diff --git a/T_cell_development/fetal_thymus_visium.ipynb b/T_cell_development/fetal_thymus_visium.ipynb new file mode 100644 index 0000000..82b699f --- /dev/null +++ b/T_cell_development/fetal_thymus_visium.ipynb @@ -0,0 +1,643 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "instructional-cotton", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import scanpy as sc\n", + "import pandas as pd\n", + "from collections import Counter\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import rcParams\n", + "from matplotlib import rc\n", + "from matplotlib import colors\n", + "import seaborn as sb\n", + "import scipy.stats\n", + "\n", + "sc.settings.set_figure_params(dpi = 160, color_map = 'RdPu', dpi_save = 300, format = 'pdf')\n", + "plt.rcParams[\"figure.figsize\"] = [6,6]" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "constitutional-transition", + "metadata": {}, + "outputs": [], + "source": [ + "fig_path = '/home/jovyan/mount/gdrive/thymic organoid/github_output/'\n", + "sc.settings.figdir = fig_path" + ] + }, + { + "cell_type": "markdown", + "id": "loose-origin", + "metadata": {}, + "source": [ + "# Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "robust-lloyd", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "genes = ['NR4A1','JUNB','ZBTB10','IRF1','KLF6','NR4A2','FOS','FOSB','REL','FOSL2','EGR2','NR4A3','BHLHE40','NFE2L2','NFKB2','RELB']" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "educated-lobby", + "metadata": {}, + "outputs": [], + "source": [ + "df_tot = None" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "level-promotion", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jovyan/my-conda-envs/skeleton/lib/python3.8/site-packages/anndata/_core/anndata.py:1830: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", + " utils.warn_names_duplicates(\"var\")\n" + ] + } + ], + "source": [ + "adata_1 = sc.read('/nfs/team205/ed6/data/Fetal_immune/spatial_analysis_outs/spaceranger130_count_36654_WSSS_F_IMMsp9838711_GRCh38-2020.imgAnnotation.h5ad')\n", + "adata_2 = sc.read('/nfs/team205/ed6/data/Fetal_immune/spatial_analysis_outs/spaceranger130_count_36811_WSSS_F_IMMsp9838716_GRCh38-2020.imgAnnotation.h5ad')\n", + "adata_3 = sc.read('/nfs/team205/ed6/data/Fetal_immune/spatial_analysis_outs/spaceranger130_count_WSSS_F_IMMsp10864183_GRCh38-2020.imgAnnotation.h5ad')" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "suited-heath", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jovyan/my-conda-envs/skeleton/lib/python3.8/site-packages/anndata/_core/anndata.py:1830: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", + " utils.warn_names_duplicates(\"var\")\n" + ] + } + ], + "source": [ + "# repeat for all 3 slides i.e. going from adata_1 to adata_3\n", + "dataset = 'slide 3'\n", + "adata = adata_3.copy()\n", + "adata.var_names_make_unique()\n", + "adata = adata[adata.obs['img_annotation'].isin(['cortex','medulla'])]" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "id": "official-virus", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: saving figure to file /home/jovyan/mount/gdrive/thymic organoid/github_output/violinslide 3.pdf\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sc.pl.violin(adata, keys = genes+['CD27','RAG1','RAG2'], groupby='img_annotation', save = dataset+'.