{ "cells": [ { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy import stats, sparse\n", "import bottleneck\n", "from scipy.stats import mannwhitneyu" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy import stats, sparse\n", "import bottleneck\n", "def run_egad(go, nw, **kwargs):\n", " \"\"\"EGAD running function\n", " \n", " Wrapper to lower level functions for EGAD\n", "\n", " EGAD measures modularity of gene lists in co-expression networks. \n", "\n", " This was translated from the MATLAB version, which does tiled Cross Validation\n", " \n", " The useful kwargs are:\n", " int - nFold : Number of CV folds to do, default is 3, \n", " int - {min,max}_count : limits for number of terms in each gene list, these are exclusive values\n", "\n", "\n", " Arguments:\n", " go {pd.DataFrame} -- dataframe of genes x terms of values [0,1], where 1 is included in gene lists\n", " nw {pd.DataFrame} -- dataframe of co-expression network, genes x genes\n", " **kwargs \n", " \n", " Returns:\n", " pd.DataFrame -- dataframe of terms x metrics where the metrics are \n", " ['AUC', 'AVG_NODE_DEGREE', 'DEGREE_NULL_AUC', 'P_Value']\n", " \"\"\"\n", " assert nw.shape[0] == nw.shape[1] , 'Network is not square'\n", " #print(nw.index)\n", " #nw.columns = nw.columns.astype(int)\n", " #print(nw.columns.astype(int))\n", " assert np.all(nw.index == nw.columns) , 'Network index and columns are not in the same order'\n", "\n", " #nw_mask = nw.isna().sum(axis=1) != nw.shape[1]\n", " #nw = nw.loc[nw_mask, nw_mask].astype('float')\n", " #np.fill_diagonal(nw.values, 1)\n", " return _runNV(go, nw, **kwargs)\n", "\n", "def _runNV(go, nw, nFold=3, min_count=1, max_count=1000000):\n", "\n", " #Make sure genes are same in go and nw\n", " #go.index = go.index.map(str) \n", " #nw.index = nw.index.map(str)\n", " #nw.index = nw.index.str.replace('_', '')\n", " #go.index = go.index.str.replace('_', '')\n", " #print (nw)\n", " genes_intersect = go.index.intersection(nw.index)\n", "\n", "\n", " #print (genes_intersect)\n", " go = go.loc[genes_intersect, :]\n", " nw = nw.loc[genes_intersect, genes_intersect]\n", " #print (go)\n", " print (nw.shape)\n", " print (go.shape)\n", " sparsity = 1.0 - np.count_nonzero(go) / go.size\n", " print (sparsity)\n", " sparsity = 1.0 - np.count_nonzero(nw) / nw.size\n", " print (sparsity)\n", " #print(nw\n", " #print(go\n", " nw_mask = nw.isna().sum(axis=1) != nw.shape[1]\n", " nw = nw.loc[nw_mask, nw_mask].astype('float')\n", " np.fill_diagonal(nw.values, 1)\n", " #Make sure there aren't duplicates\n", " duplicates = nw.index.duplicated(keep='first')\n", " nw = nw.loc[~duplicates, ~duplicates]\n", "\n", " go = go.loc[:, (go.sum(axis=0) > min_count) & (go.sum(axis=0) < max_count)]\n", " go = go.loc[~go.index.duplicated(keep='first'), :]\n", " #print(go)\n", "\n", " roc = _new_egad(go.values, nw.values, nFold)\n", "\n", " col_names = ['AUC', 'AVG_NODE_DEGREE', 'DEGREE_NULL_AUC', 'P_Value']\n", " #Put output in dataframe\n", " return pd.DataFrame(dict(zip(col_names, roc)), index=go.columns), go\n", "\n", "def _new_egad(go, nw, nFold):\n", "\n", " #Build Cross validated Positive\n", " x, y = np.where(go)\n", " #print(x, y)\n", " cvgo = {}\n", " for i in np.arange(nFold):\n", " a = x[i::nFold]\n", " #print(a)\n", " b = y[i::nFold]\n", " dat = np.ones_like(a)\n", " mask = sparse.coo_matrix((dat, (a, b)), shape=go.shape)\n", " cvgo[i] = go - mask.toarray()\n", "\n", " CVgo = np.concatenate(list(cvgo.values()), axis=1)\n", " #print(CVgo)\n", "\n", " sumin = np.matmul(nw.T, CVgo)\n", "\n", " degree = np.sum(nw, axis=0)\n", " #print(degree)\n", " #print(degree[:, None])\n", "\n", " predicts = sumin / degree[:, None]\n", " #print(predicts)\n", "\n", " np.place(predicts, CVgo > 0, np.nan)\n", "\n", " #print(predicts)\n", "\n", " #Calculate ranks of positives\n", " rank_abs = lambda x: stats.rankdata(np.abs(x))\n", " predicts2 = np.apply_along_axis(rank_abs, 0, predicts)\n", " #print(predicts2)\n", "\n", " #Masking Nans that were ranked (how tiedrank works in matlab)\n", " predicts2[np.isnan(predicts)] = np.nan\n", " #print(predicts2)\n", "\n", " filtering = np.tile(go, nFold)\n", " #print(filtering)\n", "\n", " #negatives :filtering == 0\n", " #Sets Ranks of negatives to 0\n", " np.place(predicts2, filtering == 0, 0)\n", "\n", " #Sum of ranks for each prediction\n", " p = bottleneck.nansum(predicts2, axis=0)\n", " n_p = np.sum(filtering, axis=0) - np.sum(CVgo, axis=0)\n", "\n", " #Number of negatives\n", " #Number of GO terms - number of postiive\n", " n_n = filtering.shape[0] - np.sum(filtering, axis=0)\n", "\n", " roc = (p / n_p - (n_p + 1) / 2) / n_n\n", " U = roc * n_p * n_n\n", " Z = (np.abs(U - (n_p * n_n / 2))) / np.sqrt(n_p * n_n *\n", " (n_p + n_n + 1) / 12)\n", " roc = roc.reshape(nFold, go.shape[1])\n", " Z = Z.reshape(nFold, go.shape[1])\n", " #Stouffer Z method\n", " Z = bottleneck.nansum(Z, axis=0) / np.sqrt(nFold)\n", " #Calc ROC of Neighbor Voting\n", " roc = bottleneck.nanmean(roc, axis=0)\n", " P = stats.norm.sf(Z)\n", "\n", " #Average degree for nodes in each go term\n", " avg_degree = degree.dot(go) / np.sum(go, axis=0)\n", "\n", " #Calc null auc for degree\n", " ranks = np.tile(stats.rankdata(degree), (go.shape[1], 1)).T\n", "\n", " np.place(ranks, go == 0, 0)\n", "\n", " n_p = bottleneck.nansum(go, axis=0)\n", " nn = go.shape[0] - n_p\n", " p = bottleneck.nansum(ranks, axis=0)\n", "\n", " roc_null = (p / n_p - ((n_p + 1) / 2)) / nn\n", " #print(roc)\n", " return roc, avg_degree, roc_null, P" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:numexpr.utils:Note: detected 192 virtual cores but NumExpr set to maximum of 64, check \"NUMEXPR_MAX_THREADS\" environment variable.\n", "INFO:numexpr.utils:Note: NumExpr detected 192 cores but \"NUMEXPR_MAX_THREADS\" not set, so enforcing safe limit of 8.\n", "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n" ] } ], "source": [ "from hicmatrix import HiCMatrix as hm\n", "from hicmatrix.lib import MatrixFileHandler" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "SRP_name='aggregates'\n", "#SRP_name='SRP217487'\n", "resolution='10kbp_raw'\n", "#df_jac_corr_list = []\n", "#for resolution in ['100kbp_raw', '250kbp_raw', '10', 40 , 25, snhic]:\n", "for resolution in ['10kbp_raw']:\n", " exp_file_path=f'/grid/gillis/data/lohia/hi_c_data_processing/data_mouse/{SRP_name}/{resolution}/max/spr/0/all_bins/KR_KR/hic_gene_corr_inter_excluding_intra_nanranked.h5'\n", "\n", " jac_sim_spr = hm.hiCMatrix(exp_file_path)\n", "\n", "\n", "\n", "\n", " all_genes_spr = [x[3].decode() for x in jac_sim_spr.cut_intervals]\n", " df_jac_corr = pd.DataFrame(jac_sim_spr.matrix.toarray() , index=all_genes_spr, columns = all_genes_spr)\n", " #df_jac_corr_list.append(pd.DataFrame(jac_sim.matrix.toarray() , index=all_genes, columns = all_genes))\n", " \n", " #df_2d_jac, go_chrom = run_egad(marker_table, df_jac_corr_list[7])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "SRP_name='aggregates'\n", "resolution='40kbp_raw'\n", "exp_file_path=f'/grid/gillis/data/lohia/hi_c_data_processing/software/CoCoCoNet/networks/mouse_prioAggNet.h5'\n", "\n", "jac_exp = hm.hiCMatrix(exp_file_path)\n", "all_genes = [x[3].decode() for x in jac_exp.cut_intervals]\n", "df_exp_corr = pd.DataFrame(jac_exp.matrix.toarray() , index=all_genes, columns = all_genes)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import itertools\n", "from itertools import permutations\n", "def calc_auroc (df_trial,predicted_score='predicted_score'):\n", " df_trial = df_trial.sort_values(by=[predicted_score], ascending=False)\n", " rank_abs = lambda x: stats.rankdata(x)\n", " predicts2 = np.apply_along_axis(rank_abs, 0, df_trial[predicted_score].values)\n", " df_trial['p'] = [y if x==1 else 0 for x,y in zip(df_trial['true_pos'], predicts2)]\n", " #print (df_trial['p'].sum())\n", " if df_trial['true_neg'].sum() == 0 or df_trial['true_pos'].sum() == 0:\n", " return np.nan\n", " else:\n", " return (((df_trial['p'].sum() /df_trial['true_pos'].sum() )- (df_trial['true_pos'].sum() + 1)/2)) / df_trial['true_neg'].sum()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "SRP_name='aggregates'\n", "#SRP_name='SRP217487'\n", "resolution='40kbp_raw'\n", "#df_jac_corr_list = []\n", "#for resolution in ['100kbp_raw', '250kbp_raw', '10', 40 , 25, snhic]:\n", "for resolution in ['40kbp_raw']:\n", " exp_file_path=f'/grid/gillis/data/lohia/hi_c_data_processing/data_mouse/{SRP_name}/{resolution}/max/hic_gene_inter_KR_nan_dummy.h5'\n", "\n", " jac_sim_dummy_bins = hm.hiCMatrix(exp_file_path)\n", "\n", "\n", "\n", "\n", " #all_genes = [x[3].decode() for x in jac_sim.cut_intervals]\n", " #df_max_gene_whole = pd.DataFrame(jac_sim.matrix.toarray() , index=all_genes, columns = all_genes)\n", " #df_jac_corr_list.append(pd.DataFrame(jac_sim.matrix.toarray() , index=all_genes, columns = all_genes))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "SRP_name='aggregates'\n", "#SRP_name='SRP217487'\n", "resolution='100kbp_raw'\n", "#df_jac_corr_list = []\n", "#for resolution in ['100kbp_raw', '250kbp_raw', '10', 40 , 25, snhic]:\n", "for resolution in ['40kbp_raw']:\n", " exp_file_path=f'/grid/gillis/data/lohia/hi_c_data_processing/data_mouse/{SRP_name}/{resolution}/max/hic_gene_inter_KR_nan.h5'\n", "\n", " jac_sim_dummy = hm.hiCMatrix(exp_file_path)\n", "\n", "\n", "\n", "\n", " #all_genes = [x[3].decode() for x in jac_sim.cut_intervals]\n", " #df_max_gene_whole = pd.DataFrame(jac_sim.matrix.toarray() , index=all_genes, columns = all_genes)\n", " #df_jac_corr_list.append(pd.DataFrame(jac_sim.matrix.toarray() , index=all_genes, columns = all_genes))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import h5py\n", "with h5py.File('/grid/gillis/data/lohia/hi_c_data_processing/data_mouse/aggregates/40kbp_raw/max/hic_gene_inter_KR_nan_gene_by_allbins.h5', 'r') as hf:\n", " my_data= hf['gene_by_allbins'][()]\n", " " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "all_bins = [x[0]+'_'+str(int(x[1]/40000)) for x in jac_sim_dummy_bins.cut_intervals]\n", "\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "all_genes = [x[3].decode() for x in jac_sim_dummy.cut_intervals if x[3].decode() != 'non-gene']" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(50225, 61578)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_data.shape" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "df_max_gene_whole_by_bins = pd.DataFrame(my_data, index=all_genes, columns = all_bins)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['chr', 'start', 'end', 'OT', 'EX', 'IN', 'NA']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ ":13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n", " df = pd.read_csv(atac_file_path, sep='\\t|,', skiprows=1, names=comple_col)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['chr', 'start', 'end', 'AC', 'EX', 'IN', 'OG', 'OT']\n", "['chr', 'start', 'end', 'OT', 'EX', 'IN']\n", "['chr', 'start', 'end', 'OT', 'EX', 'IN']\n", "['chr', 'start', 'end', 'OT', 'EX', 'IN']\n" ] } ], "source": [ "for filename, col_names, filepath in zip(['GSE126074', 'BICCN2', 'GSE111586', 'GSE123576', 'GSE1303990'], [['OT','EX', 'IN', 'NA'], ['AC','EX','IN','OG','OT'], ['OT','EX', 'IN'], ['OT','EX', 'IN'], ['OT','EX', 'IN']], ['output_GSE126074_gene_global_index__all_scanpy_obj_clust_ave_celltype.bed', 'output_BICCN2_gene_global_index__all_scanpy_obj_clust_ave_celltype.bed','output_GSE111586_gene_global_index_5000__all_scanpy_obj_clust_ave_celltype.bed', 'output_GSE123576_gene_global_index_1000__all_scanpy_obj_clust_ave_celltype.bed', 'output_GSE1303990_gene_global_index_5000__all_scanpy_obj_clust_ave_celltype.bed']):\n", "\n", " \n", "\n", " atac_file_path= f\"/grid/gillis/data/lohia/ATAC_Risa/celltype/{filepath}\"\n", " \n", " comple_col = ['chr', 'start', 'end']\n", " \n", " comple_col.extend(col_names)\n", " \n", " print (comple_col)\n", "\n", " df = pd.read_csv(atac_file_path, sep='\\t|,', skiprows=1, names=comple_col)\n", "\n", " df['start_bin'] = df['start'] / 40000\n", "\n", " df['start_bin'] = df['start'] / 40000\n", " df['end_bin'] = df['end'] / 40000\n", "\n", " df['start_bin'] = df['start_bin'].astype(int)\n", " df['end_bin'] = df['end_bin'].astype(int)\n", " \n", " \n", "\n", " df_atac = df.groupby(['chr','start_bin'])[col_names].sum().reset_index()\n", " \n", " df_atac['chr'] = df_atac['chr'].astype('str')\n", " df_atac['chr'] = 'chr' + df_atac['chr']\n", "\n", " df_atac['gene'] = df_atac['chr'] + '_'+df_atac['start_bin'].astype(str) \n", "\n", " df_atac.to_csv(f'{filename}_40kb.csv', index=False)\n", "\n" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(377, 377)\n", "(377, 2)\n", "0.5\n", "0.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ ":63: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n", " df_atac = df_atac.groupby(['gene'])[group1, group2, 'tp_sum_pre', 'g_diff', 'tp_sum_pre2'].sum().reset_index()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['Non-Neuronal', 'GABAergic', 200, 0.6484612534612535, 0.6429608585858587, 4, 344, 41492, 0.7977509551843115]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_result_list_class = []\n", "#list_1 = ['GABAergic', 'Non-Neuronal']\n", "#list_1 = ['GABAergic', 'Non-Neuronal', 'Glutamatergic']\n", "list_1 = ['Non-Neuronal', 'GABAergic']\n", "\n", "#list_1 = ['GABAergic', 'Glutamatergic']\n", "#list_1 = ['Glutamatergic', 'GABAergic']\n", "for group1, group2 in list(itertools.combinations(list_1, 2)):\n", " \n", " \n", "\n", " #marker_list = marker_list[marker_list['rank'] <= 20] \n", " #marker_list = marker_list[marker_list['rank'] == 50] \n", " #marker_list = marker_list[marker_list['rank'].isin(list(range(0,51))+[1])] \n", " \n", " for number_of_genes in [200]:\n", " \n", " #for given_matrix, given_matrix_name in zip([df_jac_corr, df_exp_corr], ['hic', 'exp']):\n", " \n", " for tp_thresh in [4]:\n", " \n", " df_result_list_pre = []\n", " \n", " marker_list = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/notebooks/metamarkers/biccn_class_markers.csv')\n", " marker_list['gene'] = marker_list['gene'].str.upper()\n", "\n", " marker_list = marker_list[marker_list['rank'] <= number_of_genes] \n", " #marker_list = marker_list[marker_list['auroc'] >= 0.85] \n", "\n", " marker_list = marker_list[marker_list.cell_type.isin([group1, group2])]\n", " marker_list = marker_list.drop_duplicates(subset=['gene'], keep=False)\n", " df_ensg_name = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/mouse_geneid_symbol.txt',sep='\\t', names=['gene_id', 'gene'])\n", " df_ensg_name['gene'] = df_ensg_name['gene'].str.upper()\n", " marker_list = marker_list.merge(df_ensg_name, right_on='gene', left_on='gene') \n", "\n", " marker_table = marker_list.pivot_table(index='gene_id', columns='cell_type', values='rank', aggfunc='sum')\n", "\n", " marker_table.fillna(0, inplace=True)\n", "\n", " marker_table[marker_table != 0] = 1\n", "\n", " df_2d_jac, go_chrom = run_egad(marker_table, df_jac_corr)\n", " %matplotlib inline\n", " import seaborn as sns\n", " import matplotlib.pyplot as plt\n", " sns.scatterplot(data=df_2d_jac, x='AUC', y='DEGREE_NULL_AUC')\n", " #plt.plot([0, 1], [0, 1], c='black')\n", " #plt.axvline(x=df_2d_jac['AUC'].mean(),c='black',ls='--')\n", " #plt.axhline(y=df_2d_jac['DEGREE_NULL_AUC'].mean(), c='black', ls='--')\n", "\n", "\n", " \n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins.div(df_max_gene_whole_by_bins.mean(axis=1, skipna=True), axis=0)\n", "\n", " df_atac = pd.concat([pd.read_csv('BICCN2_40kb.csv'), pd.read_csv('GSE1303990_40kb.csv'), pd.read_csv('GSE123576_40kb.csv'), pd.read_csv('GSE126074_40kb.csv')])\n", " df_atac = df_atac.fillna(0)\n", " df_atac['Non-Neuronal'] = df_atac['AC'] + df_atac['OG'] + df_atac['OT']\n", " df_atac['GABAergic'] = df_atac['IN']\n", " df_atac['Glutamatergic'] = df_atac['EX']\n", " df_atac['g_diff'] = df_atac[group1] - df_atac[group2]\n", " df_atac['tp_sum_pre'] = [1 if x>0 else 0 for x in df_atac['g_diff']]\n", " df_atac['tp_sum_pre2'] = [1 if x<0 else 0 for x in df_atac['g_diff']]\n", " df_atac = df_atac.groupby(['gene'])[group1, group2, 'tp_sum_pre', 'g_diff', 'tp_sum_pre2'].sum().reset_index()\n", "\n", "\n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins_coding.T[df_max_gene_whole_by_bins_coding.columns.isin(df_atac['gene'].tolist())].T\n", "\n", "\n", "\n", " df_max_gene_whole_group_1 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group1] == 1].index.tolist())]\n", "\n", "\n", " df_max_gene_whole_group_2 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group2] == 1].index.tolist())]\n", "\n", " \n", "\n", " z_p_dict = []\n", " bin_id = []\n", " mean_val = []\n", "\n", "\n", " for column in df_max_gene_whole_group_1:\n", " bin_id.append(column)\n", " try:\n", " U, p_val = mannwhitneyu(df_max_gene_whole_group_1[column].dropna().tolist(), df_max_gene_whole_group_2[column].dropna().tolist(), alternative=\"two-sided\")\n", " z_p_dict.append(p_val)\n", "\n", " mean_val.append((df_max_gene_whole_group_1[column].dropna().mean()-df_max_gene_whole_group_2[column].dropna().mean()))\n", "\n", " except:\n", " z_p_dict.append(np.nan)\n", " mean_val.append(np.nan)\n", " \n", "\n", " import statsmodels.api as sm\n", " auc_GO_terms_manw = pd.DataFrame(list(zip(bin_id, z_p_dict , mean_val)), columns=['id', 'P_val_agg', 'mean_diff'])\n", " auc_GO_terms_manw['class'] = \"gaba\"\n", " \n", "\n", " \n", " auc_GO_terms_manw.dropna(subset=['P_val_agg'], inplace=True)\n", "\n", " p_val_adjusted = sm.stats.multipletests(auc_GO_terms_manw['P_val_agg'].values, method='fdr_bh')\n", " auc_GO_terms_manw['adjusted_P_val_agg'] = p_val_adjusted[1]\n", " \n", " df_atac_hic = df_atac.merge(auc_GO_terms_manw, left_on='gene', right_on='id')\n", " \n", " \n", "\n", " df_atac_hic['true_pos'] = [1 if ((x>=tp_thresh) ) else 0 for x,y in zip(df_atac_hic['tp_sum_pre'], df_atac_hic[group1])] \n", " \n", " df_atac_hic['true_neg'] = [0 if x==1 else 1 for x in df_atac_hic['true_pos']]\n", " \n", " #df_atac_hic['true_pos'] = [1 if ((x>=tp_thresh) ) else 0 for x,y in zip(df_atac_hic['tp_sum_pre'], df_atac_hic['tp_sum_pre2'])] \n", " \n", " #df_atac_hic['true_neg'] = [0 if x==1 else 1 for x in df_atac_hic['true_pos']]\n", "\n", "\n", "\n", " df_atac_hic['p'] = 1 - df_atac_hic['adjusted_P_val_agg']\n", "\n", "\n", " \n", " \n", " df_result_list_pre.append(group1)\n", " df_result_list_pre.append(group2)\n", " df_result_list_pre.append(number_of_genes)\n", " df_result_list_pre.append(df_2d_jac['AUC'][group1])\n", " df_result_list_pre.append(df_2d_jac['AUC'][group2])\n", " df_result_list_pre.append(tp_thresh)\n", " df_result_list_pre.append(df_atac_hic['true_pos'].sum())\n", " df_result_list_pre.append(df_atac_hic[df_atac_hic['adjusted_P_val_agg']<0.05]['gene'].count())\n", " df_atac_hic['mean_diff_abs'] = [x if x> 0 else 0 for x in df_atac_hic['p'] ]\n", " \n", " df_result_list_pre.append(calc_auroc(df_atac_hic, predicted_score='mean_diff'))\n", " print (df_result_list_pre)\n", " df_result_list_class.append(df_result_list_pre)\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(377, 377)\n", "(377, 2)\n", "0.5\n", "0.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ ":63: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n", " df_atac = df_atac.groupby(['gene'])[group1, group2, 'tp_sum_pre', 'g_diff', 'tp_sum_pre2'].sum().reset_index()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['Non-Neuronal', 'GABAergic', 200, 0.6484612534612535, 0.6429608585858587, 4, 50, 41492, 0.9428021153076205]\n" ] }, { "data": { "image/png": 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CktTIkJAkNTIkJEmNDAlJUiNDQpLUyJCQJDUyJCRJjQwJSVIjQ0KS1MiQkCQ1MiQkSY0MCUlSI0NCktTIkJAkNeo8JJKsSXJHko1JrniU485M8vMk58+3rSSpG52GRJKlwAeAlwCnARclOa3huHcBn55vW0lSd7q+kjgL2FhVd1bVQ8D1wHkjjnsD8DFgywLaSpI60nVIHAfcPbC+ub9tjyTHAa8Arp5v2377S5LMJpndunXrWIqWJPV0HRIZsa2G1t8LvLmqfr6AtlTVNVU1U1Uzq1atWliVkqSRlnV8/s3ACQPrxwP3DB0zA1yfBOBo4NwkO1u2HYtdu4pN27Zz3wM7OPbwFaw+aiVLlozKKEk6uHQdErcBpyY5GfghcCFw8eABVXXy7uUkHwE+UVU3JVk2V9tx2LWruGXDvVx+w3p2PLyLFcuX8J4LzmDN6U8wKCQd9DodbqqqncBaek8tfRu4oao2JLk0yaULaTvuGjdt274nIAB2PLyLy29Yz6Zt28f9UpJ0wOn6SoKq+hTwqaFtwzepd2//Z3O1Hbf7HtixJyB22/HwLrY8uINTVh3a5UtL0sQ76D9xfezhK1ix/JH/M6xYvoRjDluxSBVJ0uQ46ENi9VErec8FZ+wJit33JFYftXKRK5Okxdf5cNOkW7IkrDn9CTz5957Llgd3cMxhPt0kSbsd9CEBvaA4ZdWh3oOQpCEH/XCTJKmZISFJamRISJIaGRKSpEaGhCSpUar2mlj1gJVkK3DXGE51NHD/GM4ziaa5bzDd/bNvB65J799JVTVyGu2pColxSTJbVTOLXUcXprlvMN39s28HrgO5fw43SZIaGRKSpEaGxGjXLHYBHZrmvsF098++HbgO2P55T0KS1MgrCUlSI0NCktRo6kMiyZokdyTZmOSKhmPOSbI+yYYktw7tW5rkfyb5xMC2dyb5Zr/NZ5L8Qtf9GKWLvg3se1OSSnJ0V/XPpaP37g+T/LDfZn2Sc7vuxyhdvXdJ3tA/74Ykf9xlH5p09L79zcB7tinJ+o670aij/p2R5Cv9NrNJzuq6H61V1dT+AEuB/w2cAhwCfAM4beiYxwPfAk7srx8ztP9y4DrgEwPbDh9Y/j3g6mnpW3/7CfS+W/wu4Ogpe+/+EHjTlP5ePh/4b8BjRrU5kPs2tP9PgSun7L37DPCS/vK5wOcX83d08GfaryTOAjZW1Z1V9RBwPXDe0DEXAx+vqh8AVNWW3TuSHA/8KvDhwQZV9cDA6kpgMe7+d9K3vn8D/D6L06/duuzfYuuqb68Drqqqnw232Y86fd+SBLgA+E8d1N5GV/0r4PD+8j8A7umg9gWZ9pA4Drh7YH1zf9ugJwFHJPl8knVJXj2w7730/ljuGj5xkj9Kcjfwm8CVY626nU76luTlwA+r6hvjL3leOnvvgLX94cJrkxwxzqJb6qpvTwKem+SrSW5NcuaY626jy/cN4LnAfVX1vTHVO19d9e+NwJ/0/6a8G/iDcRa9L6b9m+lGfQfp8P87XgY8E3gh8Fjgy0m+Qu+N3lJV65Kcs9dJqt4CvCXJHwBrgbeNse42xt63JI8D3gK8uIuC56mr9+6DwDv753onvaGL3x5f2a101bdlwBHAs4EzgRuSnFL9MYz9pLN/c30XsXhXEdBd/14HXFZVH0tyAfAXwD8ZZ+ELNe0hsZne+Ppux7P3Zdxm4P6q2g5sT/IF4OnAM4CX929srgAOT/LXVfWqofbXAZ9k/4fE2PsGvAs4GfhG76qe44GvJzmrqu7ttDd76+S9q6r7djdO8iFgr5v2+0FXv5eb6Q1zFPC1JLvoTSy3tdvu7FV3J//mkiwDXknvD/Bi6ap/vwX8i377v2WShkkX+6ZIlz/0QvBOen/4dt9kOn3omKcAn+0f+zjgduCpQ8ecwyNvMp06sPwG4KPT0rehfZtYvBvXXb13TxxYvgy4for6dinwjv7yk+gNi2Qa+tbftga4dTF+H/fDe/dt4Jz+8guBdYvZz8Gfqb6SqKqdSdbSe1JnKXBtVW1Icml//9VV9e0ktwDfpDdO+OGqun2OU1+V5Jf7x99F7x/nftVh3yZCh/374yRn0Bsi2AT8bld9aNJh364Frk1yO/AQ8FvV/6uzv3T8e3khizvU1GX/Xgu8r3+1tAO4pLtezI/TckiSGk37002SpH1gSEiSGhkSkqRGhoQkqZEhIUlqZEhIY5DkFenNmvvk/vo52XuG1o8kOb+/vDzJVUm+l+T2JF9L8pLFqF16NIaENB4XAV+i9yx/G+8EnkjvQ1ZPBV4GHNZRbdKCGRLSPkpyKHA28BpahER/jqzXAm+ov5+x9b6quqHTQqUFMCSkffdrwC1V9V3gR0meMcfxvwT8oB455bw0kQwJad9dRO97Bej/9yKav4vDKQ50QJnquZukriU5CngB8NQkRW8+nwL+it603YOOBO4HNgInJjmsqh7cn/VK8+WVhLRvzgf+qqpOqqrVVXUC8H16gfALSZ4CkOQketNFr6+q/0fv+wLen+SQ/v4nJhmehl5adIaEtG8uAm4c2vYxejewXwX8ZZL1wEeB36mqH/ePeSu973n4Vn/W1pvYv9/7ILXiLLCSpEZeSUiSGhkSkqRGhoQkqZEhIUlqZEhIkhoZEpKkRoaEJKnR/wdiiI7yYwmbbQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_result_list_class = []\n", "#list_1 = ['GABAergic', 'Non-Neuronal']\n", "#list_1 = ['GABAergic', 'Non-Neuronal', 'Glutamatergic']\n", "list_1 = ['Non-Neuronal', 'GABAergic']\n", "\n", "#list_1 = ['GABAergic', 'Glutamatergic']\n", "#list_1 = ['Glutamatergic', 'GABAergic']\n", "for group1, group2 in list(itertools.combinations(list_1, 2)):\n", " \n", " \n", "\n", " #marker_list = marker_list[marker_list['rank'] <= 20] \n", " #marker_list = marker_list[marker_list['rank'] == 50] \n", " #marker_list = marker_list[marker_list['rank'].isin(list(range(0,51))+[1])] \n", " \n", " for number_of_genes in [200]:\n", " \n", " #for given_matrix, given_matrix_name in zip([df_jac_corr, df_exp_corr], ['hic', 'exp']):\n", " \n", " for tp_thresh in [4]:\n", " \n", " df_result_list_pre = []\n", " \n", " marker_list = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/notebooks/metamarkers/biccn_class_markers.csv')\n", " marker_list['gene'] = marker_list['gene'].str.upper()\n", "\n", " marker_list = marker_list[marker_list['rank'] <= number_of_genes] \n", " #marker_list = marker_list[marker_list['auroc'] >= 0.85] \n", "\n", " marker_list = marker_list[marker_list.cell_type.isin([group1, group2])]\n", " marker_list = marker_list.drop_duplicates(subset=['gene'], keep=False)\n", " df_ensg_name = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/mouse_geneid_symbol.txt',sep='\\t', names=['gene_id', 'gene'])\n", " df_ensg_name['gene'] = df_ensg_name['gene'].str.upper()\n", " marker_list = marker_list.merge(df_ensg_name, right_on='gene', left_on='gene') \n", "\n", " marker_table = marker_list.pivot_table(index='gene_id', columns='cell_type', values='rank', aggfunc='sum')\n", "\n", " marker_table.fillna(0, inplace=True)\n", "\n", " marker_table[marker_table != 0] = 1\n", "\n", " df_2d_jac, go_chrom = run_egad(marker_table, df_jac_corr)\n", " %matplotlib inline\n", " import seaborn as sns\n", " import matplotlib.pyplot as plt\n", " sns.scatterplot(data=df_2d_jac, x='AUC', y='DEGREE_NULL_AUC')\n", " #plt.plot([0, 1], [0, 1], c='black')\n", " #plt.axvline(x=df_2d_jac['AUC'].mean(),c='black',ls='--')\n", " #plt.axhline(y=df_2d_jac['DEGREE_NULL_AUC'].mean(), c='black', ls='--')\n", "\n", "\n", " \n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins.div(df_max_gene_whole_by_bins.mean(axis=1, skipna=True), axis=0)\n", "\n", " df_atac = pd.concat([pd.read_csv('BICCN2_40kb.csv'), pd.read_csv('GSE1303990_40kb.csv'), pd.read_csv('GSE123576_40kb.csv'), pd.read_csv('GSE126074_40kb.csv')])\n", " df_atac = df_atac.fillna(0)\n", " df_atac['Non-Neuronal'] = df_atac['AC'] + df_atac['OG'] + df_atac['OT']\n", " df_atac['GABAergic'] = df_atac['IN']\n", " df_atac['Glutamatergic'] = df_atac['EX']\n", " df_atac['g_diff'] = df_atac[group1] - df_atac[group2]\n", " df_atac['tp_sum_pre'] = [1 if x>0 else 0 for x in df_atac['g_diff']]\n", " df_atac['tp_sum_pre2'] = [1 if x<0 else 0 for x in df_atac['g_diff']]\n", " df_atac = df_atac.groupby(['gene'])[group1, group2, 'tp_sum_pre', 'g_diff', 'tp_sum_pre2'].sum().reset_index()\n", "\n", "\n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins_coding.T[df_max_gene_whole_by_bins_coding.columns.isin(df_atac['gene'].tolist())].T\n", "\n", "\n", "\n", " df_max_gene_whole_group_1 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group1] == 1].index.tolist())]\n", "\n", "\n", " df_max_gene_whole_group_2 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group2] == 1].index.tolist())]\n", "\n", " \n", "\n", " z_p_dict = []\n", " bin_id = []\n", " mean_val = []\n", "\n", "\n", " for column in df_max_gene_whole_group_1:\n", " bin_id.append(column)\n", " try:\n", " U, p_val = mannwhitneyu(df_max_gene_whole_group_1[column].dropna().tolist(), df_max_gene_whole_group_2[column].dropna().tolist(), alternative=\"two-sided\")\n", " z_p_dict.append(p_val)\n", "\n", " mean_val.append((df_max_gene_whole_group_1[column].dropna().mean()-df_max_gene_whole_group_2[column].dropna().mean()))\n", "\n", " except:\n", " z_p_dict.append(np.nan)\n", " mean_val.append(np.nan)\n", " \n", "\n", " import statsmodels.api as sm\n", " auc_GO_terms_manw = pd.DataFrame(list(zip(bin_id, z_p_dict , mean_val)), columns=['id', 'P_val_agg', 'mean_diff'])\n", " auc_GO_terms_manw['class'] = \"gaba\"\n", " \n", "\n", " \n", " auc_GO_terms_manw.dropna(subset=['P_val_agg'], inplace=True)\n", "\n", " p_val_adjusted = sm.stats.multipletests(auc_GO_terms_manw['P_val_agg'].values, method='fdr_bh')\n", " auc_GO_terms_manw['adjusted_P_val_agg'] = p_val_adjusted[1]\n", " \n", " df_atac_hic = df_atac.merge(auc_GO_terms_manw, left_on='gene', right_on='id')\n", " \n", " \n", "\n", " df_atac_hic['true_pos'] = [1 if ((x>=3) ) else 0 for x,y in zip(df_atac_hic[group1], df_atac_hic[group1])] \n", " \n", " df_atac_hic['true_neg'] = [0 if x==1 else 1 for x in df_atac_hic['true_pos']]\n", " \n", " #df_atac_hic['true_pos'] = [1 if ((x>=tp_thresh) ) else 0 for x,y in zip(df_atac_hic['tp_sum_pre'], df_atac_hic['tp_sum_pre2'])] \n", " \n", " #df_atac_hic['true_neg'] = [0 if x==1 else 1 for x in df_atac_hic['true_pos']]\n", "\n", "\n", "\n", " df_atac_hic['p'] = 1 - df_atac_hic['adjusted_P_val_agg']\n", "\n", "\n", " \n", " \n", " df_result_list_pre.append(group1)\n", " df_result_list_pre.append(group2)\n", " df_result_list_pre.append(number_of_genes)\n", " df_result_list_pre.append(df_2d_jac['AUC'][group1])\n", " df_result_list_pre.append(df_2d_jac['AUC'][group2])\n", " df_result_list_pre.append(tp_thresh)\n", " df_result_list_pre.append(df_atac_hic['true_pos'].sum())\n", " df_result_list_pre.append(df_atac_hic[df_atac_hic['adjusted_P_val_agg']<0.05]['gene'].count())\n", " df_atac_hic['mean_diff_abs'] = [x if x> 0 else 0 for x in df_atac_hic['p'] ]\n", " \n", " df_result_list_pre.append(calc_auroc(df_atac_hic, predicted_score='mean_diff'))\n", " print (df_result_list_pre)\n", " df_result_list_class.append(df_result_list_pre)\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(377, 377)\n", "(377, 2)\n", "0.5\n", "0.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ ":63: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n", " df_atac = df_atac.groupby(['gene'])[group1, group2, 'tp_sum_pre', 'g_diff', 'tp_sum_pre2'].sum().reset_index()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['GABAergic', 'Non-Neuronal', 200, 0.6429608585858587, 0.6484612534612535, 4, 127, 41492, 0.07445007035937536]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_result_list_class = []\n", "list_1 = ['GABAergic', 'Non-Neuronal']\n", "#list_1 = ['GABAergic', 'Non-Neuronal', 'Glutamatergic']\n", "#list_1 = ['Non-Neuronal', 'GABAergic']\n", "\n", "#list_1 = ['GABAergic', 'Glutamatergic']\n", "#list_1 = ['Glutamatergic', 'GABAergic']\n", "for group1, group2 in list(itertools.combinations(list_1, 2)):\n", " \n", " \n", "\n", " #marker_list = marker_list[marker_list['rank'] <= 20] \n", " #marker_list = marker_list[marker_list['rank'] == 50] \n", " #marker_list = marker_list[marker_list['rank'].isin(list(range(0,51))+[1])] \n", " \n", " for number_of_genes in [200]:\n", " \n", " #for given_matrix, given_matrix_name in zip([df_jac_corr, df_exp_corr], ['hic', 'exp']):\n", " \n", " for tp_thresh in [4]:\n", " \n", " df_result_list_pre = []\n", " \n", " marker_list = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/notebooks/metamarkers/biccn_class_markers.csv')\n", " marker_list['gene'] = marker_list['gene'].str.upper()\n", "\n", " marker_list = marker_list[marker_list['rank'] <= number_of_genes] \n", " #marker_list = marker_list[marker_list['auroc'] >= 0.85] \n", "\n", " marker_list = marker_list[marker_list.cell_type.isin([group1, group2])]\n", " marker_list = marker_list.drop_duplicates(subset=['gene'], keep=False)\n", " df_ensg_name = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/mouse_geneid_symbol.txt',sep='\\t', names=['gene_id', 'gene'])\n", " df_ensg_name['gene'] = df_ensg_name['gene'].str.upper()\n", " marker_list = marker_list.merge(df_ensg_name, right_on='gene', left_on='gene') \n", "\n", " marker_table = marker_list.pivot_table(index='gene_id', columns='cell_type', values='rank', aggfunc='sum')\n", "\n", " marker_table.fillna(0, inplace=True)\n", "\n", " marker_table[marker_table != 0] = 1\n", "\n", " df_2d_jac, go_chrom = run_egad(marker_table, df_jac_corr)\n", " %matplotlib inline\n", " import seaborn as sns\n", " import matplotlib.pyplot as plt\n", " sns.scatterplot(data=df_2d_jac, x='AUC', y='DEGREE_NULL_AUC')\n", " #plt.plot([0, 1], [0, 1], c='black')\n", " #plt.axvline(x=df_2d_jac['AUC'].mean(),c='black',ls='--')\n", " #plt.axhline(y=df_2d_jac['DEGREE_NULL_AUC'].mean(), c='black', ls='--')\n", "\n", "\n", " \n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins.div(df_max_gene_whole_by_bins.mean(axis=1, skipna=True), axis=0)\n", "\n", " df_atac = pd.concat([pd.read_csv('BICCN2_40kb.csv'), pd.read_csv('GSE1303990_40kb.csv'), pd.read_csv('GSE123576_40kb.csv'), pd.read_csv('GSE126074_40kb.csv')])\n", " df_atac = df_atac.fillna(0)\n", " df_atac['Non-Neuronal'] = df_atac['AC'] + df_atac['OG'] + df_atac['OT']\n", " df_atac['GABAergic'] = df_atac['IN']\n", " df_atac['Glutamatergic'] = df_atac['EX']\n", " df_atac['g_diff'] = df_atac[group1] - df_atac[group2]\n", " df_atac['tp_sum_pre'] = [1 if x>0 else 0 for x in df_atac['g_diff']]\n", " df_atac['tp_sum_pre2'] = [1 if x<0 else 0 for x in df_atac['g_diff']]\n", " df_atac = df_atac.groupby(['gene'])[group1, group2, 'tp_sum_pre', 'g_diff', 'tp_sum_pre2'].sum().reset_index()\n", "\n", "\n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins_coding.T[df_max_gene_whole_by_bins_coding.columns.isin(df_atac['gene'].tolist())].T\n", "\n", "\n", "\n", " df_max_gene_whole_group_1 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group1] == 1].index.tolist())]\n", "\n", "\n", " df_max_gene_whole_group_2 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group2] == 1].index.tolist())]\n", "\n", " \n", "\n", " z_p_dict = []\n", " bin_id = []\n", " mean_val = []\n", "\n", "\n", " for column in df_max_gene_whole_group_1:\n", " bin_id.append(column)\n", " try:\n", " U, p_val = mannwhitneyu(df_max_gene_whole_group_1[column].dropna().tolist(), df_max_gene_whole_group_2[column].dropna().tolist(), alternative=\"two-sided\")\n", " z_p_dict.append(p_val)\n", "\n", " mean_val.append((df_max_gene_whole_group_1[column].dropna().mean()-df_max_gene_whole_group_2[column].dropna().mean()))\n", "\n", " except:\n", " z_p_dict.append(np.nan)\n", " mean_val.append(np.nan)\n", " \n", "\n", " import statsmodels.api as sm\n", " auc_GO_terms_manw = pd.DataFrame(list(zip(bin_id, z_p_dict , mean_val)), columns=['id', 'P_val_agg', 'mean_diff'])\n", " auc_GO_terms_manw['class'] = \"gaba\"\n", " \n", "\n", " \n", " auc_GO_terms_manw.dropna(subset=['P_val_agg'], inplace=True)\n", "\n", " p_val_adjusted = sm.stats.multipletests(auc_GO_terms_manw['P_val_agg'].values, method='fdr_bh')\n", " auc_GO_terms_manw['adjusted_P_val_agg'] = p_val_adjusted[1]\n", " \n", " df_atac_hic = df_atac.merge(auc_GO_terms_manw, left_on='gene', right_on='id')\n", " \n", " \n", "\n", " df_atac_hic['true_pos'] = [1 if ((x>=3) ) else 0 for x,y in zip(df_atac_hic[group1], df_atac_hic[group1])] \n", " \n", " df_atac_hic['true_neg'] = [0 if x==1 else 1 for x in df_atac_hic['true_pos']]\n", " \n", " #df_atac_hic['true_pos'] = [1 if ((x>=tp_thresh) ) else 0 for x,y in zip(df_atac_hic['tp_sum_pre'], df_atac_hic['tp_sum_pre2'])] \n", " \n", " #df_atac_hic['true_neg'] = [0 if x==1 else 1 for x in df_atac_hic['true_pos']]\n", "\n", "\n", "\n", " df_atac_hic['p'] = 1 - df_atac_hic['adjusted_P_val_agg']\n", "\n", "\n", " \n", " \n", " df_result_list_pre.append(group1)\n", " df_result_list_pre.append(group2)\n", " df_result_list_pre.append(number_of_genes)\n", " df_result_list_pre.append(df_2d_jac['AUC'][group1])\n", " df_result_list_pre.append(df_2d_jac['AUC'][group2])\n", " df_result_list_pre.append(tp_thresh)\n", " df_result_list_pre.append(df_atac_hic['true_pos'].sum())\n", " df_result_list_pre.append(df_atac_hic[df_atac_hic['adjusted_P_val_agg']<0.05]['gene'].count())\n", " df_atac_hic['mean_diff_abs'] = [x if x> 0 else 0 for x in df_atac_hic['p'] ]\n", " \n", " df_result_list_pre.append(calc_auroc(df_atac_hic, predicted_score='mean_diff'))\n", " print (df_result_list_pre)\n", " df_result_list_class.append(df_result_list_pre)\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [], "source": [ "import h5py\n", "with h5py.File('/grid/gillis/data/lohia/hi_c_data_processing/data_mouse/aggregates/25kbp_raw/max/hic_gene_inter_KR_nan_gene_by_allbins.h5', 'r') as hf:\n", " my_data= hf['gene_by_allbins'][()]" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(50225, 98520)" ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_data.shape" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(383, 383)\n", "(383, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'Pvalb', 200, 0.6062119227922337, 0.6053164520496644, 30501]\n", "(359, 359)\n", "(359, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'Sncg', 200, 0.5524181568380463, 0.4802600588556145, 30501]\n", "(383, 383)\n", "(383, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'Sst', 200, 0.5061772129075054, 0.4602629981145943, 30501]\n", "(376, 376)\n", "(376, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'Vip', 200, 0.5066433657621299, 0.4702801748271325, 30501]\n", "(356, 356)\n", "(356, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'L2/3 IT', 200, 0.4425979994371902, 0.44908251620095535, 30501]\n", "(362, 362)\n", "(362, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'L5 ET', 200, 0.5465101621424805, 0.535214424951267, 30501]\n", "(368, 368)\n", "(368, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'L5 IT', 200, 0.4774307643247635, 0.4959558208014496, 30501]\n", "(360, 360)\n", "(360, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'L5/6 NP', 200, 0.4653605275607334, 0.49933851286559744, 30501]\n", "(344, 344)\n", "(344, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'L6 CT', 200, 0.5569836293974225, 0.551724763979666, 30501]\n", "(367, 367)\n", "(367, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'L6 IT', 200, 0.5708047282239178, 0.5738283478683587, 30501]\n", "(360, 360)\n", "(360, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'L6 IT Car3', 200, 0.46175028535092727, 0.5068940874040891, 30501]\n", "(350, 350)\n", "(350, 2)\n", "0.5\n", "0.0\n", "['Lamp5', 'L6b', 200, 0.5872958804057594, 0.5831306004701547, 30501]\n", "(386, 386)\n", "(386, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'Sncg', 200, 0.5821313192970522, 0.577017456031967, 30501]\n", "(376, 376)\n", "(376, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'Sst', 200, 0.6367069947580813, 0.6341712170994597, 30501]\n", "(381, 381)\n", "(381, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'Vip', 200, 0.587202661167776, 0.5961450486930523, 30501]\n", "(371, 371)\n", "(371, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'L2/3 IT', 200, 0.5993645586560042, 0.5955948137046043, 30501]\n", "(341, 341)\n", "(341, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'L5 ET', 200, 0.5612867318736326, 0.5657186548747347, 30501]\n", "(361, 361)\n", "(361, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'L5 IT', 200, 0.6221729684814697, 0.6164160303919797, 30501]\n", "(363, 363)\n", "(363, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'L5/6 NP', 200, 0.5932420611342181, 0.5957704023069897, 30501]\n", "(365, 365)\n", "(365, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'L6 CT', 200, 0.5613997189048198, 0.5592006092769349, 30501]\n", "(378, 378)\n", "(378, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'L6 IT', 200, 0.5871571021571022, 0.5890473950728573, 30501]\n", "(371, 371)\n", "(371, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'L6 IT Car3', 200, 0.6191344663853037, 0.6210302456498439, 30501]\n", "(351, 351)\n", "(351, 2)\n", "0.5\n", "0.0\n", "['Pvalb', 'L6b', 200, 0.5480108752532568, 0.5441582491582492, 30501]\n", "(378, 378)\n", "(378, 2)\n", "0.5\n", "0.0\n", "['Sncg', 'Sst', 200, 0.5616557984374076, 0.5602513865291108, 30501]\n", "(321, 321)\n", "(321, 2)\n", "0.5\n", "0.0\n", "['Sncg', 'Vip', 200, 0.5292809685227319, 0.4997000681663259, 30501]\n", "(365, 365)\n", "(365, 2)\n", "0.5\n", "0.0\n", "['Sncg', 'L2/3 IT', 200, 0.5293285680486147, 0.4831475698962038, 30501]\n", "(363, 363)\n", "(363, 2)\n", "0.5\n", "0.0\n", "['Sncg', 'L5 ET', 200, 0.4849233861746049, 0.48417919816186755, 30501]\n", "(377, 377)\n", "(377, 2)\n", "0.5\n", "0.0\n", "['Sncg', 'L5 IT', 200, 0.5619129031975241, 0.5682148834162479, 30501]\n", "(361, 361)\n", "(361, 2)\n", "0.5\n", "0.0\n", "['Sncg', 'L5/6 NP', 200, 0.5597480436751433, 0.5066477308002733, 30501]\n", "(357, 357)\n", "(357, 2)\n", "0.5\n", "0.0\n", "['Sncg', 'L6 CT', 200, 0.49462901938573234, 0.5442699620249761, 30501]\n", "(356, 356)\n", "(356, 2)\n", "0.5\n", "0.0\n", "['Sncg', 'L6 IT', 200, 0.6352643940673238, 0.5625877230981633, 30501]\n", "(347, 347)\n", "(347, 2)\n", "0.5\n", "0.0\n", "['Sncg', 'L6 IT Car3', 200, 0.5480698956879941, 0.5473880069442997, 30501]\n", "(361, 361)\n", "(361, 2)\n", "0.5\n", "0.0\n", "['Sncg', 'L6b', 200, 0.5449174738506037, 0.5455487808428985, 30501]\n", "(381, 381)\n", "(381, 2)\n", "0.5\n", "0.0\n", "['Sst', 'Vip', 200, 0.4668965170959852, 0.5334463508781865, 30501]\n", "(359, 359)\n", "(359, 2)\n", "0.5\n", "0.0\n", "['Sst', 'L2/3 IT', 200, 0.5331255630184879, 0.5259374346097511, 30501]\n", "(353, 353)\n", "(353, 2)\n", "0.5\n", "0.0\n", "['Sst', 'L5 ET', 200, 0.5856316137566137, 0.5903190992612384, 30501]\n", "(363, 363)\n", "(363, 2)\n", "0.5\n", "0.0\n", "['Sst', 'L5 IT', 200, 0.5439492350453455, 0.5308558491317111, 30501]\n", "(333, 333)\n", "(333, 2)\n", "0.5\n", "0.0\n", "['Sst', 'L5/6 NP', 200, 0.5501556970089896, 0.5514647411671221, 30501]\n", "(367, 367)\n", "(367, 2)\n", "0.5\n", "0.0\n", "['Sst', 'L6 CT', 200, 0.5746225267628623, 0.5640881147540984, 30501]\n", "(362, 362)\n", "(362, 2)\n", "0.5\n", "0.0\n", "['Sst', 'L6 IT', 200, 0.6112086315856683, 0.6182306060373693, 30501]\n", "(349, 349)\n", "(349, 2)\n", "0.5\n", "0.0\n", "['Sst', 'L6 IT Car3', 200, 0.47694594167620163, 0.5085307975138483, 30501]\n", "(353, 353)\n", "(353, 2)\n", "0.5\n", "0.0\n", "['Sst', 'L6b', 200, 0.6085599627702978, 0.6084509041525711, 30501]\n", "(362, 362)\n", "(362, 2)\n", "0.5\n", "0.0\n", "['Vip', 'L2/3 IT', 200, 0.4801440548500571, 0.453227808814401, 30501]\n", "(364, 364)\n", "(364, 2)\n", "0.5\n", "0.0\n", "['Vip', 'L5 ET', 200, 0.46142176847524424, 0.5253766181836358, 30501]\n", "(362, 362)\n", "(362, 2)\n", "0.5\n", "0.0\n", "['Vip', 'L5 IT', 200, 0.49637510684266967, 0.5086012826854818, 30501]\n", "(346, 346)\n", "(346, 2)\n", "0.5\n", "0.0\n", "['Vip', 'L5/6 NP', 200, 0.4677757025768226, 0.45853313185286976, 30501]\n", "(362, 362)\n", "(362, 2)\n", "0.5\n", "0.0\n", "['Vip', 'L6 CT', 200, 0.5438454588566196, 0.5111950835265442, 30501]\n", "(357, 357)\n", "(357, 2)\n", "0.5\n", "0.0\n", "['Vip', 'L6 IT', 200, 0.5772928435016347, 0.570832330908584, 30501]\n", "(352, 352)\n", "(352, 2)\n", "0.5\n", "0.0\n", "['Vip', 'L6 IT Car3', 200, 0.4594306472418725, 0.4620519494460487, 30501]\n", "(344, 344)\n", "(344, 2)\n", "0.5\n", "0.0\n", "['Vip', 'L6b', 200, 0.5712541745604083, 0.571834381531484, 30501]\n", "(358, 358)\n", "(358, 2)\n", "0.5\n", "0.0\n", "['L2/3 IT', 'L5 ET', 200, 0.5355948689247502, 0.49740914733931496, 30501]\n", "(376, 376)\n", "(376, 2)\n", "0.5\n", "0.0\n", "['L2/3 IT', 'L5 IT', 200, 0.4587851206964781, 0.5258393807285893, 30501]\n", "(382, 382)\n", "(382, 2)\n", "0.5\n", "0.0\n", "['L2/3 IT', 'L5/6 NP', 200, 0.4737522299385975, 0.5085424444409364, 30501]\n", "(386, 386)\n", "(386, 2)\n", "0.5\n", "0.0\n", "['L2/3 IT', 'L6 CT', 200, 0.47881929238291754, 0.5309540583544208, 30501]\n", "(355, 355)\n", "(355, 2)\n", "0.5\n", "0.0\n", "['L2/3 IT', 'L6 IT', 200, 0.5501775780444084, 0.5689932412358882, 30501]\n", "(344, 344)\n", "(344, 2)\n", "0.5\n", "0.0\n", "['L2/3 IT', 'L6 IT Car3', 200, 0.48238350366508803, 0.45252525252525255, 30501]\n", "(368, 368)\n", "(368, 2)\n", "0.5\n", "0.0\n", "['L2/3 IT', 'L6b', 200, 0.5700008538251367, 0.506043259255753, 30501]\n", "(374, 374)\n", "(374, 2)\n", "0.5\n", "0.0\n", "['L5 ET', 'L5 IT', 200, 0.567713753466839, 0.5300820259500542, 30501]\n", "(338, 338)\n", "(338, 2)\n", "0.5\n", "0.0\n", "['L5 ET', 'L5/6 NP', 200, 0.5264324658678029, 0.528133200488503, 30501]\n", "(372, 372)\n", "(372, 2)\n", "0.5\n", "0.0\n", "['L5 ET', 'L6 CT', 200, 0.5628538292711721, 0.5330717006126843, 30501]\n", "(377, 377)\n", "(377, 2)\n", "0.5\n", "0.0\n", "['L5 ET', 'L6 IT', 200, 0.46418803418803417, 0.5154091799794548, 30501]\n", "(368, 368)\n", "(368, 2)\n", "0.5\n", "0.0\n", "['L5 ET', 'L6 IT Car3', 200, 0.5628222595051681, 0.5623123059287392, 30501]\n", "(352, 352)\n", "(352, 2)\n", "0.5\n", "0.0\n", "['L5 ET', 'L6b', 200, 0.509136309427007, 0.5256135338727108, 30501]\n", "(382, 382)\n", "(382, 2)\n", "0.5\n", "0.0\n", "['L5 IT', 'L5/6 NP', 200, 0.5226364315182636, 0.5328038035377626, 30501]\n", "(388, 388)\n", "(388, 2)\n", "0.5\n", "0.0\n", "['L5 IT', 'L6 CT', 200, 0.56840826683341, 0.5625067248630468, 30501]\n", "(391, 391)\n", "(391, 2)\n", "0.5\n", "0.0\n", "['L5 IT', 'L6 IT', 200, 0.5585495044288037, 0.5616869999347535, 30501]\n", "(380, 380)\n", "(380, 2)\n", "0.5\n", "0.0\n", "['L5 IT', 'L6 IT Car3', 200, 0.4839885702841302, 0.48915734110511505, 30501]\n", "(376, 376)\n", "(376, 2)\n", "0.5\n", "0.0\n", "['L5 IT', 'L6b', 200, 0.5856519297695768, 0.5907677063079548, 30501]\n", "(362, 362)\n", "(362, 2)\n", "0.5\n", "0.0\n", "['L5/6 NP', 'L6 CT', 200, 0.5606010804457742, 0.5452826096157102, 30501]\n", "(377, 377)\n", "(377, 2)\n", "0.5\n", "0.0\n", "['L5/6 NP', 'L6 IT', 200, 0.529022819654525, 0.5442997393065148, 30501]\n", "(354, 354)\n", "(354, 2)\n", "0.5\n", "0.0\n", "['L5/6 NP', 'L6 IT Car3', 200, 0.49933388909217885, 0.5077829071969697, 30501]\n", "(324, 324)\n", "(324, 2)\n", "0.5\n", "0.0\n", "['L5/6 NP', 'L6b', 200, 0.5810019727596689, 0.5760282745576863, 30501]\n", "(377, 377)\n", "(377, 2)\n", "0.5\n", "0.0\n", "['L6 CT', 'L6 IT', 200, 0.5805407506465708, 0.5786857514919893, 30501]\n", "(376, 376)\n", "(376, 2)\n", "0.5\n", "0.0\n", "['L6 CT', 'L6 IT Car3', 200, 0.4804961778291849, 0.5541272677407735, 30501]\n", "(342, 342)\n", "(342, 2)\n", "0.5\n", "0.0\n", "['L6 CT', 'L6b', 200, 0.5291225810826602, 0.5274689852910642, 30501]\n", "(321, 321)\n", "(321, 2)\n", "0.5\n", "0.0\n", "['L6 IT', 'L6 IT Car3', 200, 0.6173268330503846, 0.621147794866739, 30501]\n", "(347, 347)\n", "(347, 2)\n", "0.5\n", "0.0\n", "['L6 IT', 'L6b', 200, 0.565006928697405, 0.555043903779015, 30501]\n", "(334, 334)\n", "(334, 2)\n", "0.5\n", "0.0\n", "['L6 IT Car3', 'L6b', 200, 0.6019271077372845, 0.5907503077008273, 30501]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_result_list_subclass = []\n", "list_1 = ['Lamp5',\n", " 'Pvalb',\n", " 'Sncg',\n", " 'Sst',\n", " 'Vip',\n", " 'L2/3 IT',\n", " 'L5 ET',\n", " 'L5 IT',\n", " 'L5/6 NP',\n", " 'L6 CT',\n", " 'L6 IT',\n", " 'L6 IT Car3',\n", " 'L6b']\n", "\n", "#list_1 = ['GABAergic', 'Glutamatergic']\n", "#list_1 = ['Glutamatergic', 'GABAergic']\n", "for group1, group2 in list(itertools.combinations(list_1, 2)):\n", " \n", " \n", "\n", " #marker_list = marker_list[marker_list['rank'] <= 20] \n", " #marker_list = marker_list[marker_list['rank'] == 50] \n", " #marker_list = marker_list[marker_list['rank'].isin(list(range(0,51))+[1])] \n", " \n", " for number_of_genes in [200]:\n", " \n", " #for given_matrix, given_matrix_name in zip([df_jac_corr, df_exp_corr], ['hic', 'exp']):\n", " \n", " for tp_thresh in [4]:\n", " \n", " df_result_list_pre = []\n", " \n", " marker_list = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/notebooks/metamarkers/biccn_subclass_markers.csv')\n", " marker_list['gene'] = marker_list['gene'].str.upper()\n", "\n", " marker_list = marker_list[marker_list['rank'] <= number_of_genes] \n", " #marker_list = marker_list[marker_list['auroc'] >= 0.85] \n", "\n", " marker_list = marker_list[marker_list.cell_type.isin([group1, group2])]\n", " marker_list = marker_list.drop_duplicates(subset=['gene'], keep=False)\n", " df_ensg_name = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/mouse_geneid_symbol.txt',sep='\\t', names=['gene_id', 'gene'])\n", " df_ensg_name['gene'] = df_ensg_name['gene'].str.upper()\n", " marker_list = marker_list.merge(df_ensg_name, right_on='gene', left_on='gene') \n", "\n", " marker_table = marker_list.pivot_table(index='gene_id', columns='cell_type', values='rank', aggfunc='sum')\n", "\n", " marker_table.fillna(0, inplace=True)\n", "\n", " marker_table[marker_table != 0] = 1\n", "\n", " df_2d_jac, go_chrom = run_egad(marker_table, df_jac_corr)\n", " %matplotlib inline\n", " import seaborn as sns\n", " import matplotlib.pyplot as plt\n", " sns.scatterplot(data=df_2d_jac, x='AUC', y='DEGREE_NULL_AUC')\n", " #plt.plot([0, 1], [0, 1], c='black')\n", " #plt.axvline(x=df_2d_jac['AUC'].mean(),c='black',ls='--')\n", " #plt.axhline(y=df_2d_jac['DEGREE_NULL_AUC'].mean(), c='black', ls='--')\n", "\n", "\n", " \n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins.div(df_max_gene_whole_by_bins.mean(axis=1, skipna=True), axis=0)\n", "\n", "\n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins_coding.T[df_max_gene_whole_by_bins_coding.columns.isin(df_atac['gene'].tolist())].T\n", "\n", "\n", "\n", " df_max_gene_whole_group_1 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group1] == 1].index.tolist())]\n", "\n", "\n", " df_max_gene_whole_group_2 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group2] == 1].index.tolist())]\n", "\n", " \n", "\n", " z_p_dict = []\n", " bin_id = []\n", " mean_val = []\n", "\n", "\n", " for column in df_max_gene_whole_group_1:\n", " bin_id.append(column)\n", " try:\n", " U, p_val = mannwhitneyu(df_max_gene_whole_group_1[column].dropna().tolist(), df_max_gene_whole_group_2[column].dropna().tolist(), alternative=\"greater\")\n", " z_p_dict.append(p_val)\n", "\n", " mean_val.append((df_max_gene_whole_group_1[column].dropna().mean()-df_max_gene_whole_group_2[column].dropna().mean()))\n", "\n", " except:\n", " z_p_dict.append(np.nan)\n", " mean_val.append(np.nan)\n", " \n", "\n", " import statsmodels.api as sm\n", " auc_GO_terms_manw = pd.DataFrame(list(zip(bin_id, z_p_dict , mean_val)), columns=['id', 'P_val_agg', 'mean_diff'])\n", " auc_GO_terms_manw['class'] = \"gaba\"\n", " \n", "\n", " \n", " auc_GO_terms_manw.dropna(subset=['P_val_agg'], inplace=True)\n", "\n", " p_val_adjusted = sm.stats.multipletests(auc_GO_terms_manw['P_val_agg'].values, method='fdr_bh')\n", " auc_GO_terms_manw['adjusted_P_val_agg'] = p_val_adjusted[1]\n", " \n", "\n", " \n", " df_result_list_pre.append(group1)\n", " df_result_list_pre.append(group2)\n", " df_result_list_pre.append(number_of_genes)\n", " df_result_list_pre.append(df_2d_jac['AUC'][group1])\n", " df_result_list_pre.append(df_2d_jac['AUC'][group2])\n", "\n", "\n", " df_result_list_pre.append(auc_GO_terms_manw[auc_GO_terms_manw['adjusted_P_val_agg']<0.05]['gene'].count())\n", "\n", " \n", "\n", " print (df_result_list_pre)\n", " df_result_list_subclass.append(df_result_list_pre)\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(383, 383)\n", "(383, 2)\n", "0.5\n", "0.0\n" ] }, { "ename": "KeyError", "evalue": "'gene'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m~/.conda/envs/hicdup/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3079\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3080\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3081\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 'gene'", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 114\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 115\u001b[0;31m \u001b[0mdf_result_list_pre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mauc_GO_terms_manw\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mauc_GO_terms_manw\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'adjusted_P_val_agg'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m<\u001b[0m\u001b[0;36m0.05\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'gene'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 116\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 117\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicdup/lib/python3.8/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3022\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3023\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3024\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3025\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3026\u001b[0m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicdup/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3080\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3081\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3082\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3083\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3084\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 'gene'" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_result_list_subclass = []\n", "list_1 = ['Lamp5',\n", " 'Pvalb',\n", " 'Sncg',\n", " 'Sst',\n", " 'Vip',\n", " 'L2/3 IT',\n", " 'L5 ET',\n", " 'L5 IT',\n", " 'L5/6 NP',\n", " 'L6 CT',\n", " 'L6 IT',\n", " 'L6 IT Car3',\n", " 'L6b']\n", "\n", "#list_1 = ['GABAergic', 'Glutamatergic']\n", "#list_1 = ['Glutamatergic', 'GABAergic']\n", "for group1, group2 in list(itertools.combinations(list_1, 2)):\n", " \n", " \n", "\n", " #marker_list = marker_list[marker_list['rank'] <= 20] \n", " #marker_list = marker_list[marker_list['rank'] == 50] \n", " #marker_list = marker_list[marker_list['rank'].isin(list(range(0,51))+[1])] \n", " \n", " for number_of_genes in [200]:\n", " \n", " #for given_matrix, given_matrix_name in zip([df_jac_corr, df_exp_corr], ['hic', 'exp']):\n", " \n", " for tp_thresh in [4]:\n", " \n", " df_result_list_pre = []\n", " \n", " marker_list = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/notebooks/metamarkers/biccn_subclass_markers.csv')\n", " marker_list['gene'] = marker_list['gene'].str.upper()\n", "\n", " marker_list = marker_list[marker_list['rank'] <= number_of_genes] \n", " #marker_list = marker_list[marker_list['auroc'] >= 0.85] \n", "\n", " marker_list = marker_list[marker_list.cell_type.isin([group1, group2])]\n", " marker_list = marker_list.drop_duplicates(subset=['gene'], keep=False)\n", " df_ensg_name = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/mouse_geneid_symbol.txt',sep='\\t', names=['gene_id', 'gene'])\n", " df_ensg_name['gene'] = df_ensg_name['gene'].str.upper()\n", " marker_list = marker_list.merge(df_ensg_name, right_on='gene', left_on='gene') \n", "\n", " marker_table = marker_list.pivot_table(index='gene_id', columns='cell_type', values='rank', aggfunc='sum')\n", "\n", " marker_table.fillna(0, inplace=True)\n", "\n", " marker_table[marker_table != 0] = 1\n", "\n", " df_2d_jac, go_chrom = run_egad(marker_table, df_jac_corr)\n", " %matplotlib inline\n", " import seaborn as sns\n", " import matplotlib.pyplot as plt\n", " sns.scatterplot(data=df_2d_jac, x='AUC', y='DEGREE_NULL_AUC')\n", " #plt.plot([0, 1], [0, 1], c='black')\n", " #plt.axvline(x=df_2d_jac['AUC'].mean(),c='black',ls='--')\n", " #plt.axhline(y=df_2d_jac['DEGREE_NULL_AUC'].mean(), c='black', ls='--')\n", "\n", "\n", " \n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins.div(df_max_gene_whole_by_bins.mean(axis=1, skipna=True), axis=0)\n", "\n", "\n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins_coding.T[df_max_gene_whole_by_bins_coding.columns.isin(df_atac['gene'].tolist())].T\n", "\n", "\n", "\n", " df_max_gene_whole_group_1 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group1] == 1].index.tolist())]\n", "\n", "\n", " df_max_gene_whole_group_2 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group2] == 1].index.tolist())]\n", "\n", " \n", "\n", " z_p_dict = []\n", " bin_id = []\n", " mean_val = []\n", "\n", "\n", " for column in df_max_gene_whole_group_1:\n", " bin_id.append(column)\n", " try:\n", " U, p_val = mannwhitneyu(df_max_gene_whole_group_1[column].dropna().tolist(), df_max_gene_whole_group_2[column].dropna().tolist(), alternative=\"greater\")\n", " z_p_dict.append(p_val)\n", "\n", " mean_val.append((df_max_gene_whole_group_1[column].dropna().mean()-df_max_gene_whole_group_2[column].dropna().mean()))\n", "\n", " except:\n", " z_p_dict.append(np.nan)\n", " mean_val.append(np.nan)\n", " \n", "\n", " import statsmodels.api as sm\n", " auc_GO_terms_manw = pd.DataFrame(list(zip(bin_id, z_p_dict , mean_val)), columns=['id', 'P_val_agg', 'mean_diff'])\n", " auc_GO_terms_manw['class'] = \"gaba\"\n", " \n", "\n", " \n", " auc_GO_terms_manw.dropna(subset=['P_val_agg'], inplace=True)\n", "\n", " p_val_adjusted = sm.stats.multipletests(auc_GO_terms_manw['P_val_agg'].values, method='fdr_bh')\n", " auc_GO_terms_manw['adjusted_P_val_agg'] = p_val_adjusted[1]\n", " \n", "\n", " \n", " df_result_list_pre.append(group1)\n", " df_result_list_pre.append(group2)\n", " df_result_list_pre.append(number_of_genes)\n", " df_result_list_pre.append(df_2d_jac['AUC'][group1])\n", " df_result_list_pre.append(df_2d_jac['AUC'][group2])\n", "\n", "\n", " df_result_list_pre.append(auc_GO_terms_manw[auc_GO_terms_manw['adjusted_P_val_agg']<0.05]['class'].count())\n", "\n", " \n", "\n", " print (df_result_list_pre)\n", " df_result_list_subclass.append(df_result_list_pre)\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idP_val_aggmean_diffclassadjusted_P_val_agg
0chr1_750.0167110.066948gaba0.077667
1chr1_760.0047740.082777gaba0.038841
2chr1_770.0047160.082932gaba0.038659
3chr1_780.0210380.042600gaba0.089581
4chr1_790.0480360.055501gaba0.154140
..................
60002chr19_15290.8755500.090429gaba1.000000
60003chr19_15300.8908060.004272gaba1.000000
60004chr19_15310.3333200.255253gaba0.662828
60005chr19_15320.870555-0.016755gaba1.000000
60006chr19_15330.675710-0.028172gaba1.000000
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59991 rows × 5 columns

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" ], "text/plain": [ " id P_val_agg mean_diff class adjusted_P_val_agg\n", "0 chr1_75 0.016711 0.066948 gaba 0.077667\n", "1 chr1_76 0.004774 0.082777 gaba 0.038841\n", "2 chr1_77 0.004716 0.082932 gaba 0.038659\n", "3 chr1_78 0.021038 0.042600 gaba 0.089581\n", "4 chr1_79 0.048036 0.055501 gaba 0.154140\n", "... ... ... ... ... ...\n", "60002 chr19_1529 0.875550 0.090429 gaba 1.000000\n", "60003 chr19_1530 0.890806 0.004272 gaba 1.000000\n", "60004 chr19_1531 0.333320 0.255253 gaba 0.662828\n", "60005 chr19_1532 0.870555 -0.016755 gaba 1.000000\n", "60006 chr19_1533 0.675710 -0.028172 gaba 1.000000\n", "\n", "[59991 rows x 5 columns]" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ "auc_GO_terms_manw" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df_result_list_cluster = []\n", "list_1 = ['L2/3 IT_1',\n", " 'L2/3 IT_2',\n", " 'L2/3 IT_3',\n", " 'L4/5 IT_1',\n", " 'L4/5 IT_2',\n", " 'L5 IT_1',\n", " 'L5 IT_2',\n", " 'L5 IT_3',\n", " 'L5 IT_4',\n", " 'L5 PT_1',\n", " 'L5 PT_2',\n", " 'L5 PT_3',\n", " 'L5 PT_4',\n", " 'L5/6 NP CT',\n", " 'L5/6 NP_1',\n", " 'L5/6 NP_2',\n", " 'L5/6 NP_3',\n", " 'L6 CT Cpa6',\n", " 'L6 CT Gpr139',\n", " 'L6 CT Grp',\n", " 'L6 CT Kit_1',\n", " 'L6 CT Kit_2',\n", " 'L6 CT Pou3f2',\n", " 'L6 IT_1',\n", " 'L6 IT_2',\n", " 'L6b Col6a1',\n", " 'L6b Kcnip1',\n", " 'L6b Ror1',\n", " 'L6b Shisa6_1',\n", " 'L6b Shisa6_2',\n", " 'Lamp5 Egln3_1',\n", " 'Lamp5 Egln3_2',\n", " 'Lamp5 Egln3_3',\n", " 'Lamp5 Lhx6',\n", " 'Lamp5 Pax6',\n", " 'Lamp5 Pdlim5_1',\n", " 'Lamp5 Pdlim5_2',\n", " 'Lamp5 Slc35d3',\n", " 'Pvalb Calb1_1',\n", " 'Pvalb Calb1_2',\n", " 'Pvalb Egfem1',\n", " 'Pvalb Gabrg1',\n", " 'Pvalb Gpr149',\n", " 'Pvalb Il1rapl2',\n", " 'Pvalb Kank4',\n", " 'Pvalb Reln',\n", " 'Pvalb Vipr2_1',\n", " 'Pvalb Vipr2_2',\n", " 'Sncg Calb1_1',\n", " 'Sncg Calb1_2',\n", " 'Sncg Col14a1',\n", " 'Sncg Npy2r',\n", " 'Sncg Slc17a8',\n", " 'Vip Sncg',\n", " 'Sst C1ql3_1',\n", " 'Sst C1ql3_2',\n", " 'Sst Calb2',\n", " 'Sst Crhr2_1',\n", " 'Sst Crhr2_2',\n", " 'Sst Etv1',\n", " 'Sst Hpse',\n", " 'Sst Htr1a',\n", " 'Sst Myh8_1',\n", " 'Sst Myh8_2',\n", " 'Sst Myh8_3',\n", " 'Sst Pappa',\n", " 'Sst Penk',\n", " 'Sst Pvalb Calb2',\n", " 'Sst Pvalb Etv1',\n", " 'Sst Tac2',\n", " 'Sst Th_1',\n", " 'Sst Th_2',\n", " 'Sst Th_3',\n", " 'Vip C1ql1',\n", " 'Vip Chat_1',\n", " 'Vip Chat_2',\n", " 'Vip Gpc3',\n", " 'Vip Htr1f',\n", " 'Vip Igfbp6_1',\n", " 'Vip Igfbp6_2',\n", " 'Vip Mybpc1_1',\n", " 'Vip Mybpc1_2',\n", " 'Vip Mybpc1_3',\n", " 'Vip Serpinf1_1',\n", " 'Vip Serpinf1_2',\n", " 'Vip Serpinf1_3']\n", "\n", "#list_1 = ['GABAergic', 'Glutamatergic']\n", "#list_1 = ['Glutamatergic', 'GABAergic']\n", "for group1, group2 in list(itertools.combinations(list_1, 2)):\n", " \n", " \n", "\n", " #marker_list = marker_list[marker_list['rank'] <= 20] \n", " #marker_list = marker_list[marker_list['rank'] == 50] \n", " #marker_list = marker_list[marker_list['rank'].isin(list(range(0,51))+[1])] \n", " \n", " for number_of_genes in [200]:\n", " \n", " #for given_matrix, given_matrix_name in zip([df_jac_corr, df_exp_corr], ['hic', 'exp']):\n", " \n", " for tp_thresh in [4]:\n", " \n", " df_result_list_pre = []\n", " \n", " marker_list = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/notebooks/metamarkers/biccn_cluster_markers.csv')\n", " marker_list['gene'] = marker_list['gene'].str.upper()\n", "\n", " marker_list = marker_list[marker_list['rank'] <= number_of_genes] \n", " #marker_list = marker_list[marker_list['auroc'] >= 0.85] \n", "\n", " marker_list = marker_list[marker_list.cell_type.isin([group1, group2])]\n", " marker_list = marker_list.drop_duplicates(subset=['gene'], keep=False)\n", " df_ensg_name = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/genomes_jlee/mouse_geneid_symbol.txt',sep='\\t', names=['gene_id', 'gene'])\n", " df_ensg_name['gene'] = df_ensg_name['gene'].str.upper()\n", " marker_list = marker_list.merge(df_ensg_name, right_on='gene', left_on='gene') \n", "\n", " marker_table = marker_list.pivot_table(index='gene_id', columns='cell_type', values='rank', aggfunc='sum')\n", "\n", " marker_table.fillna(0, inplace=True)\n", "\n", " marker_table[marker_table != 0] = 1\n", "\n", " df_2d_jac, go_chrom = run_egad(marker_table, df_jac_corr)\n", " %matplotlib inline\n", " import seaborn as sns\n", " import matplotlib.pyplot as plt\n", " sns.scatterplot(data=df_2d_jac, x='AUC', y='DEGREE_NULL_AUC')\n", " #plt.plot([0, 1], [0, 1], c='black')\n", " #plt.axvline(x=df_2d_jac['AUC'].mean(),c='black',ls='--')\n", " #plt.axhline(y=df_2d_jac['DEGREE_NULL_AUC'].mean(), c='black', ls='--')\n", "\n", "\n", " \n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins.div(df_max_gene_whole_by_bins.mean(axis=1, skipna=True), axis=0)\n", "\n", "\n", " df_max_gene_whole_by_bins_coding = df_max_gene_whole_by_bins_coding.T[df_max_gene_whole_by_bins_coding.columns.isin(df_atac['gene'].tolist())].T\n", "\n", "\n", "\n", " df_max_gene_whole_group_1 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group1] == 1].index.tolist())]\n", "\n", "\n", " df_max_gene_whole_group_2 = df_max_gene_whole_by_bins_coding[df_max_gene_whole_by_bins_coding.index.isin(marker_table[marker_table[group2] == 1].index.tolist())]\n", "\n", " \n", "\n", " z_p_dict = []\n", " bin_id = []\n", " mean_val = []\n", "\n", "\n", " for column in df_max_gene_whole_group_1:\n", " bin_id.append(column)\n", " try:\n", " U, p_val = mannwhitneyu(df_max_gene_whole_group_1[column].dropna().tolist(), df_max_gene_whole_group_2[column].dropna().tolist(), alternative=\"greater\")\n", " z_p_dict.append(p_val)\n", "\n", " mean_val.append((df_max_gene_whole_group_1[column].dropna().mean()-df_max_gene_whole_group_2[column].dropna().mean()))\n", "\n", " except:\n", " z_p_dict.append(np.nan)\n", " mean_val.append(np.nan)\n", " \n", "\n", " import statsmodels.api as sm\n", " auc_GO_terms_manw = pd.DataFrame(list(zip(bin_id, z_p_dict , mean_val)), columns=['id', 'P_val_agg', 'mean_diff'])\n", " auc_GO_terms_manw['class'] = \"gaba\"\n", " \n", "\n", " \n", " auc_GO_terms_manw.dropna(subset=['P_val_agg'], inplace=True)\n", "\n", " p_val_adjusted = sm.stats.multipletests(auc_GO_terms_manw['P_val_agg'].values, method='fdr_bh')\n", " auc_GO_terms_manw['adjusted_P_val_agg'] = p_val_adjusted[1]\n", " \n", "\n", " \n", " df_result_list_pre.append(group1)\n", " df_result_list_pre.append(group2)\n", " df_result_list_pre.append(number_of_genes)\n", " df_result_list_pre.append(df_2d_jac['AUC'][group1])\n", " df_result_list_pre.append(df_2d_jac['AUC'][group2])\n", "\n", "\n", " df_result_list_pre.append(auc_GO_terms_manw[auc_GO_terms_manw['adjusted_P_val_agg']<0.05]['gene'].count())\n", "\n", " \n", "\n", " print (df_result_list_pre)\n", " df_result_list_cluster.append(df_result_list_pre)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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chr1_75chr1_76chr1_77chr1_78chr1_79chr1_80chr1_81chr1_82chr1_83chr1_84...chr19_1524chr19_1525chr19_1526chr19_1527chr19_1528chr19_1529chr19_1530chr19_1531chr19_1532chr19_1533
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ENSMUSG000000640651.0145051.2268561.0471271.2637571.3621321.1973661.4910601.2298641.3020381.239448...0.9014941.0495840.9620310.9501721.1668951.0831160.9525861.0031820.9656511.299962
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ENSMUSG000000200800.9374910.8774521.0817571.8399410.7133150.8494480.8917290.7794260.7560701.173735...0.9342231.1562980.9811040.9294451.3810340.8240080.8258940.7991890.8913791.323916
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ENSMUSG000000201731.2071751.2441951.2743111.0459451.3603541.2200541.1494911.1933511.3607171.467795...0.9054961.0319250.9908070.8861290.9380881.0167370.9154440.9924560.9805820.889231
ENSMUSG000000564270.9265441.6983710.9547770.8677590.9392831.1042170.8107830.9576271.0097870.974098...1.0695760.8738220.8653700.9795320.8219580.7955110.8330180.8503930.9820350.912859
ENSMUSG000000388071.0346660.7890790.9009801.0021140.7887470.8146270.8692340.9593570.7940801.206841...1.1889711.1803861.1975771.2063351.0847971.1450921.0445810.7868921.1802571.227583
ENSMUSG000000382550.5346420.5632830.5295370.3587160.7069130.6828180.6244890.6481360.6720390.453602...1.3268721.0885191.3730930.8001511.0165531.0138291.4003810.9304821.1013571.260252
ENSMUSG000000353550.7320920.4613990.6079810.8208290.7646790.9027500.8076860.8033420.3766470.869572...0.9229461.2142631.3615201.0517250.9449861.0723031.0457200.7139471.2968381.041359
ENSMUSG000000186340.6436260.5715140.5463510.6392730.6871640.8872930.5544130.6978440.7029690.646697...1.5019851.4094341.4744801.2484451.5444251.0515021.1399840.7431811.1040441.310117
ENSMUSG000000253720.6278900.6458770.8786430.8114010.6753390.7225340.5706570.6621860.8219520.745802...1.2660301.3605911.2380131.1826191.3057761.1985751.1809270.7775481.4668201.660319
ENSMUSG000000391140.8909911.1537800.6377470.8171200.8650270.8425050.8405840.7270111.2192270.651268...0.7997081.1675691.1136771.2022670.9977301.0917191.0239300.7753330.7412320.753930
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\n", "

48 rows × 60007 columns

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" ], "text/plain": [ " chr1_75 chr1_76 chr1_77 chr1_78 chr1_79 \\\n", "ENSMUSG00000026090 NaN NaN NaN NaN NaN \n", "ENSMUSG00000008136 NaN NaN NaN NaN NaN \n", "ENSMUSG00000038331 NaN NaN NaN NaN NaN \n", "ENSMUSG00000079434 NaN NaN NaN NaN NaN \n", "ENSMUSG00000056211 NaN NaN NaN NaN NaN \n", "ENSMUSG00000049630 0.862495 1.226486 1.231542 0.853515 0.993912 \n", "ENSMUSG00000026834 0.758109 1.076028 0.756325 1.248019 0.837220 \n", "ENSMUSG00000074968 1.178526 1.169117 1.149205 1.221131 1.523568 \n", "ENSMUSG00000027347 0.853887 0.846120 0.793048 0.942204 0.941935 \n", "ENSMUSG00000027296 0.572946 0.633821 0.784013 0.807274 0.506188 \n", "ENSMUSG00000027318 0.779750 0.593817 0.746901 0.492987 0.492068 \n", "ENSMUSG00000027419 0.853777 0.886614 0.687505 0.912559 0.805339 \n", "ENSMUSG00000068744 0.554743 0.693730 0.789468 0.811688 0.945204 \n", "ENSMUSG00000023232 0.716413 0.760450 0.703134 0.803249 0.717122 \n", "ENSMUSG00000039706 1.085475 0.890374 0.927399 1.075326 1.006706 \n", 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0.593141 0.634229 0.775157 \n", "ENSMUSG00000016763 0.746761 0.530799 0.875801 0.683170 0.762753 \n", "ENSMUSG00000037579 0.591941 0.459917 0.697851 0.829836 0.459754 \n", "ENSMUSG00000043811 0.703032 0.722926 0.398078 0.735696 0.795519 \n", "ENSMUSG00000043079 0.679301 0.603994 0.730308 0.774593 0.718167 \n", "\n", " chr1_80 chr1_81 chr1_82 chr1_83 chr1_84 ... \\\n", "ENSMUSG00000026090 NaN NaN NaN NaN NaN ... \n", "ENSMUSG00000008136 NaN NaN NaN NaN NaN ... \n", "ENSMUSG00000038331 NaN NaN NaN NaN NaN ... \n", "ENSMUSG00000079434 NaN NaN NaN NaN NaN ... \n", "ENSMUSG00000056211 NaN NaN NaN NaN NaN ... \n", "ENSMUSG00000049630 1.340999 0.999821 1.034220 1.118987 1.069005 ... \n", "ENSMUSG00000026834 1.128318 1.157863 1.144871 0.879082 1.116574 ... \n", "ENSMUSG00000074968 1.368657 1.139044 1.379678 0.985985 1.275549 ... \n", "ENSMUSG00000027347 4.120513 0.772598 0.946928 1.024540 0.791640 ... \n", "ENSMUSG00000027296 0.736312 0.458278 0.729300 0.723319 0.612486 ... \n", "ENSMUSG00000027318 0.762453 0.485094 0.620337 0.745757 0.733226 ... \n", "ENSMUSG00000027419 1.001806 0.920942 0.996204 1.001620 0.884230 ... \n", "ENSMUSG00000068744 0.371957 0.650786 0.617863 0.732171 0.757756 ... \n", "ENSMUSG00000023232 0.634955 0.605964 0.576500 0.708808 0.850949 ... \n", "ENSMUSG00000039706 1.143709 1.050807 1.084990 0.965283 1.170333 ... \n", "ENSMUSG00000029154 1.001258 0.698416 0.604051 0.849628 1.064231 ... \n", "ENSMUSG00000089809 0.772125 0.708715 0.869632 0.875671 0.792986 ... \n", "ENSMUSG00000037984 0.738505 1.181546 0.932048 0.745369 0.923475 ... \n", "ENSMUSG00000030270 0.646353 0.469974 0.613523 0.790249 0.392574 ... \n", "ENSMUSG00000070570 0.710631 0.557080 0.843170 0.781952 0.647422 ... \n", "ENSMUSG00000053025 0.834796 0.740980 0.860680 0.843352 0.928069 ... \n", "ENSMUSG00000078591 0.998446 1.030117 0.794047 0.985655 1.319383 ... \n", "ENSMUSG00000036306 0.691526 0.649112 0.780125 0.756748 0.843438 ... \n", "ENSMUSG00000032128 0.881272 1.085206 0.782542 0.817485 0.846051 ... \n", "ENSMUSG00000034584 0.813399 0.738373 0.722273 0.869295 0.945715 ... \n", "ENSMUSG00000032500 0.731495 0.809792 0.749889 0.751251 0.715302 ... \n", "ENSMUSG00000032503 1.001134 0.865853 0.950285 0.963911 0.862306 ... \n", "ENSMUSG00000032528 0.673796 0.810778 0.806418 0.842426 0.560484 ... \n", "ENSMUSG00000064065 1.197366 1.491060 1.229864 1.302038 1.239448 ... \n", "ENSMUSG00000101621 1.071782 1.449392 1.261921 1.190995 1.309666 ... \n", "ENSMUSG00000020080 0.849448 0.891729 0.779426 0.756070 1.173735 ... \n", "ENSMUSG00000020251 1.050553 0.698772 0.795308 0.741804 0.737017 ... \n", "ENSMUSG00000020173 1.220054 1.149491 1.193351 1.360717 1.467795 ... \n", "ENSMUSG00000056427 1.104217 0.810783 0.957627 1.009787 0.974098 ... \n", "ENSMUSG00000038807 0.814627 0.869234 0.959357 0.794080 1.206841 ... \n", "ENSMUSG00000038255 0.682818 0.624489 0.648136 0.672039 0.453602 ... \n", "ENSMUSG00000035355 0.902750 0.807686 0.803342 0.376647 0.869572 ... \n", "ENSMUSG00000018634 0.887293 0.554413 0.697844 0.702969 0.646697 ... \n", "ENSMUSG00000025372 0.722534 0.570657 0.662186 0.821952 0.745802 ... \n", "ENSMUSG00000039114 0.842505 0.840584 0.727011 1.219227 0.651268 ... \n", "ENSMUSG00000113121 1.176478 1.149661 1.278004 1.286202 1.016813 ... \n", "ENSMUSG00000037465 0.695966 0.454445 0.347693 0.677143 0.778672 ... \n", "ENSMUSG00000022342 1.266775 1.249233 1.002027 1.517817 1.795264 ... \n", "ENSMUSG00000068117 0.557053 0.647188 0.697593 0.943461 0.641653 ... \n", "ENSMUSG00000016763 0.667608 0.840680 0.741884 0.753909 0.530573 ... \n", "ENSMUSG00000037579 0.712382 0.734894 0.730941 0.705492 0.621975 ... \n", "ENSMUSG00000043811 0.812733 0.491229 0.540017 0.639923 0.691080 ... \n", "ENSMUSG00000043079 0.721367 0.786777 0.709181 0.820225 0.890337 ... \n", "\n", " chr19_1524 chr19_1525 chr19_1526 chr19_1527 \\\n", "ENSMUSG00000026090 1.343376 1.111435 1.034906 1.009804 \n", "ENSMUSG00000008136 1.076824 0.935172 0.850831 1.447381 \n", "ENSMUSG00000038331 0.760082 0.815967 0.824059 0.798266 \n", "ENSMUSG00000079434 1.199026 1.204457 1.126139 1.000489 \n", "ENSMUSG00000056211 1.017760 0.964418 0.921409 1.104561 \n", "ENSMUSG00000049630 0.612574 1.052181 0.829736 1.068939 \n", "ENSMUSG00000026834 0.812485 0.696381 0.636956 0.769484 \n", "ENSMUSG00000074968 0.522553 0.617390 0.716705 0.749418 \n", "ENSMUSG00000027347 0.642740 1.011242 0.810919 0.964532 \n", "ENSMUSG00000027296 1.069635 0.995176 1.247918 1.109736 \n", "ENSMUSG00000027318 1.491100 0.781375 1.033389 0.522428 \n", "ENSMUSG00000027419 0.859249 0.827037 0.906921 0.745915 \n", "ENSMUSG00000068744 0.819891 1.130327 1.112376 0.871746 \n", "ENSMUSG00000023232 1.114561 1.072732 1.178627 0.776415 \n", "ENSMUSG00000039706 0.864541 1.035940 1.011611 0.884049 \n", "ENSMUSG00000029154 1.137141 1.046183 0.880375 1.240808 \n", "ENSMUSG00000089809 0.854347 0.987102 0.898497 0.929819 \n", "ENSMUSG00000037984 0.816449 0.934910 0.752618 0.893530 \n", "ENSMUSG00000030270 1.049801 1.011989 0.742723 1.046800 \n", "ENSMUSG00000070570 1.024647 0.971021 1.162062 0.780178 \n", "ENSMUSG00000053025 0.911679 0.740525 0.854067 0.920722 \n", "ENSMUSG00000078591 0.937037 0.723264 0.810855 0.803892 \n", "ENSMUSG00000036306 1.282268 1.653604 1.009793 1.013133 \n", "ENSMUSG00000032128 0.831110 0.798747 1.055386 1.189976 \n", "ENSMUSG00000034584 1.292541 1.245556 0.987025 1.064634 \n", "ENSMUSG00000032500 1.038729 0.941177 0.932685 1.186515 \n", "ENSMUSG00000032503 0.866431 0.953839 0.836627 0.798026 \n", "ENSMUSG00000032528 1.447837 1.103326 1.160092 1.283764 \n", "ENSMUSG00000064065 0.901494 1.049584 0.962031 0.950172 \n", "ENSMUSG00000101621 0.947479 0.847406 0.907964 0.903309 \n", "ENSMUSG00000020080 0.934223 1.156298 0.981104 0.929445 \n", "ENSMUSG00000020251 1.329585 1.571738 1.305001 1.360563 \n", "ENSMUSG00000020173 0.905496 1.031925 0.990807 0.886129 \n", "ENSMUSG00000056427 1.069576 0.873822 0.865370 0.979532 \n", "ENSMUSG00000038807 1.188971 1.180386 1.197577 1.206335 \n", "ENSMUSG00000038255 1.326872 1.088519 1.373093 0.800151 \n", "ENSMUSG00000035355 0.922946 1.214263 1.361520 1.051725 \n", "ENSMUSG00000018634 1.501985 1.409434 1.474480 1.248445 \n", "ENSMUSG00000025372 1.266030 1.360591 1.238013 1.182619 \n", "ENSMUSG00000039114 0.799708 1.167569 1.113677 1.202267 \n", "ENSMUSG00000113121 0.951010 1.020933 0.915795 0.857431 \n", "ENSMUSG00000037465 0.892408 1.510937 1.382535 0.814561 \n", "ENSMUSG00000022342 0.793602 0.706804 0.627049 0.856150 \n", "ENSMUSG00000068117 1.160249 1.129738 1.393680 1.124700 \n", "ENSMUSG00000016763 1.263506 1.247082 1.199117 1.192782 \n", "ENSMUSG00000037579 1.171304 1.186349 1.101958 1.081629 \n", "ENSMUSG00000043811 1.188032 1.279431 1.173375 1.417512 \n", "ENSMUSG00000043079 1.184372 1.216712 1.166161 1.247690 \n", "\n", " chr19_1528 chr19_1529 chr19_1530 chr19_1531 \\\n", "ENSMUSG00000026090 1.221100 0.730459 0.957744 0.726355 \n", "ENSMUSG00000008136 0.823642 0.883750 0.710261 0.757618 \n", "ENSMUSG00000038331 0.958600 0.625353 0.890240 0.604962 \n", "ENSMUSG00000079434 1.439777 1.068961 0.829486 0.783653 \n", "ENSMUSG00000056211 0.934258 0.982693 0.804370 0.885801 \n", "ENSMUSG00000049630 1.029408 0.671989 0.967676 0.766852 \n", "ENSMUSG00000026834 0.753013 0.817626 0.804285 0.701408 \n", "ENSMUSG00000074968 0.654107 0.766100 0.464869 0.760952 \n", "ENSMUSG00000027347 0.936313 0.772803 0.832604 0.709271 \n", "ENSMUSG00000027296 0.762569 0.836578 0.992137 0.959754 \n", "ENSMUSG00000027318 0.918900 0.582207 1.213457 0.650260 \n", "ENSMUSG00000027419 0.781236 0.687310 0.722933 0.682147 \n", "ENSMUSG00000068744 1.130585 0.975680 0.866438 0.760304 \n", "ENSMUSG00000023232 0.739798 0.934566 0.956220 0.763148 \n", "ENSMUSG00000039706 1.057745 0.674711 0.718659 0.728670 \n", "ENSMUSG00000029154 0.710557 0.925973 0.773411 0.768085 \n", "ENSMUSG00000089809 1.006127 0.778102 0.757934 0.631427 \n", "ENSMUSG00000037984 1.207614 1.264214 0.726398 0.625809 \n", "ENSMUSG00000030270 0.916444 0.895708 0.785539 0.754964 \n", "ENSMUSG00000070570 1.152421 0.693367 1.125840 0.869568 \n", "ENSMUSG00000053025 0.802723 0.973495 0.872332 0.928347 \n", "ENSMUSG00000078591 0.828616 0.678072 0.835803 0.693429 \n", "ENSMUSG00000036306 1.307953 1.084257 1.205510 0.840037 \n", "ENSMUSG00000032128 1.417812 1.148093 1.381994 0.852265 \n", "ENSMUSG00000034584 1.250021 1.024746 0.963816 0.692844 \n", "ENSMUSG00000032500 1.089023 0.799372 1.001767 0.660746 \n", "ENSMUSG00000032503 0.851492 0.793345 0.894688 0.767394 \n", "ENSMUSG00000032528 0.981315 1.043931 1.246139 0.923891 \n", "ENSMUSG00000064065 1.166895 1.083116 0.952586 1.003182 \n", "ENSMUSG00000101621 0.796519 0.847839 0.766613 0.780743 \n", "ENSMUSG00000020080 1.381034 0.824008 0.825894 0.799189 \n", "ENSMUSG00000020251 1.419435 1.081027 1.264086 1.078347 \n", "ENSMUSG00000020173 0.938088 1.016737 0.915444 0.992456 \n", "ENSMUSG00000056427 0.821958 0.795511 0.833018 0.850393 \n", "ENSMUSG00000038807 1.084797 1.145092 1.044581 0.786892 \n", "ENSMUSG00000038255 1.016553 1.013829 1.400381 0.930482 \n", "ENSMUSG00000035355 0.944986 1.072303 1.045720 0.713947 \n", "ENSMUSG00000018634 1.544425 1.051502 1.139984 0.743181 \n", "ENSMUSG00000025372 1.305776 1.198575 1.180927 0.777548 \n", "ENSMUSG00000039114 0.997730 1.091719 1.023930 0.775333 \n", "ENSMUSG00000113121 0.975853 0.841719 0.861222 0.738801 \n", "ENSMUSG00000037465 1.145195 0.848436 1.313271 1.297811 \n", "ENSMUSG00000022342 0.817235 0.677114 0.923737 1.233033 \n", "ENSMUSG00000068117 1.328577 1.200309 1.309864 1.083237 \n", "ENSMUSG00000016763 1.005447 1.110224 1.065026 0.811481 \n", "ENSMUSG00000037579 1.464878 1.050192 1.159536 0.832825 \n", "ENSMUSG00000043811 1.270465 1.335441 1.168835 0.843825 \n", "ENSMUSG00000043079 1.013241 1.010526 1.064571 0.922829 \n", "\n", " chr19_1532 chr19_1533 \n", "ENSMUSG00000026090 0.958659 1.345632 \n", "ENSMUSG00000008136 1.108983 1.353577 \n", "ENSMUSG00000038331 0.849179 1.092488 \n", "ENSMUSG00000079434 1.018260 0.792502 \n", "ENSMUSG00000056211 0.963357 1.323345 \n", "ENSMUSG00000049630 0.946302 1.237517 \n", "ENSMUSG00000026834 0.948818 0.957470 \n", "ENSMUSG00000074968 0.612037 0.673622 \n", "ENSMUSG00000027347 0.734582 0.853904 \n", "ENSMUSG00000027296 0.826185 0.866599 \n", "ENSMUSG00000027318 0.936995 1.340222 \n", "ENSMUSG00000027419 0.758823 0.971494 \n", "ENSMUSG00000068744 0.899928 1.678131 \n", "ENSMUSG00000023232 1.001893 0.747308 \n", "ENSMUSG00000039706 0.765241 1.279336 \n", "ENSMUSG00000029154 1.129090 0.778099 \n", "ENSMUSG00000089809 0.967861 0.859982 \n", "ENSMUSG00000037984 0.945937 0.962141 \n", "ENSMUSG00000030270 0.992896 0.833172 \n", "ENSMUSG00000070570 0.921068 0.687021 \n", "ENSMUSG00000053025 1.164605 1.192842 \n", "ENSMUSG00000078591 0.751192 0.913127 \n", "ENSMUSG00000036306 1.371354 0.976393 \n", "ENSMUSG00000032128 0.962922 0.909459 \n", "ENSMUSG00000034584 1.023949 0.721032 \n", "ENSMUSG00000032500 1.014690 1.401365 \n", "ENSMUSG00000032503 0.896608 0.836888 \n", "ENSMUSG00000032528 1.228563 1.153485 \n", "ENSMUSG00000064065 0.965651 1.299962 \n", "ENSMUSG00000101621 0.952645 1.165282 \n", "ENSMUSG00000020080 0.891379 1.323916 \n", "ENSMUSG00000020251 1.398044 1.350894 \n", "ENSMUSG00000020173 0.980582 0.889231 \n", "ENSMUSG00000056427 0.982035 0.912859 \n", "ENSMUSG00000038807 1.180257 1.227583 \n", "ENSMUSG00000038255 1.101357 1.260252 \n", "ENSMUSG00000035355 1.296838 1.041359 \n", "ENSMUSG00000018634 1.104044 1.310117 \n", "ENSMUSG00000025372 1.466820 1.660319 \n", "ENSMUSG00000039114 0.741232 0.753930 \n", "ENSMUSG00000113121 0.887592 1.214107 \n", "ENSMUSG00000037465 1.063483 1.171843 \n", "ENSMUSG00000022342 0.612977 0.623478 \n", "ENSMUSG00000068117 1.230559 1.227235 \n", "ENSMUSG00000016763 1.115282 1.165687 \n", "ENSMUSG00000037579 1.374749 1.122971 \n", "ENSMUSG00000043811 1.201664 0.533345 \n", "ENSMUSG00000043079 1.034436 1.014401 \n", "\n", "[48 rows x 60007 columns]" ] }, "execution_count": 100, "metadata": {}, 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geneINEXtp_sum_preg_difftp_sum_pre2
0chr10_1000.1955700.2083011-0.0127313
1chr10_10000.7918171.1358230-0.3440064
2chr10_10010.3512600.6497261-0.2984663
3chr10_10020.6872270.9959041-0.3086763
4chr10_10030.4910630.7235561-0.2324933
.....................
64129chrX_9950.0351910.0369411-0.0017502
64130chrX_9960.0221340.01620510.0059291
64131chrX_9970.0236680.01587510.0077941
64132chrX_9980.0379560.02033920.0176170
64133chrX_9990.0441820.02214220.0220400
\n", "

64134 rows × 6 columns

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" ], "text/plain": [ " gene IN EX tp_sum_pre g_diff tp_sum_pre2\n", "0 chr10_100 0.195570 0.208301 1 -0.012731 3\n", "1 chr10_1000 0.791817 1.135823 0 -0.344006 4\n", "2 chr10_1001 0.351260 0.649726 1 -0.298466 3\n", "3 chr10_1002 0.687227 0.995904 1 -0.308676 3\n", "4 chr10_1003 0.491063 0.723556 1 -0.232493 3\n", "... ... ... ... ... ... ...\n", "64129 chrX_995 0.035191 0.036941 1 -0.001750 2\n", "64130 chrX_996 0.022134 0.016205 1 0.005929 1\n", "64131 chrX_997 0.023668 0.015875 1 0.007794 1\n", "64132 chrX_998 0.037956 0.020339 2 0.017617 0\n", "64133 chrX_999 0.044182 0.022142 2 0.022040 0\n", "\n", "[64134 rows x 6 columns]" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_atac" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geneINEXtp_sum_preg_difftp_sum_pre2idP_val_aggmean_diffclassadjusted_P_val_aggtrue_postrue_negpmean_diff_abs
0chr10_1000.1955700.20830130.0127311chr10_1000.3013140.053215gaba0.803027010.1969730.053215
1chr10_10000.7918171.13582340.3440060chr10_10000.3507100.019022gaba0.896871100.1031290.019022
2chr10_10010.3512600.64972630.2984661chr10_10010.0856320.061831gaba0.315218010.6847820.061831
3chr10_10020.6872270.99590430.3086761chr10_10020.0006670.149677gaba0.059852010.9401480.149677
4chr10_10030.4910630.72355630.2324931chr10_10030.0043030.172839gaba0.071238010.9287620.172839
................................................
59978chr9_9950.0292290.0199651-0.0092631chr9_9950.993718-0.115544gaba0.999996010.0000040.000000
59979chr9_9960.0291210.0200721-0.0090491chr9_9960.969247-0.096010gaba0.999996010.0000040.000000
59980chr9_9970.0489360.0265362-0.0224001chr9_9970.935649-0.070672gaba0.999996010.0000040.000000
59981chr9_9980.0363960.0340363-0.0023601chr9_9980.891664-0.072130gaba0.999996010.0000040.000000
59982chr9_9990.0375190.0223072-0.0152111chr9_9990.980782-0.097212gaba0.999996010.0000040.000000
\n", "

59983 rows × 15 columns

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" ], "text/plain": [ " gene IN EX tp_sum_pre g_diff tp_sum_pre2 \\\n", "0 chr10_100 0.195570 0.208301 3 0.012731 1 \n", "1 chr10_1000 0.791817 1.135823 4 0.344006 0 \n", "2 chr10_1001 0.351260 0.649726 3 0.298466 1 \n", "3 chr10_1002 0.687227 0.995904 3 0.308676 1 \n", "4 chr10_1003 0.491063 0.723556 3 0.232493 1 \n", "... ... ... ... ... ... ... \n", "59978 chr9_995 0.029229 0.019965 1 -0.009263 1 \n", "59979 chr9_996 0.029121 0.020072 1 -0.009049 1 \n", "59980 chr9_997 0.048936 0.026536 2 -0.022400 1 \n", "59981 chr9_998 0.036396 0.034036 3 -0.002360 1 \n", "59982 chr9_999 0.037519 0.022307 2 -0.015211 1 \n", "\n", " id P_val_agg mean_diff class adjusted_P_val_agg true_pos \\\n", "0 chr10_100 0.301314 0.053215 gaba 0.803027 0 \n", "1 chr10_1000 0.350710 0.019022 gaba 0.896871 1 \n", "2 chr10_1001 0.085632 0.061831 gaba 0.315218 0 \n", "3 chr10_1002 0.000667 0.149677 gaba 0.059852 0 \n", "4 chr10_1003 0.004303 0.172839 gaba 0.071238 0 \n", "... ... ... ... ... ... ... \n", "59978 chr9_995 0.993718 -0.115544 gaba 0.999996 0 \n", "59979 chr9_996 0.969247 -0.096010 gaba 0.999996 0 \n", "59980 chr9_997 0.935649 -0.070672 gaba 0.999996 0 \n", "59981 chr9_998 0.891664 -0.072130 gaba 0.999996 0 \n", "59982 chr9_999 0.980782 -0.097212 gaba 0.999996 0 \n", "\n", " true_neg p mean_diff_abs \n", "0 1 0.196973 0.053215 \n", "1 0 0.103129 0.019022 \n", "2 1 0.684782 0.061831 \n", "3 1 0.940148 0.149677 \n", "4 1 0.928762 0.172839 \n", "... ... ... ... \n", "59978 1 0.000004 0.000000 \n", "59979 1 0.000004 0.000000 \n", "59980 1 0.000004 0.000000 \n", "59981 1 0.000004 0.000000 \n", "59982 1 0.000004 0.000000 \n", "\n", "[59983 rows x 15 columns]" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_atac_hic" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df_atac_hic, y='IN', x='mean_diff')" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df_atac_hic, y='EX', x='mean_diff')" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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geneGlutamatergicGABAergictp_sum_preg_difftp_sum_pre2idP_val_aggmean_diffclassadjusted_P_val_aggtrue_postrue_negpmean_diff_abs
0chr10_1000.2083010.19557030.0127311chr10_1000.3013140.053215gaba0.803027010.1969730.196973
1chr10_10001.1358230.79181740.3440060chr10_10000.3507100.019022gaba0.896871010.1031290.103129
2chr10_10010.6497260.35126030.2984661chr10_10010.0856320.061831gaba0.315218010.6847820.684782
3chr10_10020.9959040.68722730.3086761chr10_10020.0006670.149677gaba0.059852010.9401480.940148
4chr10_10030.7235560.49106330.2324931chr10_10030.0043030.172839gaba0.071238010.9287620.928762
................................................
59978chr9_9950.0199650.0292291-0.0092631chr9_9950.993718-0.115544gaba0.999996010.0000040.000004
59979chr9_9960.0200720.0291211-0.0090491chr9_9960.969247-0.096010gaba0.999996010.0000040.000004
59980chr9_9970.0265360.0489362-0.0224001chr9_9970.935649-0.070672gaba0.999996010.0000040.000004
59981chr9_9980.0340360.0363963-0.0023601chr9_9980.891664-0.072130gaba0.999996010.0000040.000004
59982chr9_9990.0223070.0375192-0.0152111chr9_9990.980782-0.097212gaba0.999996010.0000040.000004
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59983 rows × 15 columns

\n", "
" ], "text/plain": [ " gene Glutamatergic GABAergic tp_sum_pre g_diff \\\n", "0 chr10_100 0.208301 0.195570 3 0.012731 \n", "1 chr10_1000 1.135823 0.791817 4 0.344006 \n", "2 chr10_1001 0.649726 0.351260 3 0.298466 \n", "3 chr10_1002 0.995904 0.687227 3 0.308676 \n", "4 chr10_1003 0.723556 0.491063 3 0.232493 \n", "... ... ... ... ... ... \n", "59978 chr9_995 0.019965 0.029229 1 -0.009263 \n", "59979 chr9_996 0.020072 0.029121 1 -0.009049 \n", "59980 chr9_997 0.026536 0.048936 2 -0.022400 \n", "59981 chr9_998 0.034036 0.036396 3 -0.002360 \n", "59982 chr9_999 0.022307 0.037519 2 -0.015211 \n", "\n", " tp_sum_pre2 id P_val_agg mean_diff class \\\n", "0 1 chr10_100 0.301314 0.053215 gaba \n", "1 0 chr10_1000 0.350710 0.019022 gaba \n", "2 1 chr10_1001 0.085632 0.061831 gaba \n", "3 1 chr10_1002 0.000667 0.149677 gaba \n", "4 1 chr10_1003 0.004303 0.172839 gaba \n", "... ... ... ... ... ... \n", "59978 1 chr9_995 0.993718 -0.115544 gaba \n", "59979 1 chr9_996 0.969247 -0.096010 gaba \n", "59980 1 chr9_997 0.935649 -0.070672 gaba \n", "59981 1 chr9_998 0.891664 -0.072130 gaba \n", "59982 1 chr9_999 0.980782 -0.097212 gaba \n", "\n", " adjusted_P_val_agg true_pos true_neg p mean_diff_abs \n", "0 0.803027 0 1 0.196973 0.196973 \n", "1 0.896871 0 1 0.103129 0.103129 \n", "2 0.315218 0 1 0.684782 0.684782 \n", "3 0.059852 0 1 0.940148 0.940148 \n", "4 0.071238 0 1 0.928762 0.928762 \n", "... ... ... ... ... ... \n", "59978 0.999996 0 1 0.000004 0.000004 \n", "59979 0.999996 0 1 0.000004 0.000004 \n", "59980 0.999996 0 1 0.000004 0.000004 \n", "59981 0.999996 0 1 0.000004 0.000004 \n", "59982 0.999996 0 1 0.000004 0.000004 \n", "\n", "[59983 rows x 15 columns]" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_atac_hic" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 4.0)" ] }, "execution_count": 162, "metadata": {}, "output_type": "execute_result" }, { "data": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.scatterplot(data=df_atac_hic, y=group1, x='p')\n", "ax.set_ylim([0,4])" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 4.0)" ] }, "execution_count": 163, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.scatterplot(data=df_atac_hic, y=group2, x='p')\n", "ax.set_ylim([0,4])" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.scatterplot(data=df_atac_hic, y=group2, x='p')\n", "#ax.set_ylim([0,4])" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.scatterplot(data=df_atac_hic, y=group1, x='p')\n", "#ax.set_ylim([0,4])" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.scatterplot(data=df_atac_hic, y='g_diff', x='p')\n", "#ax.set_ylim([0,4])" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.scatterplot(data=df_atac_hic, y='g_diff', x='p')\n", "#ax.set_ylim([0,4])" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df_atac_hic, y='EX', x='p')" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df_atac_hic, y='IN', x='p')" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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set1set2#genesAUC1AUC2threshttsig_binsAUCatac
0GABAergicNon-Neuronal500.7155150.71921345965147380.495962
1GABAergicNon-Neuronal1000.6473150.64595045965162260.503597
2GABAergicNon-Neuronal2000.6429610.64846145965244980.496028
3GABAergicGlutamatergic500.6410870.6417274627800.363164
4GABAergicGlutamatergic1000.4737850.4685314627800.449831
5GABAergicGlutamatergic2000.5504450.5079684627800.419776
6Non-NeuronalGABAergic500.7192130.7155154344130260.795192
7Non-NeuronalGABAergic1000.6459500.6473154344124070.789285
8Non-NeuronalGABAergic2000.6484610.6429614344172620.797751
9Non-NeuronalGlutamatergic500.5783660.6106724100600.627036
10Non-NeuronalGlutamatergic1000.6280160.6343234100630100.691757
11Non-NeuronalGlutamatergic2000.5836530.5830344100671660.689519
12GlutamatergicGABAergic500.6417270.6410874389310.750559
13GlutamatergicGABAergic1000.4685310.4737854389300.644127
14GlutamatergicGABAergic2000.5079680.5504454389300.697811
15GlutamatergicNon-Neuronal500.6106720.57836641248300.530168
16GlutamatergicNon-Neuronal1000.6343230.62801641248343250.542738
17GlutamatergicNon-Neuronal2000.5830340.58365341248361140.539516
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" ], "text/plain": [ " set1 set2 #genes AUC1 AUC2 thresh tt \\\n", "0 GABAergic Non-Neuronal 50 0.715515 0.719213 4 5965 \n", "1 GABAergic Non-Neuronal 100 0.647315 0.645950 4 5965 \n", "2 GABAergic Non-Neuronal 200 0.642961 0.648461 4 5965 \n", "3 GABAergic Glutamatergic 50 0.641087 0.641727 4 6278 \n", "4 GABAergic Glutamatergic 100 0.473785 0.468531 4 6278 \n", "5 GABAergic Glutamatergic 200 0.550445 0.507968 4 6278 \n", "6 Non-Neuronal GABAergic 50 0.719213 0.715515 4 344 \n", "7 Non-Neuronal GABAergic 100 0.645950 0.647315 4 344 \n", "8 Non-Neuronal GABAergic 200 0.648461 0.642961 4 344 \n", "9 Non-Neuronal Glutamatergic 50 0.578366 0.610672 4 1006 \n", "10 Non-Neuronal Glutamatergic 100 0.628016 0.634323 4 1006 \n", "11 Non-Neuronal Glutamatergic 200 0.583653 0.583034 4 1006 \n", "12 Glutamatergic GABAergic 50 0.641727 0.641087 4 3893 \n", "13 Glutamatergic GABAergic 100 0.468531 0.473785 4 3893 \n", "14 Glutamatergic GABAergic 200 0.507968 0.550445 4 3893 \n", "15 Glutamatergic Non-Neuronal 50 0.610672 0.578366 4 12483 \n", "16 Glutamatergic Non-Neuronal 100 0.634323 0.628016 4 12483 \n", "17 Glutamatergic Non-Neuronal 200 0.583034 0.583653 4 12483 \n", "\n", " sig_bins AUCatac \n", "0 14738 0.495962 \n", "1 16226 0.503597 \n", "2 24498 0.496028 \n", "3 0 0.363164 \n", "4 0 0.449831 \n", "5 0 0.419776 \n", "6 13026 0.795192 \n", "7 12407 0.789285 \n", "8 17262 0.797751 \n", "9 0 0.627036 \n", "10 3010 0.691757 \n", "11 7166 0.689519 \n", "12 1 0.750559 \n", "13 0 0.644127 \n", "14 0 0.697811 \n", "15 0 0.530168 \n", "16 4325 0.542738 \n", "17 6114 0.539516 " ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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chr1_0chr1_1chr1_2chr1_3chr1_4chr1_5chr1_6chr1_7chr1_8chr1_9...chr19_1526chr19_1527chr19_1528chr19_1529chr19_1530chr19_1531chr19_1532chr19_1533chr19_1534chr19_1535
ENSMUSG00000102693NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...0.8772180.7846120.6223781.2738050.8173361.0615190.8208850.6262110.00.0
ENSMUSG00000064842NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...0.9726870.8117250.5850951.5970221.0558321.4979450.9341771.0180500.00.0
ENSMUSG00000051951NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...0.7830140.8266600.7656000.8213711.1789050.9786580.8828690.8241070.00.0
ENSMUSG00000102851NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...0.6234210.8171480.7200060.5744611.0286001.1140970.6175560.8926130.00.0
ENSMUSG00000103377NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...0.7221100.8220270.9689721.1729800.9273950.8912990.6878040.4418450.00.0
..................................................................
ENSMUSG000000702630.00.00.00.00.00.00.00.00.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ENSMUSG000000946490.00.00.00.00.00.00.00.00.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ENSMUSG000000694750.00.00.00.00.00.00.00.00.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ENSMUSG000000593260.00.00.00.00.00.00.00.00.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ENSMUSG000000959930.00.00.00.00.00.00.00.00.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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50225 rows × 61578 columns

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" ], "text/plain": [ " chr1_0 chr1_1 chr1_2 chr1_3 chr1_4 chr1_5 chr1_6 \\\n", "ENSMUSG00000102693 NaN NaN NaN NaN NaN NaN NaN \n", "ENSMUSG00000064842 NaN NaN NaN NaN NaN NaN NaN \n", "ENSMUSG00000051951 NaN NaN NaN NaN NaN NaN NaN \n", "ENSMUSG00000102851 NaN NaN NaN NaN NaN NaN NaN \n", "ENSMUSG00000103377 NaN NaN NaN NaN NaN NaN NaN \n", "... ... ... ... ... ... ... ... \n", "ENSMUSG00000070263 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "ENSMUSG00000094649 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "ENSMUSG00000069475 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "ENSMUSG00000059326 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "ENSMUSG00000095993 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "\n", " chr1_7 chr1_8 chr1_9 ... chr19_1526 chr19_1527 \\\n", "ENSMUSG00000102693 NaN NaN NaN ... 0.877218 0.784612 \n", "ENSMUSG00000064842 NaN NaN NaN ... 0.972687 0.811725 \n", "ENSMUSG00000051951 NaN NaN NaN ... 0.783014 0.826660 \n", "ENSMUSG00000102851 NaN NaN NaN ... 0.623421 0.817148 \n", "ENSMUSG00000103377 NaN NaN NaN ... 0.722110 0.822027 \n", "... ... ... ... ... ... ... \n", "ENSMUSG00000070263 0.0 0.0 0.0 ... NaN NaN \n", "ENSMUSG00000094649 0.0 0.0 0.0 ... NaN NaN \n", "ENSMUSG00000069475 0.0 0.0 0.0 ... NaN NaN \n", "ENSMUSG00000059326 0.0 0.0 0.0 ... NaN NaN \n", "ENSMUSG00000095993 0.0 0.0 0.0 ... NaN NaN \n", "\n", " chr19_1528 chr19_1529 chr19_1530 chr19_1531 \\\n", "ENSMUSG00000102693 0.622378 1.273805 0.817336 1.061519 \n", "ENSMUSG00000064842 0.585095 1.597022 1.055832 1.497945 \n", "ENSMUSG00000051951 0.765600 0.821371 1.178905 0.978658 \n", "ENSMUSG00000102851 0.720006 0.574461 1.028600 1.114097 \n", "ENSMUSG00000103377 0.968972 1.172980 0.927395 0.891299 \n", "... ... ... ... ... \n", "ENSMUSG00000070263 NaN NaN NaN NaN \n", "ENSMUSG00000094649 NaN NaN NaN NaN \n", "ENSMUSG00000069475 NaN NaN NaN NaN \n", "ENSMUSG00000059326 NaN NaN NaN NaN \n", "ENSMUSG00000095993 NaN NaN NaN NaN \n", "\n", " chr19_1532 chr19_1533 chr19_1534 chr19_1535 \n", "ENSMUSG00000102693 0.820885 0.626211 0.0 0.0 \n", "ENSMUSG00000064842 0.934177 1.018050 0.0 0.0 \n", "ENSMUSG00000051951 0.882869 0.824107 0.0 0.0 \n", "ENSMUSG00000102851 0.617556 0.892613 0.0 0.0 \n", "ENSMUSG00000103377 0.687804 0.441845 0.0 0.0 \n", "... ... ... ... ... \n", "ENSMUSG00000070263 NaN NaN NaN NaN \n", "ENSMUSG00000094649 NaN NaN NaN NaN \n", "ENSMUSG00000069475 NaN NaN NaN NaN \n", "ENSMUSG00000059326 NaN NaN NaN NaN \n", "ENSMUSG00000095993 NaN NaN NaN NaN \n", "\n", "[50225 rows x 61578 columns]" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_max_gene_whole_by_bins.div(df_max_gene_whole_by_bins.mean(axis=1), axis=0)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "12.945985200480001" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_atac['IN'].max() (gaba)" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geneINEXtp_sum_preg_difftp_sum_pre2
0chr10_1000.1955700.20830130.0127311
1chr10_10000.7918171.13582340.3440060
2chr10_10010.3512600.64972630.2984661
3chr10_10020.6872270.99590430.3086761
4chr10_10030.4910630.72355630.2324931
.....................
64129chrX_9950.0351910.03694120.0017501
64130chrX_9960.0221340.0162051-0.0059291
64131chrX_9970.0236680.0158751-0.0077941
64132chrX_9980.0379560.0203390-0.0176172
64133chrX_9990.0441820.0221420-0.0220402
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64134 rows × 6 columns

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" ], "text/plain": [ " gene IN EX tp_sum_pre g_diff tp_sum_pre2\n", "0 chr10_100 0.195570 0.208301 3 0.012731 1\n", "1 chr10_1000 0.791817 1.135823 4 0.344006 0\n", "2 chr10_1001 0.351260 0.649726 3 0.298466 1\n", "3 chr10_1002 0.687227 0.995904 3 0.308676 1\n", "4 chr10_1003 0.491063 0.723556 3 0.232493 1\n", "... ... ... ... ... ... ...\n", "64129 chrX_995 0.035191 0.036941 2 0.001750 1\n", "64130 chrX_996 0.022134 0.016205 1 -0.005929 1\n", "64131 chrX_997 0.023668 0.015875 1 -0.007794 1\n", "64132 chrX_998 0.037956 0.020339 0 -0.017617 2\n", "64133 chrX_999 0.044182 0.022142 0 -0.022040 2\n", "\n", "[64134 rows x 6 columns]" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_atac" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6.088765020699999" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_atac['EX'].max() (gluata)" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.33290990814018856" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_atac['IN'].mean()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.3955271123668317" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_atac['EX'].mean() " ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ENSMUSG00000102693 23.848776\n", "ENSMUSG00000064842 23.848658\n", "ENSMUSG00000051951 34.057705\n", "ENSMUSG00000102851 23.848789\n", "ENSMUSG00000103377 23.848669\n", " ... \n", "ENSMUSG00000070263 22.517809\n", "ENSMUSG00000094649 22.517809\n", "ENSMUSG00000069475 22.517809\n", "ENSMUSG00000059326 22.517799\n", "ENSMUSG00000095993 22.517817\n", "Length: 50225, dtype: float32" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_max_gene_whole_by_bins.mean(axis=1, skipna=True)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "a = np.array([[1, 2], [3, 4]])" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2., 3.])" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.mean(axis=0)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Item wrong length 61578 instead of 50225.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_max_gene_whole_by_bins\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf_max_gene_whole_by_bins\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmarker_table\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/.conda/envs/hicdup/lib/python3.8/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3013\u001b[0m \u001b[0;31m# Do we have a (boolean) 1d indexer?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3014\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_bool_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3015\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_bool_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3016\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3017\u001b[0m \u001b[0;31m# We are left with two options: a single key, and a collection of keys,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hicdup/lib/python3.8/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_bool_array\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3060\u001b[0m )\n\u001b[1;32m 3061\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3062\u001b[0;31m raise ValueError(\n\u001b[0m\u001b[1;32m 3063\u001b[0m \u001b[0;34mf\"Item wrong length {len(key)} instead of {len(self.index)}.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3064\u001b[0m )\n", "\u001b[0;31mValueError\u001b[0m: Item wrong length 61578 instead of 50225." ] } ], "source": [ "df_max_gene_whole_by_bins[df_max_gene_whole_by_bins.columns.isin(marker_table.index.tolist())]" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['ENSMUSG00000002985',\n", " 'ENSMUSG00000005360',\n", " 'ENSMUSG00000007097',\n", " 'ENSMUSG00000022708',\n", " 'ENSMUSG00000026421',\n", " 'ENSMUSG00000026787',\n", " 'ENSMUSG00000027199',\n", " 'ENSMUSG00000027447',\n", " 'ENSMUSG00000036766',\n", " 'ENSMUSG00000037610',\n", " 'ENSMUSG00000039607',\n", " 'ENSMUSG00000040260',\n", " 'ENSMUSG00000053519',\n", " 'ENSMUSG00000058975',\n", " 'ENSMUSG00000062078',\n", " 'ENSMUSG00000062209',\n", " 'ENSMUSG00000070880',\n", " 'ENSMUSG00000090063',\n", " 'ENSMUSG00000092274',\n", " 'ENSMUSG00000096914',\n", " 'ENSMUSG00000098326',\n", " 'ENSMUSG00000111138']" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "marker_table.index.tolist()" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['chr1_0', 'chr1_1', 'chr1_2', 'chr1_3', 'chr1_4', 'chr1_5', 'chr1_6',\n", " 'chr1_7', 'chr1_8', 'chr1_9',\n", " ...\n", " 'chr19_1526', 'chr19_1527', 'chr19_1528', 'chr19_1529', 'chr19_1530',\n", " 'chr19_1531', 'chr19_1532', 'chr19_1533', 'chr19_1534', 'chr19_1535'],\n", " dtype='object', length=61578)" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_max_gene_whole_by_bins.columns" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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hierarchy_levelmarker_setn_genesf1
1288subclassPvalb10.780280
1289subclassPvalb20.909541
1290subclassPvalb50.955372
1291subclassPvalb100.965347
1292subclassPvalb200.972673
1293subclassPvalb500.972867
1294subclassPvalb1000.972739
1295subclassPvalb2000.959557
1296subclassPvalb5000.951210
1297subclassPvalb10000.926475
1298subclassPvalb20000.950225
1299subclassPvalb50000.904615
1300subclassPvalb100000.932137
\n", "
" ], "text/plain": [ " hierarchy_level marker_set n_genes f1\n", "1288 subclass Pvalb 1 0.780280\n", "1289 subclass Pvalb 2 0.909541\n", "1290 subclass Pvalb 5 0.955372\n", "1291 subclass Pvalb 10 0.965347\n", "1292 subclass Pvalb 20 0.972673\n", "1293 subclass Pvalb 50 0.972867\n", "1294 subclass Pvalb 100 0.972739\n", "1295 subclass Pvalb 200 0.959557\n", "1296 subclass Pvalb 500 0.951210\n", "1297 subclass Pvalb 1000 0.926475\n", "1298 subclass Pvalb 2000 0.950225\n", "1299 subclass Pvalb 5000 0.904615\n", "1300 subclass Pvalb 10000 0.932137" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_optimal_marker = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/notebooks/metamarkers/optimal_number_markers.csv')\n", "df_optimal_marker[df_optimal_marker['marker_set'] == 'Pvalb']\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'marker_list' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmarker_list\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mNameError\u001b[0m: name 'marker_list' is not defined" ] } ], "source": [ "marker_list " ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "df_optimal_marker = pd.read_csv('/grid/gillis/data/lohia/hi_c_data_processing/notebooks/metamarkers/optimal_number_markers.csv')\n", "df_optimal_marker = df_optimal_marker[df_optimal_marker['n_genes'] >= 10]\n", "df_optimal_marker = df_optimal_marker[df_optimal_marker['f1'] <= 0.8]\n", "#df_optimal_marker = df_optimal_marker[df_optimal_marker['f1'] >= 0.8]\n", "df_optimal_marker = df_optimal_marker.loc[df_optimal_marker.groupby('marker_set')['f1'].idxmax()]\n", "#df_optimal_marker = df_optimal_marker.loc[df_optimal_marker.groupby('marker_set')['f1'].idxmin()]\n", "marker_list_optimal_marker = []\n", "for marker, n_genes in zip(df_optimal_marker['marker_set'].tolist(), df_optimal_marker['n_genes'].tolist()):\n", " #print (n_genes)\n", " \n", " marker_list_optimal_marker.append(marker_list[(marker_list['cell_type'] == marker) & (marker_list['rank'] <= n_genes)])\n", " \n", "marker_list = pd.concat(marker_list_optimal_marker)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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hierarchy_levelmarker_setn_genesf1
1180subclassL2/3 IT10000.726512
44joint_clusterL2/3 IT_1500.517432
59joint_clusterL2/3 IT_22000.548169
99joint_clusterL4/5 IT_150000.761495
112joint_clusterL4/5 IT_250000.739207
...............
1110joint_clusterVip Mybpc1_3200.594133
1123joint_clusterVip Serpinf1_1200.414391
1140joint_clusterVip Serpinf1_25000.721014
1150joint_clusterVip Serpinf1_3500.566260
1166joint_clusterVip Sncg5000.775557
\n", "

91 rows × 4 columns

\n", "
" ], "text/plain": [ " hierarchy_level marker_set n_genes f1\n", "1180 subclass L2/3 IT 1000 0.726512\n", "44 joint_cluster L2/3 IT_1 50 0.517432\n", "59 joint_cluster L2/3 IT_2 200 0.548169\n", "99 joint_cluster L4/5 IT_1 5000 0.761495\n", "112 joint_cluster L4/5 IT_2 5000 0.739207\n", "... ... ... ... ...\n", "1110 joint_cluster Vip Mybpc1_3 20 0.594133\n", "1123 joint_cluster Vip Serpinf1_1 20 0.414391\n", "1140 joint_cluster Vip Serpinf1_2 500 0.721014\n", "1150 joint_cluster Vip Serpinf1_3 50 0.566260\n", "1166 joint_cluster Vip Sncg 500 0.775557\n", "\n", "[91 rows x 4 columns]" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_optimal_marker" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "marker_list_optimal_marker = []\n", "for marker, n_genes in zip(df_optimal_marker['marker_set'].tolist(), df_optimal_marker['n_genes'].tolist()):\n", " #print (n_genes)\n", " \n", " marker_list_optimal_marker.append(marker_list[(marker_list['cell_type'] == marker) & (marker_list['rank'] <= n_genes)])\n", " \n", "marker_list = pd.concat(marker_list_optimal_marker)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame(df_result_list, columns = ['set1', 'set2', '#genes', 'AUC1', 'AUC2', 'exp']) " ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "df = df[df['exp'] == 'exp']" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "df['sets'] = df['set1'] + df['set2']" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p2LEjcXFxvPLKK4E+9+rVixtuuIHY2FhycnK4/fbbiYmJYcCAAVx66aWB8t89e/bk2Ad8P/nkExITE4mPj6d3795F/TcoG865SvOVlJTkRIJp+fLlxV958XTnHmnk3F9q//b1SCNf+0mYOHGiu/POOwtdfsstt7g333zTZWVluSZNmrjDhw8755x7/fXXXf369V18fLxr2LCh6969u8vOzg5s17ZtW7dhwwY3e/ZsN3DgQOecc4cPH3Zdu3Z1W7dudc45N23aNDds2DDnnHM9evRwt912W2D7mJgY9+233zrnnBs3bpyLiYlxzjk3d+5c179/f+ecc3fffbcbPXp0YJsdO3a4999/3w0aNKjQ/vz444+Bfb3++utu5MiRgWX9+/d3c+fOdc45V7NmzTzbZWZmOuec279/v4uJiXHbt293zjkHuI8//tg559ygQYNcnz593OHDh11aWpqLj493zjm3b98+d+DAAeecc6tXr3bHfrfk7otzzr3yyivu4Ycfds45d/DgQZeUlOTWr1/v5s6d62rUqOHWr1/vnHPunXfecZdccok7evSo27x5s6tbt6575513Au/jggUL3NatW12zZs0C2xyLvzR5/f8FUlwhv1N1BSESLJ/9FY7kq9x65ICvvRRVlnLfxzz66KMkJCQUKLRXUs899xzx8fF06dKFn3/+mTVr1gC+ekwXX3wxALGxsfTo0YPIyEhiY2MDjyE9cuQI//M//0NsbCxXX311oXMEc+bM4c033yQhIYHOnTuTmZkZOE6nTp1o1aoV4CuMePXVVxMWFsbpp59Or169Cuzr+++/54ILLghsU69evZPqf2nQJ6lFgiUro2TtxVTZyn23a9eOxYsXk5OTQ1hYGPfddx/33Xef5/OZc5fghoJluI/54osv+PTTT5k3bx41atSgZ8+egXUjIyMDMYSFhQVKcoeFhQXmUp555hkaNWoUiKtatWqF9uf555+nX79+BY6fuyR4cd4fr/cm1HQFUYFkHshk35GSTR5KCNVpVrL2Yqps5b7btGlDcnIy999/f2BC9+DBg56/VFu2bElaWho5OTn8/PPPzJ8/P7AsMjIy8ES5rKwsoqOjqVGjBitXrgzEVVxZWVk0btyYsLAw3nrrrUBcUVFR7NmzJ7Bev379eOmllwLHXb16tecEf/fu3Xn33XfJyclhy5YtfPHFFwXW6dq1K19++WXggUYlnaQPBiWICuDXfb/y0uKXuObDaxgxZwQ/bP6BozlF3xkh5UDvByEy37MfIqv72k9CZSz3/eqrr5KZmUmbNm0Ck8e5H+xzzHnnnUerVq2IjY1lzJgxeR69OmLECOLi4hg8eDAXX3wx2dnZxMXF8cADD9ClS5cSvce33347b7zxBl26dGH16tWBq4G4uDgiIiKIj4/nmWeeYfjw4bRr147ExETat2/PH/7wB887uq666iqaNWsWWKdz584F3p8GDRowadIkrrzySuLj48tFXSuV+y7nclwOzy98nleXvhpoi7AI/nXpv4ipH1PElhIMJS33Tfq/fXMOWRm+K4feD0LcNcELMIRU7rtox96fzMxMOnXqxLfffsvpp59epjGo3Hcls3X/VqauynurYrbLZs3ONUoQFUHcNZU2IeSnct9FGzBgALt27eLw4cM88MADZZ4cToQSRDlXNbwqdavWLTD3UCOyRogiEvGmct9F85p3KO80B1HORVeLZkzymDxtzaOac269EgxziIicAF1BVADnNz2fyRdPZun2pURXiyahQQLNazcPdVgiUskpQVQAVSOqktQoiaRGSaEORUROIRpiEhERT0FNEGZ2sZmtMrO1ZjbeY3m0mc00s3Qzm29m7XMt22BmS8wszcwq172rIifBzLjrrrsCr5966ikmTJhQKvueMGECNWrUYOvWrYE2r080h1r+EuDHCu61bduWxMRE+vfvz5IlSwBfn5566qki95eWlsbHH38c1JgBZs2aVaqlvTdt2sTvfve7UttffkFLEGYWDrwIXAK0A643s/w1be8F0pxzccAQIP9N072ccwmF3aMrciqqWrUq7733Htu3bw/K/uvXr8/f//73Ut9vUSXBT8aWLVu45ppreOyxx1izZg0LFy7knnvuYd26dcXeR3lOEEW9b02aNAlUhQ2GYF5BdALWOufWO+cOA9OAy/Ot0w74DMA5txJoaWaNghhThbb34BEOZesT1BXJR+s/ou+MvsS9EUffGX35aP1HJ73PiIgIRowYwTPPPFNg2caNG+nduzdxcXH07t2bn376CYChQ4dyxx130K1bN1q3bl3kL5Wbb76Z6dOne5Z6+Ne//kWnTp1ISEjgD3/4Q6AERe6rjBkzZjB06NDAcf/85z/Tq1cvxo0bR1paGl26dCEuLo4rrriCnTt3Ar6S1+PGjaNTp06cddZZfP3110DhZbdze+GFF7jpppsChQLBV9pi0KBBBdbNXVp7+/bttGzZksOHD/Pggw8GPmU+ffp05s+fT7du3ejQoQPdunVj1apVgK/c+KBBgxg4cCCtWrXihRde4Omnn6ZDhw506dIl8J794x//oGPHjsTHx3PVVVexf/9+vvvuOz744APGjh1LQkIC69atY926dVx88cUkJSVx/vnns3LlSs/3bd26dXTp0oWOHTvy4IMPBt7v3FdSR48eZcyYMYFS6s8//3yh57i4gpkgmgI/53qd4W/LbTFwJYCZdQJaAMcK1ThgjpmlmtmIwg5iZiPMLMXMUrZt21ZqwZcnW3Yf5I3vNnDF/37H7f9aSMqGHcUujiah89H6j5jw3QQ279uMw7F532YmfDehVJLEyJEjmTJlCllZWXnaR40axZAhQ0hPT2fw4MF5nuS2efNmvvnmGz788EPGjy8w4htQq1Ytbr755gKfgl6xYgXTp0/n22+/JS0tjfDwcKZMmXLcWFevXs2nn37K3//+d4YMGcLf/vY30tPTiY2N5aGHHgqsl52dzfz583n22WcD7Q0bNuS///0vCxcuZPr06Z5Pplu2bFmekhslVaVKFf76178GKt1ee+21nHPOOXz11VcsWrSIv/71r9x7772B9ZcuXcrbb7/N/Pnzue+++6hRowaLFi2ia9euvPnmmwBceeWVLFiwgMWLF3Puuefy2muv0a1bNy677DKefPJJ0tLSOPPMMxkxYgTPP/88qampPPXUU9x+++2e79vo0aMZPXo0CxYsKLTK7aRJk/jxxx9ZtGhR4PyfrGDexeRVljD/b7UngIlmlgYsARYBx66nznPObTKzhsB/zWylc+6rfNvjnJsETAJfqY3SCr68cM7xTsrPPDVnNQBrtu7lm7Xbee/2bsQ0KVjrRsqPiQsncvBo3mqjB48eZOLCifRv3b+QrYqndu3aDBkyhOeee47q1X+r9zRv3jzee+89AG688UbuvvvuwLJBgwYRFhZGu3bt2LJlS5H7v+OOO0hISMgz1/HZZ5+RmppKx44dAThw4AANGzY8bqxXX3014eHhZGVlsWvXLnr06AHATTfdxNVXXx1Y78orrwQgKSkpT9ntUaNGBRLS6tWrj3u8zp07s3v3bvr27XvCpT6ysrK46aabWLNmDWYWKMYH0KtXL6KiooiKiqJOnToMHDgQ8JUOT09PB3xJ5P7772fXrl3s3bu3QLVX8JXe+O677/K8B4cOHQp8f+x9A995nTVrFuArpT5mTN7PRoGvlPqtt95KRITv13pplAsPZoLIAHLfrN8M2JR7BefcbmAYgPnq3P7o/8I5t8n/71Yzm4lvyKpAgqjstuw+xKSv1+dpO5Sdw8rNe5Qgyrlf9/1aovaSuvPOO0lMTGTYsGGFrpO7fPSxstbwW/np++67j48+8l3RpKWlBZbXrVuXG264gf/93//Ns81NN93E448/XuRx8pfgzl32uijH4gsPDy9R2e2YmBgWLlzI5Zf7RrB/+OEHZsyYwYcfflhg3dzlwgsrFQ7wwAMP0KtXL2bOnMmGDRvo2bNngTih8HLhQ4cOZdasWcTHxzN58mTPT1Hn5ORQt27dPO97bsV9344JRrnwYA4xLQDamlkrM6sCXAd8kHsFM6vrXwYwHPjKObfbzGqaWZR/nZpAX2BpEGMttyLCjJpVCubxKhG6Q7m8O72md62dwtpLql69elxzzTW89tprgbZu3boFSm1PmTKF7t27F7mPRx99lLS0NM9fUn/+85955ZVXAr/0evfuzYwZMwJ3OO3YsYONGzcC0KhRo8AzrWfOnOl5rDp16hAdHR2YX3jrrbcCVxOFKazsdm4jR45k8uTJeeYnvMqbg69ceGpqKkCeeZj8ZbyzsrIC1W1PpKbUnj17aNy4MUeOHMkzDJf7OLVr16ZVq1a88847gO8X/OLFiz3316VLl8AzQIoqpf7yyy8HzldplAsP2m8Z51w2MAqYDawA/u2cW2Zmt5rZsYfpngssM7OV+O52Gu1vbwR8Y2aLgfnAR865T4IVa3lWP6oq4y4+J09bo9pVad9UVw/l3ejE0VQLz/sXb7XwaoxOHF3IFiV311135bmb6bnnnuP1118nLi6Ot95666SqqdavX58rrrgiMOzRrl07HnnkEfr27UtcXBx9+vQJPJ/6iSeeYMCAAVx44YU0bty40H2+8cYbjB07lri4ONLS0njwwaJLnxdWdju3008/nenTp3PPPffQpk0bunXrxowZM/I8u/qYMWPG8NJLL9GtW7c871uvXr1Yvnx5YJL67rvv5p577uG8887zTErH8/DDD9O5c2f69OnDOef89vN73XXX8eSTT9KhQwfWrVvHlClTeO2114iPjycmJob333/fc3/PPvssTz/9NJ06dWLz5s2epdSHDx/OGWecQVxcHPHx8bz99tsljjs/lfuuAPYdymbRTzv5es12Gtepxnlt6tO2UVSowzollbTc90frP2Liwon8uu9XTq95OqMTR5/0/IOcevbv30/16tUxM6ZNm8bUqVMLTSZFUbnvSqhm1Qi6t21A97YNQh2KlFD/1v2VEOSkpaamMmrUKJxz1K1bl3/+859lclwlCBGRcu78888vdH4imDTTKVJClWlYVk4dJ/L/VglCpASqVatGZmamkoRUKM45MjMzPW8TLoqGmERKoFmzZmRkZFBZP7UvlVe1atVo1qzZ8VfMRQlCpAQiIyNp1apVqMMQKRMaYhIREU9KECIi4kkJQkJKk70i5ZfmICQkVmSuYNbaWazdtZYr2lxBtybdqFf95KtPSunad2Qfh7IP6dycopQgpMyt27WOW2bfwp4jvqJl83+dz5+T/syw9oVXJZWylZ2TTcqvKTy38Dm2HtjKNWdfw+VnXk6jmnqe16lEQ0xS5lbtWBVIDsdMSp/Eln1FP6NAys6KzBXc+umtLMlcwpb9W3h+0fO8t+Y9DQmeYpQgpMx51awPM/1XLE9W7ljJUZe3iunbK99m2wF9/uNUop9KKXNnRZ9N3ap187SNiL1VwxflSM3IgmW1o6tGUzWsqsfaUllpDkLK3L699Rjc4nF+PfIDWw/9RPs6PTm0sw1HsnOI1IOQyoX29dvTtFZTftn7S6DtT8l/ok41PYfkVKIEIWVu9ZY9PPF+Fk3qJFCvVif+++se4GcubX8mzaJrhDo8Ac6ofQavXPQKadvS2HVoF7H1Y2lfv32ow5JC5LicoAzTKkFImatTPRKATVkH2ZTley7wGfWqUyMyPJRhST4t6rSgRZ0WoQ5DCuGcI31bOtNXT2frvq1ce861dD69M7Wr1i61YyhBSJlr36QOSS3qkrpxFwBhBn8ZGEO9WhrfFimu5ZnLuXn2zRzOOQzAD7/+wKPnPcplbS4rtWMoQUiZa1y3Oi/ckMjSX7LYfSCbNg1r0a5J6f3VI3IqSNuWFkgOx0xaMokezXtQp2rpzBUpQUhINK5TncZ1qoc6DJEKy2vOIcIiPG8jP+FjlNqeRESkzCQ2TKR6RN4/sm6Lv43aVTQHISJySju73tm83u91Zm+YzbYD2+jfuj+JDRNL9RhKECIiFVRM/Rhi6scEbf8aYhIREU9KECIi4kkJQkREPClBiIiIJyUIERHxpAQhIiKelCBERMSTEoSIiHhSghAREU9KECIi4kkJQkREPClBAEdzjoY6BBGRcqfIYn1m1g9oBnzmnNuQq/1m59w/gxxb0O08uJPvNn3HO6vfoXmt5lxz9jXENogNdVgiIuVCoVcQZvYYcB8QC3xmZn/MtXhUsAMrC5/8+Anjvx5P6pZUZq2bxS1zbmHVjlWhDktEpFwoaohpIHChc+5OIAm4xMye8S8rvUcWhcj2A9uZtGRSnrYD2QdYsWNFiCISESlfikoQEc65bADn3C58CaO2mb0DVCnOzs3sYjNbZWZrzWy8x/JoM5tpZulmNt/M2hd325MVRhjhFl6g3atNRORUVFSCWGdmPY69cM4ddc7dAqwCzj3ejs0sHHgRuARoB1xvZu3yrXYvkOaciwOGABNLsO1JqVe9HiM7jMzTVrtKbdqdVqqHERGpsIqapL4acPkbnXP3m9lLxdh3J2Ctc249gJlNAy4Hludapx3wuH+/K82spZk1AloXY9uTdtEZFxFdNZpPfvyEZlHNuKjFRZxZ98zSPISISIVVVIK4AIgCZuRuNLPBwFbgl+Psuynwc67XGUDnfOssBq4EvjGzTkALfHdNFWfbY/GMAEYAnHHGGccJKa+oKlH0bN6Tns17lmg7EZFTQVFDTA8BX3q0fwb8tRj79prIzn9F8gQQbWZpwB+BRUB2Mbf1NTo3yTmX7JxLbtCgQTHCEhGR4ijqCqKGc25b/kbn3K9mVrMY+84Amud63QzYlG9fu4FhAGZmwI/+rxrH21ZERIKrqCuIamZWIIGYWSRQvRj7XgC0NbNWZlYFuA74IN++6vqXAQwHvvInjeNuKyIiwVVUgngP+EfuqwX/9y/7lxXJf4vsKGA2sAL4t3NumZndama3+lc7F1hmZivx3bE0uqhtS9o5ERE5ceac59A+/quHR/D9Zb8R37xAc+A14AHn3JGyCrK4kpOTXUpKSqjDEBGpMMws1TmX7LWs0DkI/1/x483sIaCNv3mtc+5AEGIUEZFyptAEYWZX5mtyQF0zS3PO7QluWCIiEmpF3cU00KOtHhBnZrc45z4PUkwiIlIOFDXENMyr3cxaAP+mkA+uiYhI5VDiBwY55zYCkUGIRUREypEiHxjkxczOAQ4FIRYpyvY1kLkWqkZBw3ZQo16oIxKRSq6oSer/ULC8RT2gMfD7YAYl+fz0A/zrSji81/f63Mvh0ichqlFo4xKRSq2oK4in8r12wA58SeL3wLxgBSW5HNwNs+/9LTkArHgfOgyGqH6hi0tEKr2iJqkDhfrMLAG4AbgGX62kd4MemfgcyoItSwu27/m17GMRkVNKUUNMZ+GrgXQ9kAlMx/fJ615lFJsA1GwIZ18Cy2bmbT9Nz60QkeAq6i6mlUBvYKBzrrtz7nngaNmEJQERVaHneGjuv6s4sjpc8jdoHB/auESk0itqDuIqfFcQc83sE2Aa3s9pkGBrcA7c8A5k/exLENGtIKzEdyiLiJRIUXMQM4GZ/gqug4A/AY38jxud6ZybUzYhCgDV6/i+RETKyHH/DHXO7XPOTXHODcD34J40YHywAxMRkdAq0TiFc26Hc+4V59yFwQpIRETKBw1ki4iIJyUIERHxpAQhIiKelCBERMSTEoSIiHhSghAREU9KECIi4kkJQkREPJX4iXIicorYvgZ+mgf7tvuKRTZNgshqoY5KypAShIgUlLkW3rwcdv/yW9u1U+DcAaGLScqchphEpKBNi/ImB4BP/wL7d4QmHgkJJQgRKejQvoJtB3bC0cNlH4uEjBKEiBTUOA7C8o1Ad74Nok4PTTwSEkoQIlJQ43j4/XtwRleo2wL6/BU6/D7UUUkZ0yS1iBQUFg6te0CzZDhyEGqeFuqIxMu+7bB1BRzZD/XPgnqtSnX3ShAiUrgqNX1fUv5kZcD7o2D9XN/r6tFw40xo0qHUDqEhJhGRiujn+b8lB/DdRPDVU74rvlKiBCEiUhHtWF+w7ZdUOLS71A6hBCEihcraf5gtuw/inAt1KJJf47iCbe0uhxqlN1+kBCEiBRw5msMXq7Zy9Svz6PfsV/x9zio27ToQ6rAkt6Ydodf9EF7F97r1hdDxf3w3GJQSTVKLSAFLf8li2OQFHLtweGHuOgDu6ns2ZhbCyCSgRjR0/xPEDILsQxDdAqpGleohdAUhIgWs2Lyb/KNK//rhJ7buORSagMRbeATUbwunty/15ABKECLiIapaZIG2hlFVqRahXxmnkqCebTO72MxWmdlaMxvvsbyOmf3HzBab2TIzG5Zr2QYzW2JmaWaWEsw4RSSvuGZ1aFX/t88/mME9l55LnRpVQhiVlLWgzUGYWTjwItAHyAAWmNkHzrnluVYbCSx3zg00swbAKjOb4pw7VhGsl3Nue7BiFBFvLU6ryeRhHVmckcXuA0do17g27ZvWCXVYUsaCOUndCVjrnFsPYGbTgMuB3AnCAVHmm/WqBewAsoMYk4gUU4vTatLiNH2K+lQWzCGmpsDPuV5n+NtyewE4F9gELAFGO+dy/MscMMfMUs1sRBDjFBERD8FMEF73wuX/tE0/IA1oAiQAL5hZbf+y85xzicAlwEgzu8DzIGYjzCzFzFK2bdtWKoGLiEhwE0QG0DzX62b4rhRyGwa853zWAj8C5wA45zb5/90KzMQ3ZFWAc26Scy7ZOZfcoEGDUu6CiMipK5gJYgHQ1sxamVkV4Drgg3zr/AT0BjCzRsDZwHozq2lmUf72mkBfYGkQYxURkXyCNkntnMs2s1HAbCAc+KdzbpmZ3epf/jLwMDDZzJbgG5Ia55zbbmatgZn+T2xGAG875z4JVqwiIlKQVaYiXMnJyS4lRR+ZEBEpLjNLdc4ley3TxyJFRMSTEoSIiHhSNVcRkQpqy+6DrNi8m4OHj9KmUS3aNCzdgn1KECIiFdDPO/czaspCFmdkAVCjSjhThnemwxnRpXYMDTGJiFRACzfuDCQHgP2HjzLxszUcOHy01I6hBCEiUgFl7Cj4hL+Vm/ew/3DplbNTghARqYDimhesrjuoQxOiS7EkuxKEiEgF1KF5XR66rB01q4RjBpfFN+GGTmcQFlZ6j4TVJLWISAVUq1okN3VrRe9zG3E4O4emdatTNTK8VI+hBCEiUoE1i64RtH1riElERDwpQYiIiCclCBER8aQEISIinpQgRETEkxKEiIh4UoIQERFPShAiIuJJCUJERDwpQYiIiCclCBER8aQEISIinpQgRETEkxKEiIh4UoIQERFPShAiIuJJCUJERDwpQYiIiCclCBER8aQEISIinpQgRETEkxKEiIh4UoIQERFPShAiIuJJCUJERDwpQYiIiKeIUAcgp7CdG+DIfqjdDKrVDnU0IpKPEoSUvcP7Yem7MPseOLQHWnSHAU9Dg7NDHZmI5KIhJil7v6bDB6N8yQFg4zfw+SNw5GBo4xKRPIKaIMzsYjNbZWZrzWy8x/I6ZvYfM1tsZsvMbFhxt5UKLHNtwbZVH8G+rWUfi4gUKmgJwszCgReBS4B2wPVm1i7faiOB5c65eKAn8Hczq1LMbaWiqtmwYFv9c6BKVNnHIiKFCuYVRCdgrXNuvXPuMDANuDzfOg6IMjMDagE7gOxibisVVeN4OHfgb68jqsGl/w9qRIcuJhEpIJiT1E2Bn3O9zgA651vnBeADYBMQBVzrnMsxs+JsC4CZjQBGAJxxxhmlE7kEV1QjGDAROo2Ag1lwWltNUIuUQ8FMEObR5vK97gekARcCZwL/NbOvi7mtr9G5ScAkgOTkZM91pByqeRq0uiDUUYhIEYI5xJQBNM/1uhm+K4XchgHvOZ+1wI/AOcXcVkREgiiYCWIB0NbMWplZFeA6fMNJuf0E9AYws0bA2cD6Ym4rIiJBFLQhJudctpmNAmYD4cA/nXPLzOxW//KXgYeByWa2BN+w0jjn3HYAr22DFSuH90NYJEREBu0QIiIVjTlXeYbtk5OTXUpKSvE32LsVVn4MKa9B3RbQbRQ07wzmNQUiIlL5mFmqcy7Za9mpXWojfTrMud/3/a/psHYO3PIpNI4LbVwiIuXAqVtqY88W+HZi3rbsQ7B5cWjiEREpZ07dBBEWDpE1CrZHVC37WEREyqFTN0HUrA+9H8jbVuM0aNIhNPGIiJQzp/YcxFmXwI0zYfVsqN0U2vaB+m1DHZWISLlwaieIqrXgzAt9XyIiksepO8QkIiJFUoIQERFPShAiIuJJCUJERDwpQYiIiCclCBER8VSpivWZ2TZgY66m+sD2EIUTLJWtT5WtP1D5+lTZ+gOVr08n058WzrkGXgsqVYLIz8xSCqtSWFFVtj5Vtv5A5etTZesPVL4+Bas/GmISERFPShAiIuKpsieISaEOIAgqW58qW3+g8vWpsvUHKl+fgtKfSj0HISIiJ66yX0GIiMgJUoIQERFPlTZBmNnFZrbKzNaa2fhQx3MizGyDmS0xszQzS/G31TOz/5rZGv+/0aGOsyhm9k8z22pmS3O1FdoHM7vHf85WmVm/0ERduEL6M8HMfvGfpzQzuzTXsvLen+ZmNtfMVpjZMjMb7W+vyOeosD5VyPNkZtXMbL6ZLfb35yF/e/DPkXOu0n0B4cA6oDVQBVgMtAt1XCfQjw1A/Xxt/w8Y7/9+PPC3UMd5nD5cACQCS4/XB6Cd/1xVBVr5z2F4qPtQjP5MAMZ4rFsR+tMYSPR/HwWs9sddkc9RYX2qkOcJMKCW//tI4AegS1mco8p6BdEJWOucW++cOwxMAy4PcUyl5XLgDf/3bwCDQhfK8TnnvgJ25GsurA+XA9Occ4eccz8Ca/Gdy3KjkP4UpiL0Z7NzbqH/+z3ACqApFfscFdanwpTrPjmfvf6Xkf4vRxmco8qaIJoCP+d6nUHR/0HKKwfMMbNUMxvhb2vknNsMvh8EoGHIojtxhfWhIp+3UWaW7h+COnapX6H6Y2YtgQ74/kKtFOcoX5+ggp4nMws3szRgK/Bf51yZnKPKmiDMo60i3s97nnMuEbgEGGlmF4Q6oCCrqOftJeBMIAHYDPzd315h+mNmtYB3gTudc7uLWtWjraL0qcKeJ+fcUedcAtAM6GRm7YtYvdT6U1kTRAbQPNfrZsCmEMVywpxzm/z/bgVm4rtM3GJmjQH8/24NXYQnrLA+VMjz5pzb4v8BzgH+wW+X8xWiP2YWie8X6RTn3Hv+5gp9jrz6VNHPE4BzbhfwBXAxZXCOKmuCWAC0NbNWZlYFuA74IMQxlYiZ1TSzqGPfA32Bpfj6cZN/tZuA90MT4UkprA8fANeZWVUzawW0BeaHIL4SOfZD6ncFvvMEFaA/ZmbAa8AK59zTuRZV2HNUWJ8q6nkyswZmVtf/fXXgImAlZXGOQj1DH8SZ/0vx3b2wDrgv1PGcQPyt8d2JsBhYdqwPwGnAZ8Aa/7/1Qh3rcfoxFd/l/BF8f9ncUlQfgPv852wVcEmo4y9mf94ClgDp/h/OxhWoP93xDT+kA2n+r0sr+DkqrE8V8jwBccAif9xLgQf97UE/Ryq1ISIinirrEJOIiJwkJQgREfGkBCEiIp6UIERExJMShIiIeIoIdQAiFYGZPQ7MBuoC5zjnnghtRCLBpysIkeLpjK+eTw/g6xDHIlImlCBEimBmT5pZOtARmAcMB14yswfNrKO/8Ns8/3pL/duE+18v8C//g7+9p5l9YWYzzGylmU3xf+oXM0sysy/9hRln5yqhcIeZLffvZ1po3gU5VWmISaQIzrmxZvYOcCPwZ+AL59x5AP6EMMI5952Z5R5yugXIcs51NLOqwLdmNse/rAMQg682zrfAeWb2A/A8cLlzbpuZXQs8CtyMr85/K+fcoWPlFkTKihKEyPF1wFeu4RxgOYD/l3WUc+47/zpvAwP83/cF4szsd/7XdfDVwzkMzHfOZfj3kQa0BHYB7YH/+i8owvGV8wBfeYUpZjYLmFXqPRMpghKESCHMLAGYjK8a5naghq/Z0vCVYC90U+CPzrnZ+fbXEziUq+kovp9BA5Y557p67Ks/vqfYXQY8YGYxzrnskvdGpOQ0ByFSCOdcmvPV4D/2yMrPgX7OuQTne0DLHjPr4l/9ulybzgZu85ecxszO8lfkLcwqoIGZdfWvH2lmMWYWBjR3zs0F7sZ3B1Wt0uuhSNF0BSFSBDNrAOx0zuWY2TnOueW5Ft8C/MPM9uGr0Z/lb38V39DRQv8k9DaKeDSsc+6wfzjqOTOrg+/n8ll8ielf/jYDnnG+5wGIlAlVcxU5QWZWy/mfFWxm4/GVjx4d4rBESo2uIEROXH8zuwffz9FGYGhowxEpXbqCEBERT5qkFhERT0oQIiLiSQlCREQ8KUGIiIgnJQgREfH0/wG5A2Yr9LUwtgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df, x='#genes', y='AUC2', hue='sets') " ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=df, x=\"#genes\", y=\"AUC2\",\n", " col=\"sets\", hue=\"exp\", \n", " kind=\"line\"\n", ")" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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set1set2#genesAUC1AUC2expsets
1Lamp5Pvalb100.3549380.522222expLamp5Pvalb
3Lamp5Pvalb500.5426040.564836expLamp5Pvalb
5Lamp5Pvalb1000.6181360.581988expLamp5Pvalb
7Lamp5Pvalb2000.6441480.583386expLamp5Pvalb
9Lamp5Pvalb3000.6452260.650578expLamp5Pvalb
........................
771L6 IT Car3L6b100.4777780.488889expL6 IT Car3L6b
773L6 IT Car3L6b500.5268430.580628expL6 IT Car3L6b
775L6 IT Car3L6b1000.5826610.546685expL6 IT Car3L6b
777L6 IT Car3L6b2000.5313010.550405expL6 IT Car3L6b
779L6 IT Car3L6b3000.5847960.584211expL6 IT Car3L6b
\n", "

390 rows × 7 columns

\n", "
" ], "text/plain": [ " set1 set2 #genes AUC1 AUC2 exp sets\n", "1 Lamp5 Pvalb 10 0.354938 0.522222 exp Lamp5Pvalb\n", "3 Lamp5 Pvalb 50 0.542604 0.564836 exp Lamp5Pvalb\n", "5 Lamp5 Pvalb 100 0.618136 0.581988 exp Lamp5Pvalb\n", "7 Lamp5 Pvalb 200 0.644148 0.583386 exp Lamp5Pvalb\n", "9 Lamp5 Pvalb 300 0.645226 0.650578 exp Lamp5Pvalb\n", ".. ... ... ... ... ... ... ...\n", "771 L6 IT Car3 L6b 10 0.477778 0.488889 exp L6 IT Car3L6b\n", "773 L6 IT Car3 L6b 50 0.526843 0.580628 exp L6 IT Car3L6b\n", "775 L6 IT Car3 L6b 100 0.582661 0.546685 exp L6 IT Car3L6b\n", "777 L6 IT Car3 L6b 200 0.531301 0.550405 exp L6 IT Car3L6b\n", "779 L6 IT Car3 L6b 300 0.584796 0.584211 exp L6 IT Car3L6b\n", "\n", "[390 rows x 7 columns]" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "df_merge = df[df['exp'] != 'exp'].merge(df[df['exp'] == 'exp'], on=['set1', 'set2', '#genes', 'sets'])" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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set1set2#genesAUC1_xAUC2_xexp_xsetsAUC1_yAUC2_yexp_y
0Lamp5Pvalb100.3916670.375000hicLamp5Pvalb0.3549380.522222exp
1Lamp5Pvalb500.6224990.647738hicLamp5Pvalb0.5426040.564836exp
2Lamp5Pvalb1000.6179530.613647hicLamp5Pvalb0.6181360.581988exp
3Lamp5Pvalb2000.6062120.605316hicLamp5Pvalb0.6441480.583386exp
4Lamp5Pvalb3000.5544140.551424hicLamp5Pvalb0.6452260.650578exp
.................................
385L6 IT Car3L6b100.2314810.477778hicL6 IT Car3L6b0.4777780.488889exp
386L6 IT Car3L6b500.5877020.633951hicL6 IT Car3L6b0.5268430.580628exp
387L6 IT Car3L6b1000.6202990.629762hicL6 IT Car3L6b0.5826610.546685exp
388L6 IT Car3L6b2000.6019270.590750hicL6 IT Car3L6b0.5313010.550405exp
389L6 IT Car3L6b3000.5678040.569290hicL6 IT Car3L6b0.5847960.584211exp
\n", "

390 rows × 10 columns

\n", "
" ], "text/plain": [ " set1 set2 #genes AUC1_x AUC2_x exp_x sets \\\n", "0 Lamp5 Pvalb 10 0.391667 0.375000 hic Lamp5Pvalb \n", "1 Lamp5 Pvalb 50 0.622499 0.647738 hic Lamp5Pvalb \n", "2 Lamp5 Pvalb 100 0.617953 0.613647 hic Lamp5Pvalb \n", "3 Lamp5 Pvalb 200 0.606212 0.605316 hic Lamp5Pvalb \n", "4 Lamp5 Pvalb 300 0.554414 0.551424 hic Lamp5Pvalb \n", ".. ... ... ... ... ... ... ... \n", "385 L6 IT Car3 L6b 10 0.231481 0.477778 hic L6 IT Car3L6b \n", "386 L6 IT Car3 L6b 50 0.587702 0.633951 hic L6 IT Car3L6b \n", "387 L6 IT Car3 L6b 100 0.620299 0.629762 hic L6 IT Car3L6b \n", "388 L6 IT Car3 L6b 200 0.601927 0.590750 hic L6 IT Car3L6b \n", "389 L6 IT Car3 L6b 300 0.567804 0.569290 hic L6 IT Car3L6b \n", "\n", " AUC1_y AUC2_y exp_y \n", "0 0.354938 0.522222 exp \n", "1 0.542604 0.564836 exp \n", "2 0.618136 0.581988 exp \n", "3 0.644148 0.583386 exp \n", "4 0.645226 0.650578 exp \n", ".. ... ... ... \n", "385 0.477778 0.488889 exp \n", "386 0.526843 0.580628 exp \n", "387 0.582661 0.546685 exp \n", "388 0.531301 0.550405 exp \n", "389 0.584796 0.584211 exp \n", "\n", "[390 rows x 10 columns]" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_merge" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(\n", " data=df_merge[df_merge['#genes']==200], y=\"AUC1_y\", x=\"AUC1_x\",\n", "\n", ")" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(\n", " data=df_merge[df_merge['#genes']==50], x=\"AUC2_x\", y=\"AUC2_y\",\n", "\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "hicexp", "language": "python", "name": "hicexp" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }