 Zhuang-ABCA-3.009 131.216032 \n", "75415866509570969932943497000463821106 Zhuang-ABCA-3.009 131.415152 \n", "12350978322417280063239916106423065862 Zhuang-ABCA-3.009 131.646167 \n", "327554758863546024460748891922509519354 Zhuang-ABCA-3.009 131.658892 \n", "\n", " y z x_ccf \\\n", "cell_label \n", "198904341065180396762707397604803217407 44.877634 12.168155 4.920685 \n", "252199681526991424029643077826220097990 44.813761 12.179006 4.897399 \n", "277720971126854564514249564750701518375 44.577722 12.192707 4.879107 \n", "31551867344111790264292067056219852271 44.426120 12.195078 4.883049 \n", "131102494428104399865219008178262036485 43.028156 12.267879 4.830884 \n", "... ... ... ... \n", "318102106429791409781741726367984532777 69.334275 41.436743 13.109072 \n", "35262847161560382172299767067854387528 69.494070 41.351034 13.121603 \n", "75415866509570969932943497000463821106 70.764504 40.800403 13.141515 \n", "12350978322417280063239916106423065862 71.182557 40.595995 13.164617 \n", "327554758863546024460748891922509519354 71.414675 40.501356 13.165889 \n", "\n", " y_ccf z_ccf region \\\n", "cell_label \n", "198904341065180396762707397604803217407 4.487763 1.216815 SSs1 \n", "252199681526991424029643077826220097990 4.481376 1.217901 SSs1 \n", "277720971126854564514249564750701518375 4.457772 1.219271 SSs1 \n", "31551867344111790264292067056219852271 4.442612 1.219508 SSs1 \n", "131102494428104399865219008178262036485 4.302816 1.226788 SSs1 \n", "... ... ... ... \n", "318102106429791409781741726367984532777 6.933427 4.143674 MDRNd \n", "35262847161560382172299767067854387528 6.949407 4.135103 MDRNd \n", "75415866509570969932943497000463821106 7.076450 4.080040 sctd \n", "12350978322417280063239916106423065862 7.118256 4.059599 sctd \n", "327554758863546024460748891922509519354 7.141468 4.050136 sctd \n", "\n", " cell_type \n", "cell_label \n", "198904341065180396762707397604803217407 33 Vascular \n", "252199681526991424029643077826220097990 33 Vascular \n", "277720971126854564514249564750701518375 33 Vascular \n", "31551867344111790264292067056219852271 33 Vascular \n", "131102494428104399865219008178262036485 34 Immune \n", "... ... \n", "318102106429791409781741726367984532777 30 Astro-Epen \n", "35262847161560382172299767067854387528 33 Vascular \n", "75415866509570969932943497000463821106 24 MY Glut \n", "12350978322417280063239916106423065862 24 MY Glut \n", "327554758863546024460748891922509519354 24 MY Glut \n", "\n", "[1566842 rows x 9 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_in = sc.read_h5ad('/mnt/Data16Tc/home/haichao/code/SpaCon/Data/N_20231213_zxw/mouse_3/adata_processed.h5ad')\n", "allen_region = pd.read_csv('/mnt/Data16Tc/home/haichao/code/SpaCon/Data/N_20231213_zxw/mouse_3/allen_region.csv')\n", "adata_in.obs['region'] = allen_region['region'].values\n", "meta = pd.read_csv('/mnt/Data16Tc/home/haichao/code/SpaCon/Data/N_20231213_zxw/mouse_3/cell_metadata_with_cluster_annotation.csv')\n", "meta = meta.set_index('cell_label')\n", "meta = meta.loc[adata_in.obs.index.to_list()]\n", "adata_in.obs['cell_type'] = meta['class'].to_list()\n", "\n", "adata_out = sc.read_h5ad('/mnt/Data18Td/Data/haichao/merfish_raw_data_zxw3/out_cell_adata/adata_out_cell_distance_q0.3/after_qc/out_cell_adata_qc.h5ad')\n", "# adata_out = sc.read_h5ad('/mnt/Data18Td/Data/haichao/merfish_raw_data_zxw3/out_cell_adata/adata_out_cell_distance_q0.3/after_qc/Zhuang-ABCA-3.001.h5ad')\n", "adata_out.obs['region'] = adata_in.obs.loc[adata_out.obs_names]['region'].values\n", "adata_in.obs" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "sc.pp.normalize_total(adata_in, target_sum=1e4)\n", "sc.pp.log1p(adata_in)\n", "sc.pp.normalize_total(adata_out, target_sum=1e4)\n", "sc.pp.log1p(adata_out)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['33 