{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Train UNAGI model based on the PCLS data\n", "PCLS data can be downloaded from [link.](https://mcgill-my.sharepoint.com/:f:/g/personal/yumin_zheng_mail_mcgill_ca/Erz4fLdEyzdMrdbxopFSsUoBy_GGz_ZCYaeEU03JzNgzWA?e=WvPiWS)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "from UNAGI import UNAGI\n", "unagi = UNAGI()\n", "\n", "unagi.setup_data('../data/pcls',total_stage=2,stage_key='stage')\n", "unagi.setup_training(task='pcls',dist='zig',device='cuda:0',GPU=True,epoch_iter=10,epoch_initial=10,max_iter=5,BATCHSIZE=1024,lr_dis=1e-5,beta=1)\n", "unagi.run_UNAGI(idrem_dir = 'PATH_TO_IDREM',CPO=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Perform in-silico perturbation and visualize the predicted post-treatment gene expression " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2 score r^2: 0.902419188352781\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 301, "width": 485 } }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 277, "width": 1478 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "R^2 score r^2: 0.9717627898696471\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 308, "width": 485 } }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 277, "width": 1478 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "R^2 score r^2: 0.8909561190732186\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 301, "width": 485 } }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 277, "width": 1478 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "R^2 score r^2: 0.9653058084863206\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 301, "width": 485 } }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 277, "width": 1478 } }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import scanpy as sc\n", "import torch\n", "from UNAGI.model.models import VAE\n", "from UNAGI.utils.gcn_utils import setup_graph\n", "import anndata\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "from scipy.stats import linregress\n", "from sklearn.metrics import r2_score\n", "from scipy.stats import f_oneway, ks_2samp, mannwhitneyu, wilcoxon, ttest_ind,ranksums,wasserstein_distance,chisquare,pearsonr,energy_distance\n", "\n", "def mean_squared_error(y_true, y_pred):\n", " return np.mean(np.square(y_true - y_pred))\n", "\n", "def my_logfold_change(adata1, adata2,topN,log_fold_change_cutoff=None,abs = False):\n", " genenames = adata1.var_names.tolist()\n", " mean1 = np.mean(adata1.X.toarray(),axis=0)\n", " mean2 = np.mean(adata2.X.toarray(),axis=0)\n", " logfold_change = mean2 - mean1\n", " logfold_change_dict = {}\n", "\n", " for i, each in enumerate(genenames):\n", " logfold_change_dict[each] = logfold_change[i]\n", " if abs ==True:\n", " temp = {k: v for k, v in sorted(logfold_change_dict.items(), key=lambda item: np.abs(item[1]),reverse=True)}\n", " else:\n", " temp = {k: v for k, v in sorted(logfold_change_dict.items(), key=lambda item: item[1],reverse=True)}\n", "\n", " df = pd.DataFrame()\n", " df['logfoldchange'] = temp.values()\n", " df['genes'] = temp.keys()\n", " if log_fold_change_cutoff is not None:\n", " df = df[np.abs(df['logfoldchange'])>log_fold_change_cutoff]\n", " topDEG = list(df[:topN]['genes'].values)\n", " return topDEG,df\n", "def calculate_r_squared(y_true, y_pred):\n", " ssr = np.sum((y_true - y_pred) ** 2)\n", " sst = np.sum((y_true - np.mean(y_true)) ** 2)\n", " r_squared = 1 - (ssr / sst)\n", " return r_squared\n", "def calculate_adjusted_r_squared(r_squared, n, k):\n", " adjusted_r_squared = 1 - (1 - r_squared) * ((n - 1) / (n - k - 1))\n", " return adjusted_r_squared\n", "sc.set_figure_params(dpi_save=300,figsize=[20,3])\n", "def cosine_similarity(v1, v2):\n", " # Compute the dot product of v1 and v2\n", " dot_product = np.dot(v1, v2)\n", " # Compute the L2 norm of v1\n", " norm_v1 = np.linalg.norm(v1)\n", " # Compute the L2 norm of v2\n", " norm_v2 = np.linalg.norm(v2)\n", " # Compute cosine similarity\n", " similarity = dot_product / (norm_v1 * norm_v2)\n", " return similarity\n", "def adjusted_r2(r2, n, k):\n", " \"\"\"\n", " Calculate the adjusted R-squared.\n", " \n", " Parameters:\n", " - r2: The regular R-squared value\n", " - n: The number of observations\n", " - k: The number of predictors (excluding the intercept)\n", " \n", " Returns:\n", " - The adjusted R-squared value\n", " \"\"\"\n", " return 1 - ((1 - r2) * (n - 1) / (n - k - 1))\n", "\n", "# Example usage:\n", "def draw_real_recons_heatmap(adata, adata1, adata2, genes,gorupby, enmax_palette, ymax, topN=20,use_zero=False,save_fig = False,cut = False,similarity=False):\n", " temp = []\n", " pval = []\n", " for idx, each in enumerate(genes):\n", " if cut:\n", " \n", " if np.median(adata1[:,each].X.toarray()) <1:\n", " temp.append(0)\n", " pval.append(0)\n", " continue\n", " else:\n", " pass\n", " obs_nif = adata1[:,each].X.toarray().flatten()\n", " obs_nif_perturbed = adata2[:,each].X.toarray().flatten()\n", " obs_nif_perturbed[obs_nif_perturbed<0] = 0\n", " if len(obs_nif_perturbed[obs_nif_perturbed>0]) == 0:\n", " obs_nif_perturbed = np.array([0.00000001,0.0000001])\n", "\n", " if use_zero:\n", " pair1 = energy_distance(obs_nif_perturbed,obs_nif)\n", " else:\n", " pair1 = ks_2samp(obs_nif_perturbed[obs_nif_perturbed>0],obs_nif[obs_nif>0],alternative='two-sided')[1]\n", " pval.append(ks_2samp(obs_nif_perturbed[obs_nif_perturbed>0],obs_nif[obs_nif>0],alternative='two-sided')[1])\n", " temp.append(pair1) \n", " \n", " protencoding = [each for each in genes if 'AC' != each[:2] and 'AL' != each[:2] and 'AP' != each[:2] and 'LINC' != each[:4] ]\n", "\n", " if similarity == False:\n", " df = sc.get.obs_df(adata, list(np.array(protencoding)[:topN])+['condition3'])\n", " else:\n", " df = sc.get.obs_df(adata, list(np.array(genes)[np.argsort(temp)[::-1]][:topN])+['condition3'])\n", " custom_dict = {}\n", " for i ,each in enumerate(list(np.array(genes)[np.argsort(temp)[::-1]][:topN])):\n", " custom_dict[each] = i\n", " df = df.set_index('condition3').stack().reset_index()\n", " \n", " df.columns = ['condition3', 'gene', 'value']\n", " df.sort_values(by=['gene'], key=lambda x: x.map(custom_dict))\n", "\n", " original_mean = np.mean(np.array(adata1[:,np.array(genes)[np.argsort(temp)[::-1]]].X.toarray()),axis=0)\n", " perturbed_mean = np.mean(np.array(adata2[:,np.array(genes)[np.argsort(temp)[::-1]]].X.toarray()),axis=0)\n", "\n", " # Generate some sample data\n", " np.random.seed(0)\n", " x = original_mean\n", " y = perturbed_mean\n", " # plt.scatter(x, y)\n", " # plt.scatter(x,x)\n", " # plt.show()\n", "\n", " # Perform linear regression\n", " rsquare = calculate_r_squared(x,y)\n", " print('R^2 score r^2:',r2_score(x,y))\n", " slope, intercept, r_value, p_value, std_err = linregress(x, y,alternative='greater')\n", " # Create scatter plot and plot regression line\n", " fig,ax = plt.subplots(figsize=(3,3),dpi=100)\n", " ax.scatter(x, y, label='Data', color='blue')\n", " ax.plot(x, slope * x + intercept, label=f'Fit (R^2 = {rsquare:.2f})', color='red')\n", " ax.legend(bbox_to_anchor=(1, 1))\n", " # ax.grid(False)\n", " plt.xlabel('original')\n", " plt.ylabel('perturbed')\n", " if save_fig != False:\n", " plt.savefig('R^2'+save_fig,dpi=300)\n", "\n", " if save_fig == False:\n", " \n", " fig,ax = plt.subplots(figsize=(15,3),dpi=100)\n", " sns.boxplot(data=df, x='gene', y='value', hue='condition3', palette=enmax_palette)\n", " ax.grid(False)\n", " for item in ax.get_xticklabels():\n", " item.set_rotation(90)\n", " sns.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))\n", " ax.tick_params(axis='x', which='major', labelsize=7)\n", " plt.ylim(0,ymax)\n", " plt.tight_layout()\n", " plt.show()\n", " else:\n", " fig,ax = plt.subplots(figsize=(6,3),dpi=100)\n", " sns.boxplot(data=df, x='gene', y='value', hue='condition3', palette=enmax_palette)\n", " # sns.violinplot(data=df, x='gene', y='value', hue='condition3', split=True, palette=enmax_palette,scale='area')\n", " ax.grid(False)\n", " \n", " sns.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1),fontsize=7)\n", "\n", " #rotate xticklabels 90 degree\n", " for item in ax.get_xticklabels():\n", " item.set_rotation(90)\n", " \n", " ax.tick_params(axis='x', which='major', labelsize=7)\n", " plt.ylim(0,ymax)\n", " #squize the figure\n", " plt.tight_layout()\n", " # plt.savefig(save_fig,dpi=300)\n", " plt.show()\n", "def rankgene_logfold_change(adata1, adata2,gene_list,topN=False,abs = False):\n", " genenames = adata1.var_names.tolist()\n", " mean1 = np.mean(adata1.X.toarray(),axis=0)\n", " mean2 = np.mean(adata2.X.toarray(),axis=0)\n", " logfold_change = mean2 - mean1\n", " logfold_change_dict = {}\n", "\n", " for i, each in enumerate(genenames):\n", " logfold_change_dict[each] = logfold_change[i]\n", " if abs ==True:\n", " temp = {k: v for k, v in sorted(logfold_change_dict.items(), key=lambda item: np.abs(item[1]),reverse=True)}\n", " else:\n", " temp = {k: v for k, v in sorted(logfold_change_dict.items(), key=lambda item: item[1],reverse=True)}\n", "\n", "\n", " df = pd.DataFrame()\n", " df['logfoldchange'] = temp.values()\n", " df['genes'] = temp.keys()\n", " ranked_gene_list = []\n", " for each in temp.keys():\n", " if each in gene_list:\n", " ranked_gene_list.append(each)\n", " if topN:\n", " return ranked_gene_list[:topN]\n", " return ranked_gene_list\n", "\n", "import seaborn as sns\n", "vae = VAE(1993, 256,1024, 64,beta=1,distribution='zig')\n", "vae.load_state_dict(torch.load('PATH_TO_MODEL',map_location='cuda:0'))\n", "adata0 = sc.read('../data/pcls/0.h5ad')\n", "adata1 = sc.read('../data/pcls/1.h5ad')\n", "nintedanib = sc.read('../data/pcls/nintedanib.h5ad')\n", "nifedipine = sc.read('../data/pcls/nifedipine.h5ad')\n", "\n", "\n", "control_mean = np.array(adata0[adata0.obs['condition'] == 'Control'].X.mean(axis=0))[0]\n", "ipf_mean = np.array(adata1[adata1.obs['condition'] == 'Fibrotic_Cocktail'].X.mean(axis=0))[0]\n", "nin_mean = np.array(nintedanib.X.mean(axis=0))[0]\n", "nif_mean = np.array(nifedipine.X.mean(axis=0))[0]\n", "diff_nin = nin_mean - ipf_mean\n", "diff_nif = nif_mean - ipf_mean\n", "fib_nintedanib = adata1.copy()\n", "fib_nifedipine = adata1.copy()\n", "temp_diff = np.zeros_like(diff_nin)\n", "\n", "inser_order = np.argsort(diff_nin)[::-1][:10]# perturb the top 10 treatment markers\n", "temp_diff[inser_order] = diff_nin[inser_order]\n", "diff_nin = temp_diff\n", "temp_diff = np.zeros_like(diff_nif)\n", "inser_order = np.argsort(diff_nif)[::-1][:10]# perturb the top 10 treatment markers\n", "temp_diff[inser_order] = diff_nif[inser_order]\n", "diff_nif = temp_diff\n", "\n", "fib_nintedanib.X = fib_nintedanib.X + diff_nin\n", "fib_nifedipine.X = fib_nifedipine.X + diff_nif\n", "vae.eval()\n", "adj = fib_nintedanib.obsp['gcn_connectivities'].asformat('coo')\n", "adj = setup_graph(adj)\n", "data = torch.tensor(np.array(fib_nintedanib.X))\n", "data = data.to('cuda:0')\n", "adj = adj.to('cuda:0')\n", "vae = vae.to('cuda:0')\n", "with torch.no_grad():\n", " reconst = vae.generate(data, adj)\n", "pred_nin = sc.AnnData(X=reconst.cpu().numpy(),obs=fib_nintedanib.obs,var=fib_nintedanib.var)\n", "pred_nin.obs['condition3'] = 'insilico_nintedanib'\n", "vae.eval()\n", "adj = fib_nifedipine.obsp['gcn_connectivities'].asformat('coo')\n", "adj = setup_graph(adj)\n", "data = torch.tensor(np.array(fib_nifedipine.X))\n", "data = data.to('cuda:0')\n", "adj = adj.to('cuda:0')\n", "vae = vae.to('cuda:0')\n", "with torch.no_grad():\n", " reconst = vae.generate(data, adj)\n", "pred_nif = sc.AnnData(X=reconst.cpu().numpy(),obs=fib_nifedipine.obs,var=fib_nifedipine.var)\n", "pred_nif.obs['condition3'] = 'insilico_nifedipine'\n", "enmax_palette = sns.color_palette([\"#00A087\", \"#4DBBD5\"])\n", "nifedipine.obs['condition3'] = 'Nifedipine_real'\n", "pred_nif.obs['condition3'] = 'Nifedipine_in_silico_unagi'\n", "nif = [pred_nif,nifedipine]\n", "nif = anndata.concat(nif)\n", "test_gene,df= my_logfold_change(adata1, nifedipine,100)\n", "draw_real_recons_heatmap(nif, nifedipine, pred_nif, test_gene,'condition3',enmax_palette, ymax=4, topN=25,use_zero=False,cut=True)\n", "\n", "ecm_genes = ['MUSK', 'TLL1', 'VCAN', 'CDH1', 'TNC', 'LTBP1', 'ELN', 'LAMC3', 'COL23A1', 'LAMA3', 'LAMC2', 'COL11A1', 'COL17A1', 'NTN4', 'FBLN1', 'ITGA8', 'COL5A3', 'COL4A4', 'CEACAM6', 'ICAM1', 'P3H2', 'LAMB1', 'ITGA6', 'TGFB2', 'MMP11', 'MMP9', 'TIMP1', 'COMP', 'ITGB8', 'SERPINE1', 'ICAM2', 'COL1A1', 'VWF', 'COL12A1', 'SPARC', 'COL7A1', 'ITGB6', 'FN1', 'TNR', 'SPP1', 'LTBP2', 'MMP19', 'COL10A1', 'SDC4', 'COL21A1', 'BMP2', 'KDR', 'COL5A1', 'MATN3', 'COL4A2', 'ADAMTS8', 'CAPN9', 'CTSV', 'MMP7', 'THBS1', 'ITGA11', 'LOXL4', 'ADAMTS14', 'FGF2', 'FBN2', 'LUM', 'ADAMTS18', 'ITGA9', 'COL8A1', 'ADAMTS16', 'HAPLN1', 'ADAM12', 'NCAM1', 'PLOD2', 'ADAMTS5', 'MMP16', 'ADAMTS3', 'ACAN', 'VCAM1', 'CAPN13', 'COL6A3', 'ADAMTS9', 'ITGA2', 'COL1A2', 'FBN1', 'MMP10', 'BMP1', 'COL3A1', 'COL4A3', 'COL22A1', 'COL24A1', 