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "id": "western-assignment", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df = pd.DataFrame(index=genes+['CD27','RAG1','RAG2'], columns = ['mean_cortex_'+dataset,'mean_medulla_'+dataset,'medulla_high_'+dataset, 'ransums_pval_'+dataset])\n", + "for gene in df.index: \n", + " x = adata[adata.obs['img_annotation']=='cortex',gene].X\n", + " y = adata[adata.obs['img_annotation']=='medulla',gene].X\n", + " \n", + " df.loc[gene,'mean_cortex_'+dataset] = np.mean(x)\n", + " df.loc[gene,'mean_medulla_'+dataset] = np.mean(y)\n", + " if np.mean(y) > np.mean(x): \n", + " df.loc[gene,'medulla_high_'+dataset] = True\n", + " else: \n", + " df.loc[gene,'medulla_high_'+dataset] = False\n", + " \n", + " # perform wilcoxon ranksum test\n", + " df.loc[gene,'ransums_pval_'+dataset] = scipy.stats.ranksums(np.array(x.todense()).flatten(),np.array(y.todense()).flatten())[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "gothic-helen", + "metadata": {}, + "outputs": [], + "source": [ + "df_tot = pd.concat([df_tot, df],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "gothic-activation", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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mean_cortex_slide 1mean_medulla_slide 1medulla_high_slide 1ransums_pval_slide 1mean_cortex_slide 2mean_medulla_slide 2medulla_high_slide 2ransums_pval_slide 2mean_cortex_slide 3mean_medulla_slide 3medulla_high_slide 3ransums_pval_slide 3
NR4A10.2464070.581301True1.5407e-050.6946492.71549True9.30595e-520.231591.09756True1.53236e-22
JUNB0.4106780.865854True1.73889e-100.8948342.04789True1.21525e-300.4279621.18467True2.16789e-18
ZBTB100.3018480.373984True0.2750820.3459410.6True4.42373e-060.2838850.369338True0.137373
IRF10.6529771.0935True1.8153e-071.163283.44507True8.5762e-660.6435431.4878True1.22287e-17
KLF60.611910.904472True0.0005266981.04521.73521True3.93896e-160.7758811.34843True1.5145e-08
NR4A20.05133470.0955285True0.3779670.07656830.346479True8.9953e-100.0224120.10453True0.0904533
FOS0.2340860.481707True0.002470010.4677120.946479True7.8498e-110.2102450.334495True0.0267725
FOSB0.0266940.0345528True0.8734630.02675280.0338028True0.882950.007470650.010453True0.938994
REL0.08829570.132114True0.3071930.08118080.216901True0.0003906310.08858060.222997True0.00566457
FOSL20.1560580.313008True0.001313370.3210330.850704True8.56515e-180.1013870.320557True2.21136e-05
EGR20.06570840.109756True0.2782260.09225090.315493True2.68673e-060.04695840.146341True0.0544805
NR4A30.0636550.160569True0.02805280.1134690.540845True8.62505e-160.04589110.33101True5.75235e-07
BHLHE400.3162220.715447True2.75224e-070.8044282.4169True1.03378e-420.2806831.33798True3.63462e-29
NFE2L20.5195070.849593True1.3874e-050.8431731.62817True1.34734e-190.5197441.12892True2.66684e-14
NFKB20.2464070.784553True9.83363e-110.6466792.34366True2.41373e-540.2294561.09756True3.18165e-23
RELB0.2135520.432927True0.001386520.3662361.26479True1.97585e-330.2155820.912892True2.05193e-18
CD270.3429161.00203True2.33693e-160.6891143.93239True4.58677e-970.3233722.28223True9.77763e-36
RAG16.544154.48577False3.40165e-129.701114.23662False8.42699e-617.541094.0453False1.14823e-29
RAG20.9548250.565041False1.35174e-071.200180.459155False1.26941e-281.070440.41115False1.84387e-17
\n", + "
" + ], + "text/plain": [ + " mean_cortex_slide 1 mean_medulla_slide 1 medulla_high_slide 1 \\\n", + "NR4A1 0.246407 0.581301 True \n", + "JUNB 0.410678 0.865854 True \n", + "ZBTB10 0.301848 0.373984 True \n", + "IRF1 0.652977 1.0935 True \n", + "KLF6 0.61191 0.904472 True \n", + "NR4A2 0.0513347 0.0955285 True \n", + "FOS 0.234086 0.481707 True \n", + "FOSB 0.026694 0.0345528 True \n", + "REL 0.0882957 0.132114 True \n", + "FOSL2 0.156058 0.313008 True \n", + "EGR2 0.0657084 0.109756 True \n", + "NR4A3 0.063655 0.160569 True \n", + "BHLHE40 0.316222 0.715447 True \n", + "NFE2L2 0.519507 0.849593 True \n", + "NFKB2 0.246407 0.784553 True \n", + "RELB 0.213552 0.432927 True \n", + "CD27 0.342916 1.00203 True \n", + "RAG1 6.54415 4.48577 False \n", + "RAG2 0.954825 0.565041 False \n", + "\n", + " ransums_pval_slide 1 mean_cortex_slide 2 mean_medulla_slide 2 \\\n", + "NR4A1 1.5407e-05 0.694649 2.71549 \n", + "JUNB 1.73889e-10 0.894834 2.04789 \n", + "ZBTB10 0.275082 0.345941 0.6 \n", + "IRF1 1.8153e-07 1.16328 3.44507 \n", + "KLF6 0.000526698 1.0452 1.73521 \n", + "NR4A2 0.377967 0.0765683 0.346479 \n", + "FOS 0.00247001 0.467712 0.946479 \n", + "FOSB 0.873463 0.0267528 0.0338028 \n", + "REL 0.307193 0.0811808 0.216901 \n", + "FOSL2 0.00131337 0.321033 0.850704 \n", + "EGR2 0.278226 0.0922509 0.315493 \n", + "NR4A3 0.0280528 0.113469 0.540845 \n", + "BHLHE40 2.75224e-07 0.804428 2.4169 \n", + "NFE2L2 1.3874e-05 0.843173 1.62817 \n", + "NFKB2 9.83363e-11 0.646679 2.34366 \n", + "RELB 0.00138652 0.366236 1.26479 \n", + "CD27 2.33693e-16 0.689114 3.93239 \n", + "RAG1 3.40165e-12 9.70111 4.23662 \n", + "RAG2 1.35174e-07 1.20018 0.459155 \n", + "\n", + " medulla_high_slide 2 ransums_pval_slide 2 mean_cortex_slide 3 \\\n", + "NR4A1 True 9.30595e-52 0.23159 \n", + "JUNB True 1.21525e-30 0.427962 \n", + "ZBTB10 True 4.42373e-06 0.283885 \n", + "IRF1 True 8.5762e-66 0.643543 \n", + "KLF6 True 3.93896e-16 0.775881 \n", + "NR4A2 True 8.9953e-10 0.022412 \n", + "FOS True 7.8498e-11 0.210245 \n", + "FOSB True 0.88295 0.00747065 \n", + "REL True 0.000390631 0.0885806 \n", + "FOSL2 True 8.56515e-18 0.101387 \n", + "EGR2 True 2.68673e-06 0.0469584 \n", + "NR4A3 True 8.62505e-16 0.0458911 \n", + "BHLHE40 True 1.03378e-42 0.280683 \n", + "NFE2L2 True 1.34734e-19 0.519744 \n", + "NFKB2 True 2.41373e-54 0.229456 \n", + "RELB True 1.97585e-33 0.215582 \n", + "CD27 True 4.58677e-97 0.323372 \n", + "RAG1 False 8.42699e-61 7.54109 \n", + "RAG2 False 1.26941e-28 1.07044 \n", + "\n", + " mean_medulla_slide 3 medulla_high_slide 3 ransums_pval_slide 3 \n", + "NR4A1 1.09756 True 1.53236e-22 \n", + "JUNB 1.18467 True 2.16789e-18 \n", + "ZBTB10 0.369338 True 0.137373 \n", + "IRF1 1.4878 True 1.22287e-17 \n", + "KLF6 1.34843 True 1.5145e-08 \n", + "NR4A2 0.10453 True 0.0904533 \n", + "FOS 0.334495 True 0.0267725 \n", + "FOSB 0.010453 True 0.938994 \n", + "REL 0.222997 True 0.00566457 \n", + "FOSL2 0.320557 True 2.21136e-05 \n", + "EGR2 0.146341 True 0.0544805 \n", + "NR4A3 0.33101 True 5.75235e-07 \n", + "BHLHE40 1.33798 True 3.63462e-29 \n", + "NFE2L2 1.12892 True 2.66684e-14 \n", + "NFKB2 1.09756 True 3.18165e-23 \n", + "RELB 0.912892 True 2.05193e-18 \n", + "CD27 2.28223 True 9.77763e-36 \n", + "RAG1 4.0453 False 1.14823e-29 \n", + "RAG2 0.41115 False 1.84387e-17 " + ] + }, + "execution_count": 140, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_tot" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "broadband-shade", + "metadata": {}, + "outputs": [], + "source": [ + "df_tot.to_csv(fig_path+'fetal_thymus_Visium.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "express-challenge", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "skeleton", + "language": "python", + "name": "skeleton" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}