Vascular', '34 Immune', '31 OPC-Oligo', '30 Astro-Epen',\n", " 'GABA', 'Glut', '21 MB Dopa', '22 MB-HB Sero'], dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_in.obs['ct'] = adata_in.obs['cell_type']\n", "adata_in.obs.loc[adata_in.obs['cell_type'].str.contains('Glut'), 'ct'] = 'Glut'\n", "adata_in.obs.loc[adata_in.obs['cell_type'].str.contains('GABA'), 'ct'] = 'GABA'\n", "adata_in = adata_in[adata_in.obs['ct'] != '32 OEC']\n", "adata_in.obs['ct'].unique()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "ctx_43_regions = ['FRP', 'MOp', 'MOs', 'SSp-n', 'SSp-bfd', 'SSp-ll', 'SSp-m', 'SSp-ul', 'SSp-tr', 'SSp-un', 'SSs', 'GU', 'VISC', 'AUDd', 'AUDp', 'AUDpo', 'AUDv', 'VISal', 'VISam', 'VISl', 'VISp', 'VISpl', 'VISpm', 'VISli', 'VISpor', 'ACAd', 'ACAv', 'PL', 'ILA', 'ORBl', 'ORBm', 'ORBvl', 'AId', 'AIp', 'AIv', 'RSPagl', 'RSPd', 'RSPv', 'VISa', 'VISrl', 'TEa', 'PERI', 'ECT']\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "View of AnnData object with n_obs × n_vars = 15599 × 1122\n", " obs: 'brain_section_label', 'x', 'y', 'z', 'x_ccf', 'y_ccf', 'z_ccf', 'region', 'cell_type', 'ct'\n", " uns: 'log1p'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_cc_in = adata_in[(adata_in.obs['region'].str.startswith('cc')) & (~adata_in.obs['cell_type'].str.contains('GABA|Glut'))]\n", "adata_cc_in" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "View of AnnData object with n_obs × n_vars = 148119 × 1122\n", " obs: 'brain_section_label', 'x', 'y', 'z', 'x_ccf', 'y_ccf', 'z_ccf', 'region', 'cell_type', 'ct'\n", " uns: 'log1p'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_ctx = adata_in[adata_in.obs['region'].str.startswith(tuple(ctx_43_regions))]\n", "adata_ctx = adata_ctx[adata_ctx.obs['cell_type'].str.contains('Glut')]\n", "adata_ctx" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "View of AnnData object with n_obs × n_vars = 14435 × 1147\n", " obs: 'totalRNA', 'brain_section_label', 'x', 'y', 'z', 'n_genes_by_counts', 'total_counts', 'region'\n", " uns: 'log1p'\n", " obsm: 'spatial'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_cc_out = adata_out[adata_out.obs['region'].str.startswith('cc')]\n", "adata_cc_out" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "common_cells = adata_cc_in.obs_names.intersection(adata_cc_out.obs_names)\n", "adata_cc_in = adata_cc_in[common_cells]\n", "adata_cc_out = adata_cc_out[common_cells]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "31 OPC-Oligo 9402\n", "30 Astro-Epen 2340\n", "33 Vascular 894\n", "34 Immune 526\n", "Name: cell_type, dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_cc_in.obs['cell_type'].value_counts()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "adata_cc_in.obsm['spatial'] = adata_cc_in.obs[['x', 'y']].values\n", "adata_cc_out.obsm['spatial'] = adata_cc_out.obs[['x', 'y']].values\n", "adata_in.obsm['spatial'] = adata_in.obs[['x', 'y']].values" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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brain_section_labelxyzregionDEG
207252950882079766503645227815929952400Zhuang-ABCA-3.02350.59798441.39347312.239274SSs2/3ctx_glut_in
311894855078226645952213910865897976013Zhuang-ABCA-3.02350.42095041.27152512.251970SSs1ctx_glut_in
125208524519663791324346814779771999476Zhuang-ABCA-3.02350.95918343.27630712.158869SSs2/3ctx_glut_in
12594778395225515056477813574460470379Zhuang-ABCA-3.02349.83611242.20968512.238386SSs1ctx_glut_in
148621603142722639702356861951538418099Zhuang-ABCA-3.02351.02344042.72253612.174236SSs2/3ctx_glut_in
.....................