'FGG', 'FGA', 'NRXN1', 'BGN', 'COL4A1', 'COL14A1', 'COL25A1', 'SPOCK3', 'LAMA2', 'MMP1', 'COL27A1', 'LAMB3', 'COL4A6', 'MFAP5', 'DMD', 'CAPN8', 'COL5A2', 'COL15A1', 'COL6A6', 'ITGA1', 'COL28A1']\n", "ecm_genes = sorted(list(set(nifedipine.var_names.tolist() ) & set(ecm_genes)))\n", "ecm_genes = rankgene_logfold_change(adata1, nifedipine,ecm_genes,abs=True)\n", "\n", "draw_real_recons_heatmap(nif, nifedipine, pred_nif, ecm_genes,'condition3',enmax_palette,ymax=4.5,topN=15,use_zero=False)\n", "pred_nin.obs['condition3'] = 'Nintedanib_in_silico_unagi'\n", "nintedanib.obs['condition3'] = 'Nintedanib_real'\n", "nin = [nintedanib,pred_nin]\n", "enmax_palette = sns.color_palette([\"#EE4C97\",\"#fccde5\"])\n", "nin = anndata.concat(nin)\n", "test_gene,df = my_logfold_change(adata1, nintedanib,100)\n", "draw_real_recons_heatmap(nin, nintedanib, pred_nin, test_gene,'condition3',enmax_palette,ymax=4, topN=25,use_zero=False,similarity=False,cut=True)\n", "enmax_palette = sns.color_palette([\"#EE4C97\", \"#fccde5\"])\n", "nin = anndata.concat(nin)\n", "ecm_genes = rankgene_logfold_change(adata1, nintedanib,ecm_genes,abs=True)\n", "draw_real_recons_heatmap(nin, nintedanib, pred_nin, ecm_genes,'condition3',enmax_palette,ymax=4.5,topN=15,similarity=False,use_zero=False)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Perform the in-silico perturbation and calcualte pearson correlation of predicted gene expression changes" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pearsonr correlation: PearsonRResult(statistic=0.7558337080429267, pvalue=9.997165252304838e-20)\n", "pearsonr correlation: PearsonRResult(statistic=0.825826045252644, pvalue=4.036602184862681e-26)\n" ] } ], "source": [ "import numpy as np\n", "import scanpy as sc\n", "import torch\n", "from UNAGI.model.models import VAE\n", "from UNAGI.utils.gcn_utils import setup_graph\n", "\n", "import anndata\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "from scipy.stats import f_oneway, ks_2samp, mannwhitneyu, wilcoxon, ttest_ind,ranksums,wasserstein_distance,chisquare,pearsonr,energy_distance\n", "from scipy.stats import linregress\n", "from sklearn.metrics import r2_score\n", "def mean_squared_error(y_true, y_pred):\n", " return np.mean(np.square(y_true - y_pred))\n", "\n", "def my_logfold_change(adata1, adata2,topN,log_fold_change_cutoff=None,abs = False):\n", " genenames = adata1.var_names.tolist()\n", " mean1 = np.mean(adata1.X.toarray(),axis=0)\n", " mean2 = np.mean(adata2.X.toarray(),axis=0)\n", " logfold_change = mean2 - mean1\n", " logfold_change_dict = {}\n", "\n", " for i, each in enumerate(genenames):\n", " logfold_change_dict[each] = logfold_change[i]\n", " if abs ==True:\n", " temp = {k: v for k, v in sorted(logfold_change_dict.items(), key=lambda item: np.abs(item[1]),reverse=True)}\n", " else:\n", " temp = {k: v for k, v in sorted(logfold_change_dict.items(), key=lambda item: item[1],reverse=True)}\n", "\n", " df = pd.DataFrame()\n", " df['logfoldchange'] = temp.values()\n", " df['genes'] = temp.keys()\n", " if log_fold_change_cutoff is not None:\n", " df = df[np.abs(df['logfoldchange'])>log_fold_change_cutoff]\n", " topDEG = list(df[:topN]['genes'].values)\n", " return topDEG,df\n", "def calculate_r_squared(y_true, y_pred):\n", " ssr = np.sum((y_true - y_pred) ** 2)\n", " sst = np.sum((y_true - np.mean(y_true)) ** 2)\n", " r_squared = 1 - (ssr / sst)\n", " return r_squared\n", "def calculate_adjusted_r_squared(r_squared, n, k):\n", " adjusted_r_squared = 1 - (1 - r_squared) * ((n - 1) / (n - k - 1))\n", " return adjusted_r_squared\n", "sc.set_figure_params(dpi_save=300,figsize=[20,3])\n", "def cosine_similarity(v1, v2):\n", " # Compute the dot product of v1 and v2\n", " dot_product = np.dot(v1, v2)\n", " # Compute the L2 norm of v1\n", " norm_v1 = np.linalg.norm(v1)\n", " # Compute the L2 norm of v2\n", " norm_v2 = np.linalg.norm(v2)\n", " # Compute cosine similarity\n", " similarity = dot_product / (norm_v1 * norm_v2)\n", " return similarity\n", "def adjusted_r2(r2, n, k):\n", " \"\"\"\n", " Calculate the adjusted R-squared.\n", " \n", " Parameters:\n", " - r2: The regular R-squared value\n", " - n: The number of observations\n", " - k: The number of predictors (excluding the intercept)\n", " \n", " Returns:\n", " - The adjusted R-squared value\n", " \"\"\"\n", " return 1 - ((1 - r2) * (n - 1) / (n - k - 1))\n", "\n", "# Example usage:\n", "def calculate_pearsonr_post_treatment_prediction(control, adata, adata1, adata2, genes):\n", " original_median= np.median(np.array(adata1[:,np.array(genes)].X.toarray()),axis=0)\n", " perturbed_median = np.median(np.array(adata2[:,np.array(genes)].X.toarray()),axis=0)\n", " control_median = np.median(np.array(control[:,np.array(genes)].X.toarray()),axis=0)\n", " #calculate pearson correlation between original and perturbed\n", " original_median = original_median-control_median\n", " perturbed_median = perturbed_median-control_median\n", "\n", " print('pearsonr correlation:',pearsonr(original_median,perturbed_median))\n", "\n", "def rankgene_logfold_change(adata1, adata2,gene_list,topN=False,abs = False):\n", " genenames = adata1.var_names.tolist()\n", " mean1 = np.mean(adata1.X.toarray(),axis=0)\n", " mean2 = np.mean(adata2.X.toarray(),axis=0)\n", " logfold_change = mean2 - mean1\n", " logfold_change_dict = {}\n", "\n", " for i, each in enumerate(genenames):\n", " logfold_change_dict[each] = logfold_change[i]\n", " if abs ==True:\n", " temp = {k: v for k, v in sorted(logfold_change_dict.items(), key=lambda item: np.abs(item[1]),reverse=True)}\n", " else:\n", " temp = {k: v for k, v in sorted(logfold_change_dict.items(), key=lambda item: item[1],reverse=True)}\n", "\n", "\n", " df = pd.DataFrame()\n", " df['logfoldchange'] = temp.values()\n", " df['genes'] = temp.keys()\n", " ranked_gene_list = []\n", " for each in temp.keys():\n", " if each in gene_list:\n", " ranked_gene_list.append(each)\n", " if topN:\n", " return ranked_gene_list[:topN]\n", " return ranked_gene_list\n", "import seaborn as sns\n", "from scipy.stats import pearsonr\n", "vae = VAE(1993, 256,1024, 64,beta=1,distribution='zig')\n", "vae.load_state_dict(torch.load('PATH_TO_MODEL',map_location='cuda:0'))\n", "\n", "adata0 = sc.read('../data/pcls/0.h5ad')\n", "adata1 = sc.read('../data/pcls/1.h5ad')\n", "nintedanib = sc.read('../data/pcls/nintedanib.h5ad')\n", "nifedipine = sc.read('../data/pcls/nifedipine.h5ad')\n", "\n", "control_mean = np.array(adata0[adata0.obs['condition'] == 'Control'].X.mean(axis=0))[0]\n", "ipf_mean = np.array(adata1[adata1.obs['condition'] == 'Fibrotic_Cocktail'].X.mean(axis=0))[0]\n", "nin_mean = np.array(nintedanib.X.mean(axis=0))[0]\n", "nif_mean = np.array(nifedipine.X.mean(axis=0))[0]\n", "diff_nin = nin_mean - ipf_mean\n", "diff_nif = nif_mean - ipf_mean\n", "fib_nintedanib = adata1.copy()\n", "fib_nifedipine = adata1.copy()\n", "temp_diff = np.zeros_like(diff_nin)\n", "\n", "inser_order = np.argsort(np.abs(diff_nin))[::-1][:10]#np.argsort(np.array(np.mean(temp_weight,axis=0))[0])[::-1][:10]\n", "temp_diff[inser_order] = diff_nin[inser_order]\n", "diff_nin = temp_diff\n", "temp_diff = np.zeros_like(diff_nif)\n", "inser_order = np.argsort(np.abs(diff_nif))[::-1][:10]#np.argsort(np.array(np.mean(temp_weight,axis=0))[0])[::-1][:10]\n", "temp_diff[inser_order] = diff_nif[inser_order]\n", "diff_nif = temp_diff\n", "\n", "fib_nintedanib.X = fib_nintedanib.X + diff_nin\n", "fib_nifedipine.X = fib_nifedipine.X + diff_nif\n", "vae.eval()\n", "adj = fib_nintedanib.obsp['gcn_connectivities'].asformat('coo')\n", "adj = setup_graph(adj)\n", "data = torch.tensor(np.array(fib_nintedanib.X))\n", "data = data.to('cuda:1')\n", "adj = adj.to('cuda:1')\n", "vae = vae.to('cuda:1')\n", "with torch.no_grad():\n", " reconst = vae.generate(data, adj)\n", "pred_nin = sc.AnnData(X=reconst.cpu().numpy(),obs=fib_nintedanib.obs,var=fib_nintedanib.var)\n", "pred_nin.obs['condition3'] = 'insilico_nintedanib'\n", "vae.eval()\n", "adj = fib_nifedipine.obsp['gcn_connectivities'].asformat('coo')\n", "adj = setup_graph(adj)\n", "data = torch.tensor(np.array(fib_nifedipine.X))\n", "data = data.to('cuda:1')\n", "adj = adj.to('cuda:1')\n", "vae = vae.to('cuda:1')\n", "with torch.no_grad():\n", " reconst = vae.generate(data, adj)\n", "pred_nif = sc.AnnData(X=reconst.cpu().numpy(),obs=fib_nifedipine.obs,var=fib_nifedipine.var)\n", "nifedipine.obs['condition3'] = 'Nifedipine_real'\n", "pred_nif.obs['condition3'] = 'Nifedipine_in_silico_unagi'\n", "temp_nifedipine = nifedipine.copy()\n", "temp_nifedipine.X = temp_nifedipine.X - np.mean(adata1.X.toarray(),axis=0)\n", "temp_pred_nif = pred_nif.copy()\n", "temp_pred_nif.X = temp_pred_nif.X - np.mean(adata1.X.toarray(),axis=0)\n", "nif = [temp_pred_nif,temp_nifedipine]\n", "nif = anndata.concat(nif)\n", "top100_nif_treatment_markers,df= my_logfold_change(adata1, nifedipine,100)\n", "calculate_pearsonr_post_treatment_prediction(adata1,nif, nifedipine, pred_nif, top100_nif_treatment_markers)\n", "\n", "pred_nin.obs['condition3'] = 'Nintedanib_in_silico_unagi'\n", "nintedanib.obs['condition3'] = 'Nintedanib_real'\n", "temp_nintedanib = nintedanib.copy()\n", "temp_nintedanib.X = temp_nintedanib.X - np.mean(adata1.X.toarray(),axis=0)\n", "temp_pred_nin = pred_nin.copy()\n", "temp_pred_nin.X = temp_pred_nin.X - np.mean(adata1.X.toarray(),axis=0)\n", "nin = [temp_nintedanib,temp_pred_nin]\n", "nin = anndata.concat(nin)\n", "top100_nin_treatment_markers,df = my_logfold_change(adata1, nintedanib,100)\n", "calculate_pearsonr_post_treatment_prediction(adata1,nin, nintedanib, pred_nin, top100_nin_treatment_markers)" ] } ], "metadata": { "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 2 }