79089257071572594359780469736093814949Zhuang-ABCA-3.00974.95163913.60402438.481071ccscc_out
92146094126984864052663841225116312773Zhuang-ABCA-3.00975.15432614.10846838.486841ccscc_out
93045082915409019668907757310610222929Zhuang-ABCA-3.00973.22026813.59829938.481447ccscc_out
95615023825791199971975610754292794950Zhuang-ABCA-3.00974.12722613.86638138.486890ccscc_out
204077232911649662213478306036479568155Zhuang-ABCA-3.00975.36405413.71845438.480330ccscc_out
\n", "

174443 rows × 6 columns

\n", "
" ], "text/plain": [ " brain_section_label x \\\n", "207252950882079766503645227815929952400 Zhuang-ABCA-3.023 50.597984 \n", "311894855078226645952213910865897976013 Zhuang-ABCA-3.023 50.420950 \n", "125208524519663791324346814779771999476 Zhuang-ABCA-3.023 50.959183 \n", "12594778395225515056477813574460470379 Zhuang-ABCA-3.023 49.836112 \n", "148621603142722639702356861951538418099 Zhuang-ABCA-3.023 51.023440 \n", "... ... ... \n", "79089257071572594359780469736093814949 Zhuang-ABCA-3.009 74.951639 \n", "92146094126984864052663841225116312773 Zhuang-ABCA-3.009 75.154326 \n", "93045082915409019668907757310610222929 Zhuang-ABCA-3.009 73.220268 \n", "95615023825791199971975610754292794950 Zhuang-ABCA-3.009 74.127226 \n", "204077232911649662213478306036479568155 Zhuang-ABCA-3.009 75.364054 \n", "\n", " y z region \\\n", "207252950882079766503645227815929952400 41.393473 12.239274 SSs2/3 \n", "311894855078226645952213910865897976013 41.271525 12.251970 SSs1 \n", "125208524519663791324346814779771999476 43.276307 12.158869 SSs2/3 \n", "12594778395225515056477813574460470379 42.209685 12.238386 SSs1 \n", "148621603142722639702356861951538418099 42.722536 12.174236 SSs2/3 \n", "... ... ... ... \n", "79089257071572594359780469736093814949 13.604024 38.481071 ccs \n", "92146094126984864052663841225116312773 14.108468 38.486841 ccs \n", "93045082915409019668907757310610222929 13.598299 38.481447 ccs \n", "95615023825791199971975610754292794950 13.866381 38.486890 ccs \n", "204077232911649662213478306036479568155 13.718454 38.480330 ccs \n", "\n", " DEG \n", "207252950882079766503645227815929952400 ctx_glut_in \n", "311894855078226645952213910865897976013 ctx_glut_in \n", "125208524519663791324346814779771999476 ctx_glut_in \n", "12594778395225515056477813574460470379 ctx_glut_in \n", "148621603142722639702356861951538418099 ctx_glut_in \n", "... ... \n", "79089257071572594359780469736093814949 cc_out \n", "92146094126984864052663841225116312773 cc_out \n", "93045082915409019668907757310610222929 cc_out \n", "95615023825791199971975610754292794950 cc_out \n", "204077232911649662213478306036479568155 cc_out \n", "\n", "[174443 rows x 6 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_ctx.obs['DEG'] = 'ctx_glut_in'\n", "adata_cc_out.obs['DEG'] = 'cc_out'\n", "adata_cc_in.obs['DEG'] = 'cc_in'\n", "adata_ctx_cc = ad.concat([adata_ctx, adata_cc_in, adata_cc_out])\n", "adata_ctx_cc.obs" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "B中与A更相似的基因: 26\n", "['Slc17a7', 'Ppp1r1b', 'Stac2', 'Syt17', 'Ccnd2', 'Hs3st4', 'Sv2b', 'Fgf13', 'Caln1', 'Kcnh3', 'Neurod2', 'Pde1a', 'Nxph3', 'Vgf', 'Scn4b', 'Kcnj4', 'Bcl11b', 'Oprm1', 'Gpr88', 'Hrh3', 'Egr3', 'Doc2b', '4930452B06Rik', 'Ankrd63', 'Actn2', 'Cckar']\n" ] } ], "source": [ "sc.tl.rank_genes_groups(adata_ctx_cc, 'DEG', groups=['ctx_glut_in'], reference='cc_in', method='wilcoxon')\n", "a_vs_c = sc.get.rank_genes_groups_df(adata_ctx_cc, group='ctx_glut_in')\n", "\n", "sc.tl.rank_genes_groups(adata_ctx_cc, 'DEG', groups=['cc_out'], reference='cc_in', method='wilcoxon')\n", "b_vs_c = sc.get.rank_genes_groups_df(adata_ctx_cc, group='cc_out')\n", "\n", "# Find out the gene of expressing closer to A in B\n", "similar_genes = []\n", "for gene in b_vs_c['names']:\n", " if gene in a_vs_c['names'].values:\n", " a_logfc = a_vs_c[a_vs_c['names'] == gene]['logfoldchanges'].values[0]\n", " b_logfc = b_vs_c[b_vs_c['names'] == gene]['logfoldchanges'].values[0]\n", " # if np.sign(a_logfc) == np.sign(b_logfc) and abs(a_logfc - b_logfc) < 0.4 and a_logfc>2 and b_logfc>2:\n", " if np.sign(a_logfc) == np.sign(b_logfc) and a_logfc > 2 and b_logfc > 2:\n", " similar_genes.append(gene)\n", "\n", "print(f\"similar_genes: {len(similar_genes)}\")\n", "print(similar_genes)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_volcano(df, title, highlight_genes=None):\n", " plt.figure(figsize=(10, 3))\n", " \n", " # -log10(p-value)\n", " df['log_pval'] = -np.log10(df['pvals'])\n", " \n", " # Set point color\n", " colors = np.where((df['logfoldchanges'] > 1)&(df['log_pval'] > 3), '#fa7f6f', \n", " np.where((df['logfoldchanges'] < -1)&(df['log_pval'] > 3), '#82b0d2', 'grey'))\n", " \n", " # Draw all points\n", " plt.scatter(df['logfoldchanges'], df['log_pval'], c=colors, alpha=0.8)\n", " \n", " # If you provide a list of highlighting genes, draw these genes\n", " if highlight_genes:\n", " highlight_df = df[df['names'].isin(highlight_genes)]\n", " plt.scatter(highlight_df['logfoldchanges'], highlight_df['log_pval'], color='red')\n", " \n", " # Add tags to highlight points\n", " for _, row in highlight_df.iterrows():\n", " plt.annotate(row['names'], (row['logfoldchanges'], row['log_pval']))\n", " \n", " plt.xlabel('Log2 Fold Change')\n", " plt.ylabel('-Log10(p-value)')\n", " # plt.title(title)\n", " \n", " # Add threshold line\n", " plt.axhline(y=-np.log10(0.005), color='black', linestyle='--')\n", " plt.axvline(x=1, color='black', linestyle='--')\n", " plt.axvline(x=-1, color='black', linestyle='--')\n", " \n", " # plt.show()\n", " plt.tight_layout()\n", " # plt.savefig('./in_out_compare/cc_in_out_deg.pdf', format='pdf')\n", "\n", "# Use function\n", "plot_volcano(b_vs_c, 'B vs C Differential Expression', highlight_genes=None)\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Gene labels are not shown when more than 50 genes are visualized. To show gene labels set `show_gene_labels=True`\n" ] }, { "data": { "text/plain": [ "{'heatmap_ax': , 'groupby_ax': }" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# adata_ctx = adata_in[adata_in.obs['region'].str.startswith(tuple(ctx_43_regions))]\n", "adata_ctx = adata_in[(adata_in.obs['region'].str.startswith('cc')) | (adata_in.obs['region'].str.startswith(tuple(ctx_43_regions)))]\n", "# plt.figure(figsize=(10,6))\n", "sc.pl.heatmap(adata_ctx, b_vs_c[(b_vs_c['logfoldchanges'] >1)&(b_vs_c['log_pval'] > 3)]['names'].tolist(),'ct',var_group_rotation=True, figsize=(12, 8), show=False)\n", "# plt.savefig('./in_out_compare/down_gene_heatmap.png', dpi=500, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.heatmap(adata_ctx, ['Kit','Erbb4', 'Parm1', 'Sulf2', 'Sox2', 'Zfp536', 'Dscaml1'],'ct',var_group_rotation=True, show=False)\n", "plt.tight_layout()\n", "# plt.savefig('./in_out_compare/gaba_oligo_maker.png', dpi=500, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gene_exp = adata_ctx[:, b_vs_c[(b_vs_c['logfoldchanges'] <-1)&(b_vs_c['log_pval'] > 3)]['names'].tolist()].to_df()\n", "gene_exp['celltype'] = adata_ctx.obs['ct']\n", "gene_mean = gene_exp.groupby('celltype').mean()\n", "df_long = gene_mean.reset_index().melt(id_vars='celltype', var_name='Gene', value_name='Expression')\n", "plt.figure(figsize=(5, 7))\n", "sns.barplot(x='celltype', y='Expression', data=df_long)\n", "# sns.swarmplot(x='celltype', y='Expression', data=df_long)\n", "# plt.xlabel('Row Index')\n", "# plt.ylabel('Expression Level')\n", "# plt.title('Violin Plots for Each Row')\n", "plt.xticks(rotation=45)\n", "# plt.show()\n", "plt.tight_layout()\n", "# plt.legend()\n", "# plt.savefig('./in_out_compare/cc_in_out_deg_down_gene_in_ctx.pdf', format='pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### gene exp plot" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gene = ['Slc17a7', 'Fgf13', 'Calb1']\n", "df = pd.DataFrame(index=['in_cc', 'out'], columns=gene, dtype=float)\n", "for g in gene:\n", " # in_cell_ctx = adata_ctx[:, g].X.mean()\n", " in_cell_cc = adata_cc_in[:, g].X.mean()\n", " out_cell = adata_cc_out[:, g].X.mean()\n", " all = in_cell_cc + out_cell\n", " df.loc['in_cc', g] = in_cell_cc / all\n", " # df.loc['in_ctx', g] = in_cell_ctx / all\n", " df.loc['out', g] = out_cell / all\n", "\n", "# Set data\n", "categories = gene\n", "colors = ['#eab883', '#b7b7eb']\n", "data = df.values\n", "\n", "# Create a chart\n", "fig, ax = plt.subplots(figsize=(3, 6))\n", "\n", "# Draw a stack of stacks\n", "x = np.arange(len(categories))\n", "bottom = np.zeros(len(categories))\n", "width=0.6\n", "for i, row in enumerate(data):\n", " ax.bar(x, row, bottom=bottom, color=colors[i], edgecolor='white',width=width)\n", "\n", " # Add percentage tags above each part\n", " # for j in range(len(categories)):\n", " # percent = row[j] * 100 # Convert the percentage to the percentage system\n", " # ax.text(x[j], bottom[j] + row[j] / 2, f'{percent:.1f}%', \n", " # ha='center', va='center', color='black', fontsize=10, rotation=90)\n", "\n", " bottom += row\n", "\n", "# Add full -coverage ribbon\n", "for j in range(len(categories) - 1):\n", " left = x[j]+width/2\n", " right = x[j+1]-width/2\n", " left_data = data[:, j]\n", " right_data = data[:, j+1]\n", " \n", " left_cumsum = np.cumsum(left_data)\n", " right_cumsum = np.cumsum(right_data)\n", " \n", " # Add all ribbons from the bottom to the top\n", " for i in range(len(colors)):\n", " left_bottom = left_cumsum[i-1] if i > 0 else 0\n", " left_top = left_cumsum[i]\n", " right_bottom = right_cumsum[i-1] if i > 0 else 0\n", " right_top = right_cumsum[i]\n", " \n", " ax.fill([left, right, right, left],\n", " [left_bottom, right_bottom, right_top, left_top],\n", " color=colors[i], alpha=0.3)\n", "\n", "# Set chart style\n", "# ax.set_title('Full Coverage Ribbon Stacked Bar Chart')\n", "# ax.set_xlabel('Categories')\n", "ax.set_ylabel('Expression percentage')\n", "plt.xticks(x, rotation=45)\n", "ax.set_xticklabels(categories)\n", "ax.set_yticklabels([])\n", "ax.set_yticks([])\n", "\n", "# Remove the coordinate shaft border\n", "for spine in ax.spines.values():\n", " spine.set_visible(False)\n", "\n", "# Display chart\n", "plt.tight_layout()\n", "# plt.savefig('./in_out_compare/in_out_exp.pdf', format='pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ctx layer maker gene in cc" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "# adata_ctx.obs['layer'] = adata_ctx.obs['DEG'].astype(str)\n", "adata_ctx = adata_in[adata_in.obs['region'].str.startswith(tuple(ctx_43_regions))]\n", "adata_ctx = adata_ctx[adata_ctx.obs['cell_type'].str.contains('Glut')]\n", "\n", "adata_ctx = adata_ctx[:,adata_ctx_cc.var_names]\n", "adata_ctx.obs['layer'] = None\n", "adata_ctx.obs.loc[adata_ctx.obs['region'].str.contains('1'), 'layer'] = 'L1'\n", "adata_ctx.obs.loc[adata_ctx.obs['region'].str.contains('2/3'), 'layer'] = 'L2/3'\n", "adata_ctx.obs.loc[adata_ctx.obs['region'].str.contains('4'), 'layer'] = 'L4'\n", "adata_ctx.obs.loc[adata_ctx.obs['region'].str.contains('5'), 'layer'] = 'L5'\n", "adata_ctx.obs.loc[adata_ctx.obs['region'].str.contains('6'), 'layer'] = 'L6'\n", "# adata.obs.loc[adata.obs['region'].isin(['LP', 'LD']), 'layer'] = 'th'\n", "# adata.obs.loc[adata.obs['region'].str.contains('VISp'), 'layer'] = 'VISp'\n", "# adata_ctx_cc.uns['layer_colors'] = [\"#FF420E\", \"#FFBB00\", \"#4CB5F5\", \"#89DA59\", \"#878787\", \"#B037C4\", '#8C6D31']\n", "adata_ctx = adata_ctx[adata_ctx.obs['layer'] != 'L1']\n", "# adata_ctx = adata_ctx[adata_ctx.obs['layer'] is not None]" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: dendrogram data not found (using key=dendrogram_UMAP). Running `sc.tl.dendrogram` with default parameters. For fine tuning it is recommended to run `sc.tl.dendrogram` independently.\n", "WARNING: You’re trying to run this on 1111 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n", " Falling back to preprocessing with `sc.pp.pca` and default params.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.tl.rank_genes_groups(adata_ctx, 'layer', method='wilcoxon')\n", "\n", "sc.pl.rank_genes_groups_heatmap(adata_ctx, n_genes=8, show=False)\n", "plt.tight_layout()\n", "plt.savefig('./in_out_compare/ctx_maker.png', dpi=400, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "l23 = ['Calb1', 'Cux2', 'Lamp5', 'Gucy1a1', 'Syt17', 'Pdzrn3', 'Otof', 'Lhx2']\n", "l4 = ['Rorb', 'Rspo1', 'Cnih3', 'Tshz1', 'Boc', 'A830036E02Rik', 'Kcnab3', 'Pamr1']\n", "l5 = ['Sulf2', 'Fezf2', 'Tox', 'Cnih3', 'Etv1', 'Coro6', 'Hrh3', 'Fras1']\n", "l6 = ['Grik3', 'Hs3st4', 'Hs3st2', 'Syt6', 'Rprm', 'Col6a1', 'Chrna4', 'Nxph3']\n", "sc.pl.heatmap(\n", " adata_ctx, \n", " var_names=l23 + l4 + l5 + l6, \n", " groupby='layer', \n", " # cmap='plasma', \n", " swap_axes=False, \n", " # dendrogram=True \n", " show=False \n", ")\n", "# plt.savefig('./in_out_compare/ctx_maker.png', dpi=400, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "out_exp_mean = []\n", "in_exp_mean = []\n", "for g, layer in zip([l23, l4, l5, l6], ['23', '4', '5', '6']):\n", " out_exp = adata_cc_out[:, g].to_df().mean()\n", " in_exp = adata_cc_in[:, g].to_df().mean()\n", " out_p = out_exp/(in_exp + out_exp)\n", " in_p = in_exp/(in_exp + out_exp)\n", " out_exp_mean.append(out_exp.values)\n", " in_exp_mean.append(in_exp.values)\n", "\n", " categories = in_exp.index\n", " values1 = in_p.values\n", " values2 = out_p.values\n", "\n", " width = 0.6\n", " fig, ax = plt.subplots(figsize=(8,5))\n", "\n", " ax.bar(categories, values1, width, label='in', color='#6bad6b')\n", " ax.bar(categories, values2, width, bottom=values1, label='out', color='#e56f5e')\n", "\n", " ax.bar([len(categories)], [in_p.values.mean()], width=1, color='#6bad6b')\n", " ax.bar([len(categories)], [out_p.values.mean()], width=1, bottom=in_p.values.mean(), color='#e56f5e')\n", " ax.text(len(categories), in_p.values.mean()/2, f'{in_p.values.mean():.2f}', \n", " ha='center', va='center', color='black', fontweight='bold')\n", " ax.text(len(categories), out_p.values.mean()/2+in_p.values.mean(), f'{out_p.values.mean():.2f}', \n", " ha='center', va='center', color='black', fontweight='bold')\n", "\n", " ax.axhline(y=0.5, color='black', linestyle='--', linewidth=2, alpha=0.5)\n", " ax.set_ylabel('Expression Proportion')\n", " ax.set_xlabel('Gene')\n", " all_categories = list(categories) + ['average']\n", " ax.set_xticks(range(len(all_categories)))\n", " ax.set_xticklabels(all_categories, rotation=0)\n", "\n", " ax.set_title(f'Layer{layer}')\n", " ax.legend( bbox_to_anchor=(1, 1), loc='upper left')\n", " plt.show()\n", " plt.close()" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.DataFrame({\n", " 'Layer2/3': in_exp_mean[0],\n", " 'Layer4': in_exp_mean[1],\n", " 'Layer5': in_exp_mean[2],\n", " 'Layer6': in_exp_mean[3]\n", "})\n", "\n", "# Convert the data box to a long format\n", "df_long = df.melt(var_name='Group', value_name='Value')\n", "\n", "# Set graphic style and size\n", "# plt.figure(figsize=(12, 6))\n", "colors = ['#9cd2ed', '#a992c0', '#ea9994', '#f2c396']\n", "sns.barplot(x='Group', y='Value', data=df_long, palette=colors)\n", "sns.stripplot(x='Group', y='Value', data=df_long, color='black', alpha=0.5)\n", "\n", "# Set the title and label\n", "plt.title('ctx layer maker gene in cc intracellular', fontsize=16)\n", "plt.xlabel('Layer', fontsize=12)\n", "plt.ylabel('mean expression', fontsize=12)\n", "plt.ylim(0, 2.5)\n", "\n", "plt.savefig('./in_out_compare/layer_cc_in.pdf', format='pdf')" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.DataFrame({\n", " 'Layer2/3': out_exp_mean[0],\n", " 'Layer4': out_exp_mean[1],\n", " 'Layer5': out_exp_mean[2],\n", " 'Layer6': out_exp_mean[3]\n", "})\n", "\n", "# Convert the data box to a long format\n", "df_long2 = df.melt(var_name='Group', value_name='Value')\n", "\n", "# Set graphic style and size\n", "# plt.figure(figsize=(4, 6))\n", "colors = ['#9cd2ed', '#a992c0', '#ea9994', '#f2c396']\n", "sns.barplot(x='Group', y='Value', data=df_long2, palette=colors)\n", "sns.stripplot(x='Group', y='Value', data=df_long2, color='black', alpha=0.5)\n", "\n", "# Set the title and label\n", "plt.title('ctx layer maker gene in cc extracellular', fontsize=16)\n", "plt.xlabel('Layer', fontsize=12)\n", "plt.ylabel('mean expression', fontsize=12)\n", "plt.ylim(0, 2.5)\n", "\n", "plt.savefig('./in_out_compare/layer_cc_out.pdf', format='pdf')" ] } ], "metadata": { "kernelspec": { "display_name": "SpaCon_clone", "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": "3.8.8" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }