{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cellular states identification using subcellularly informed representations" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "from model.train import *\n", "import matplotlib.pyplot as plt\n", "from matplotlib.lines import Line2D\n", "from scipy.spatial.distance import cdist\n", "from scipy.stats import wilcoxon \n", "import seaborn as sns\n", "import networkx as nx\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "data_path = './SVC/' \n", "dataset = 'data/merfish_U2OS' \n", "device = 'cuda:1'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of training cells: 900 , number of genes: 119\n" ] } ], "source": [ "gene_names = np.loadtxt(f'{data_path}{dataset}/gene_names.txt', dtype=str)\n", "gene_names = gene_names.tolist()\n", "cell_names = np.loadtxt(f'{data_path}{dataset}/cell_names.txt', dtype=str)\n", "\n", "train_merfish_U2OS = np.load(f\"{data_path}{dataset}/train_merfish_U2OS.npz\") \n", "train_image = train_merfish_U2OS[\"data_ori\"]\n", "train_cell_morphology = train_merfish_U2OS[\"cell_morphology\"]\n", "train_nuclear_morphology = train_merfish_U2OS[\"nuclear_morphology\"]\n", "train_data_location = train_merfish_U2OS[\"location\"]\n", "train_cell_names = train_merfish_U2OS[\"cell_names\"]\n", "train_dataset = SVC_Dataset(\n", " data_ori=train_image,\n", " location=train_data_location,\n", " cell_morphology_vec=train_cell_morphology,\n", " nuclear_morphology_vec=train_nuclear_morphology,\n", ")\n", "print(\"number of training cells:\", len(train_dataset),', number of genes:', train_image.shape[1])\n", "train_count_sum = np.load(f'{data_path}output/merfish_U2OS/train_count_sum.npy')\n", "read_dir =f'{data_path}{dataset}/gene2vec_weight_merfish_U2OS.npy'\n", "gene2vec_weight = torch.from_numpy(np.load(read_dir)).float() ##n_gene * 200\n", "\n", "train_loader = DataLoader(train_dataset, batch_size = 16, shuffle = False, num_workers = 4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**load the trained model and extract latent representations**" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "ckpt_dir = f\"{data_path}/checkpoints/\"\n", "ckpt = torch.load(ckpt_dir +'SVC_merfish_U2OS.pth', map_location=device)\n", "\n", "state = ckpt.get(\"model_state_dict\", ckpt) \n", "state = {k.removeprefix(\"module.\"): v for k, v in state.items()}\n", "\n", "model = SVC(\n", " gene2vec_weight = gene2vec_weight,\n", " use_cell_identity = False,\n", ").to(device)\n", "\n", "model.load_state_dict(state)\n", "\n", "all_embeddings_train = extract_latent_embeddings(\n", " model=model,\n", " loader=train_loader,\n", " use_cell_identity = False,\n", " device=device,\n", " return_tensor=True\n", ")\n", "\n", "all_embeddings_train_np = all_embeddings_train.detach().cpu().numpy()\n", "# np.save(f\"{data_path}/output/seqfish/embeddings_train.npy\", all_embeddings_train_np)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**use SVC’s representations to detect cell states and cell-to-cell variability through cell clustering**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 900/900 [00:00<00:00, 10212.08it/s]\n" ] } ], "source": [ "from sklearn.cluster import SpectralClustering\n", "cosine_simi = torch.bmm(all_embeddings_train, all_embeddings_train.transpose(1, 2)) / ((torch.norm(all_embeddings_train, dim=2, keepdim=True)) * (torch.norm(all_embeddings_train, dim=2, keepdim=True)).transpose(1, 2)) \n", "n_cell = cosine_simi.shape[0]\n", "\n", "dist = np.zeros((n_cell, n_cell))\n", "\n", "for i in tqdm(range(n_cell)):\n", " cosine_simi_subset = cosine_simi[i+1:]\n", " matrix_diff = cosine_simi[i] - cosine_simi_subset\n", " distance = torch.norm(matrix_diff, p='fro', dim=(1, 2))\n", " dist[i, (i+1):] = dist[(i+1):,i] = distance.cpu().numpy()\n", "\n", "sigma = np.median(dist) \n", "S = np.exp(-dist ** 2 / (2. * sigma ** 2))\n", "clustering = SpectralClustering(n_clusters=4, affinity='precomputed', random_state=2025)\n", "subcluster_labels = clustering.fit_predict(S)\n", "# np.save(f\"{data_path}output/merfish_U2OS/subcluster_labels.npy\", subcluster_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**UMAP visualization**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import umap\n", "reducer = umap.UMAP(random_state=0)\n", "embeddings_cosine_UMAP = reducer.fit_transform(cosine_simi.cpu().reshape(cosine_simi.shape[0],-1))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import ListedColormap\n", "class_names = [0,1,2,3]\n", "custom_colors = ['#377A9D','#7A854F','#e66d50','#e7c66b'] \n", "custom_map = ListedColormap(custom_colors)\n", "plt.figure(figsize=(7,6))\n", "ax = plt.scatter(embeddings_cosine_UMAP[:, 1], embeddings_cosine_UMAP[:, 0], alpha=0.8,s=30,c = subcluster_labels,cmap=custom_map)\n", "handles, _ = ax.legend_elements()\n", "plt.legend(handles, class_names, title=\"Cluster\", bbox_to_anchor=(0.76, 0.5), loc='upper left', fontsize=17,title_fontsize=18,markerscale=2)\n", "\n", "plt.xticks(fontsize=16)\n", "plt.yticks(fontsize=16)\n", "plt.xlabel(\"UMAP 1\", fontsize=18)\n", "plt.ylabel(\"UMAP 2\", fontsize=18)\n", "# plt.savefig(f\"{data_path}output/merfish_U2OS/figures/UMAP_cell_clusters.png\", bbox_inches='tight', dpi=300,transparent=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "cluster 2 forms a smaller, isolated group indicative of a distinct outlier population" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**calculate relative distance to nuclear center as well as unspliced/spliced ratio for each gene**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "truth_gene_dist = np.zeros((len(train_cell_names),len(gene_names)))\n", "I = 0\n", "for cell in range(len(train_cell_names)):\n", " cell_gene_real = train_image[cell]\n", " J = 0\n", " for gene in range(len(gene_names)):\n", " heatmap_real = cell_gene_real[gene,:,:,]\n", " truth_gene_dist[I,J] = compute_relative_dist_to_nuclear_center(heatmap_real)\n", "\n", " J += 1\n", " I += 1" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "truth_gene_dist_mean_0: 0.5959493276579844\n", "truth_gene_dist_mean_1: 0.5874538846669943\n", "truth_gene_dist_mean_2: 0.5424065361933716\n", "truth_gene_dist_mean_3: 0.597701242864299\n", "p_value0: 3.637482550141077e-05\n", "p_value1: 1.2348894881412727e-16\n", "p_value2: 4.199437544475863e-16\n" ] } ], "source": [ "\n", "truth_gene_dist_mean_0 = np.nanmean(truth_gene_dist[subcluster_labels ==0],axis=0)\n", "truth_gene_dist_mean_1 = np.nanmean(truth_gene_dist[subcluster_labels ==1],axis=0)\n", "truth_gene_dist_mean_2 = np.nanmean(truth_gene_dist[subcluster_labels ==2],axis=0)\n", "truth_gene_dist_mean_3 = np.nanmean(truth_gene_dist[subcluster_labels ==3],axis=0)\n", "print(\"truth_gene_dist_mean_0:\",np.median(truth_gene_dist_mean_0))\n", "print(\"truth_gene_dist_mean_1:\",np.median(truth_gene_dist_mean_1))\n", "print(\"truth_gene_dist_mean_2:\",np.median(truth_gene_dist_mean_2))\n", "print(\"truth_gene_dist_mean_3:\",np.median(truth_gene_dist_mean_3))\n", "\n", "## wilcoxon test\n", "_, p_value30_0 = wilcoxon(truth_gene_dist_mean_3, truth_gene_dist_mean_0, alternative='greater')\n", "_, p_value31_0 = wilcoxon(truth_gene_dist_mean_3, truth_gene_dist_mean_1, alternative='greater')\n", "_, p_value32_0 = wilcoxon(truth_gene_dist_mean_3, truth_gene_dist_mean_2, alternative='greater')\n", "print(\"p_value0:\",p_value30_0)\n", "print(\"p_value1:\",p_value31_0)\n", "print(\"p_value2:\",p_value32_0)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "spliced_unspliced = np.load(f\"{data_path}{dataset}/splice_unsplice.npz\")\n", "spliced = spliced_unspliced[\"splice\"]\n", "unspliced = spliced_unspliced[\"unsplice\"]\n", "train_indices = [i for i, name in enumerate(cell_names) if name in train_cell_names]\n", "train_spliced = spliced[train_indices]\n", "train_unspliced = unspliced[train_indices]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "US_ratio_0: -0.6957653599787612\n", "US_ratio_1: -0.626657226609145\n", "US_ratio_2: -0.07188431899080086\n", "US_ratio_3: -0.6196540992149764\n", "p_value0: 2.202834250094225e-11\n", "p_value1: 4.967700805576257e-19\n", "p_value2: 8.322344443407937e-10\n" ] } ], "source": [ "US_ratio = np.log1p(train_unspliced)-(np.log1p(train_spliced))\n", "US_ratio_0 = US_ratio[subcluster_labels ==0].mean(0)\n", "US_ratio_1 = US_ratio[subcluster_labels ==1].mean(0)\n", "US_ratio_2 = US_ratio[subcluster_labels ==2].mean(0)\n", "US_ratio_3 = US_ratio[subcluster_labels ==3].mean(0)\n", "print(\"US_ratio_0:\",np.median(US_ratio_0))\n", "print(\"US_ratio_1:\",np.median(US_ratio_1))\n", "print(\"US_ratio_2:\",np.median(US_ratio_2)) \n", "print(\"US_ratio_3:\",np.median(US_ratio_3))\n", "_, p_value10_1 = wilcoxon(US_ratio_1, US_ratio_0, alternative='greater')\n", "_, p_value20_1 = wilcoxon(US_ratio_2, US_ratio_0, alternative='greater')\n", "_, p_value30_1 = wilcoxon(US_ratio_3, US_ratio_0, alternative='greater')\n", "print(\"p_value0:\",p_value10_1)\n", "print(\"p_value1:\",p_value20_1)\n", "print(\"p_value2:\",p_value30_1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def get_stars(p):\n", " if p < 0.001:\n", " return '***'\n", " elif p < 0.01:\n", " return '**'\n", " elif p < 0.05:\n", " return '*'\n", " else:\n", " return 'n.s.' \n", "\n", "fig, ax = plt.subplots(2, 1, figsize=(5, 13), gridspec_kw={ \"hspace\": 0.2})\n", "sns.violinplot([truth_gene_dist_mean_0, truth_gene_dist_mean_1, truth_gene_dist_mean_2, truth_gene_dist_mean_3], color='#D7CAE4',ax=ax[0]) #, width=0.5, linewidth=2, showfliers=False,zorder=10\n", "ax[0].set_ylim(0.35,0.88)\n", "# plt.xlim(-0.5,2.5)\n", "ax[0].set_xticks([0,1,2,3], [0,1,2,3],fontsize=20)\n", "ax[0].set_ylabel('Distance to nuclear center', fontsize=22)\n", "ax[0].set_yticks(np.arange(0.4, 0.88, 0.1), ['0.40','0.50','0.60','0.70','0.80'],fontsize=20)\n", "y_offset_inter = 0.05 \n", "y_max = 0.795\n", "fontprops = {'size': 16, 'ha': 'center'}\n", "ax[0].plot([0,0,3,3], \n", " [y_max - y_offset_inter+0.09,y_max - y_offset_inter+0.01+0.09,y_max - y_offset_inter+0.01+0.09, y_max - y_offset_inter+0.09], \n", " color='black', lw=2, clip_on=False)\n", "ax[0].text(1.5, y_max - y_offset_inter + 0.01+0.09, \n", " get_stars(p_value30_0), \n", " **fontprops)\n", "ax[0].plot([1,1,3,3], \n", " [y_max - y_offset_inter+0.06,y_max - y_offset_inter+0.01+0.06,y_max - y_offset_inter+0.01+0.06, y_max - y_offset_inter+0.06], \n", " color='black', lw=2, clip_on=False)\n", "ax[0].text(2, y_max - y_offset_inter+0.06 + 0.01, \n", " get_stars(p_value31_0), \n", " **fontprops)\n", "ax[0].plot([2,2,3,3], \n", " [y_max - y_offset_inter+0.03,y_max - y_offset_inter+0.01+0.03,y_max - y_offset_inter+0.01+0.03, y_max - y_offset_inter+0.03], \n", " color='black', lw=2, clip_on=False)\n", "ax[0].text(2.5, y_max - y_offset_inter +0.03 + 0.01, \n", " get_stars(p_value32_0), \n", " **fontprops)\n", "ax[0].grid(axis='y', color='gray', linestyle=':',linewidth=1)\n", "\n", "sns.violinplot([US_ratio_0, US_ratio_1, US_ratio_2, US_ratio_3], color='#e8e7bb',ax=ax[1]) #, width=0.5, linewidth=2, showfliers=False,zorder=10\n", "plt.ylim(-3,3)\n", "\n", "plt.xticks([0,1,2,3], fontsize=22)\n", "ax[1].set_xlabel('Cluster', fontsize=22)\n", "ax[1].set_ylabel('Unspliced/spliced ratio', fontsize=22)\n", "y_offset_inter = 0.05 # 组间标注垂直偏移\n", "y_max = 2.15\n", "fontprops = {'size': 16, 'ha': 'center'}\n", "ax[1].plot([0,0,1,1], \n", " [y_max - y_offset_inter-0.01,y_max - y_offset_inter+0.07-0.01,y_max - y_offset_inter+0.07-0.01, y_max - y_offset_inter-0.01], \n", " color='black', lw=2, clip_on=False)\n", "ax[1].text(0.5, y_max - y_offset_inter + 0.05+0.01, \n", " get_stars(p_value10_1), \n", " **fontprops)\n", "ax[1].plot([0,0,2,2], \n", " [y_max - y_offset_inter+0.25,y_max - y_offset_inter+0.25+0.1,y_max - y_offset_inter+0.25+0.1, y_max - y_offset_inter+0.25], \n", " color='black', lw=2, clip_on=False)\n", "ax[1].text(1, y_max - y_offset_inter + 0.32, \n", " get_stars(p_value20_1), \n", " **fontprops)\n", "ax[1].plot([0,0,3,3], \n", " [y_max - y_offset_inter+0.52,y_max - y_offset_inter+0.52+0.1,y_max - y_offset_inter+0.52+0.1, y_max - y_offset_inter+0.52], \n", " color='black', lw=2, clip_on=False)\n", "ax[1].text(1.5, y_max - y_offset_inter + 0.52+0.07, \n", " get_stars(p_value30_1), \n", " **fontprops)\n", "ax[1].grid(axis='y', color='gray', linestyle=':',linewidth=1)\n", "ax[1].set_yticks(np.arange(-2.5,2.8,1), ['-2.50','-1.50','-0.50','0.50','1.50','2.50'],fontsize=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**compare marker gene expression**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "G2M marker gene: CKAP5\n", "S marker gene: BRCA2\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "exp_level = train_image.sum((2,3))\n", "fig, ax = plt.subplots(1, 2, figsize=(10, 4.8), gridspec_kw={ \"wspace\": 0.5})\n", "marker_gene_G2M ='CKAP5'\n", "exp_level_0, exp_level_1, exp_level_2, exp_level_3 = [np.array(exp_level[subcluster_labels ==i][:,gene_names.index(marker_gene_G2M)]) for i in range(4)]\n", "print(\"G2M marker gene:\",marker_gene_G2M)\n", "sns.violinplot([np.log1p(exp_level_0),np.log1p(exp_level_1),np.log1p(exp_level_2),np.log1p(exp_level_3)], color='lightblue', width=0.5,ax=ax[0])\n", "ax[0].set_title(f\"{marker_gene_G2M}\",fontsize=18,fontstyle='italic')\n", "\n", "marker_gene_S ='BRCA2'\n", "exp_level_0, exp_level_1, exp_level_2, exp_level_3 = [np.array(exp_level[subcluster_labels ==i][:,gene_names.index(marker_gene_S)]) for i in range(4)]\n", "print(\"S marker gene:\",marker_gene_S)\n", "sns.violinplot([np.log1p(exp_level_0),np.log1p(exp_level_1),np.log1p(exp_level_2),np.log1p(exp_level_3)], color='orange', width=0.5,ax=ax[1])\n", "ax[1].set_title(f\"{marker_gene_S}\",fontsize=18,fontstyle='italic')\n", "\n", "ax[0].set_xticks([0,1,2,3], [0,1,2,3],fontsize=18)\n", "ax[0].set_yticks(np.arange(4, 8,0.5), ['4.0','4.5','5.0','5.5','6.0','6.5','7.0','7.5'],fontsize=15)\n", "ax[0].grid(axis='y', color='gray', linestyle=':',linewidth=1)\n", "ax[0].set_xlabel('Cluster', fontsize=22)\n", "ax[0].set_ylabel('Expression level', fontsize=18)\n", "ax[1].set_xticks([0,1,2,3], [0,1,2,3],fontsize=18)\n", "ax[1].set_yticks(np.arange(0, 5, 1), ['0','1','2','3','4'],fontsize=15)\n", "ax[1].grid(axis='y', color='gray', linestyle=':',linewidth=1)\n", "ax[1].set_xlabel('Cluster', fontsize=22)\n", "\n", "ax[1].set_ylabel('Expression level', fontsize=18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "cells in cluster 2 exhibit concentrated nuclear-peripheral transcript localization and a markedly elevated unspliced/spliced ratio, while also displaying increased CKAP5 expression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**calculate gene colocalization score for each cluster based on pairwise distances of each gene pair within cells**" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 256/256 [00:01<00:00, 240.80it/s]\n", "100%|██████████| 344/344 [00:01<00:00, 240.77it/s]\n", "100%|██████████| 11/11 [00:00<00:00, 238.72it/s]\n", "100%|██████████| 289/289 [00:01<00:00, 240.95it/s]\n" ] } ], "source": [ "gene_colocal_score_all = np.zeros((4, len(gene_names), len(gene_names)))\n", "for i in range(4):\n", " embeddings_train_cell_cycle_i = all_embeddings_train_np[subcluster_labels == i]\n", " train_count_sum = train_image[subcluster_labels == i].sum(axis=(-1,-2))\n", " gene_colocal_score = cal_gene_colocal_score(embeddings_train_cell_cycle_i, gene_names, train_count_sum)\n", " \n", " gene_colocal_score_all[i] = gene_colocal_score" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**extract and compare top 30 co-localized gene pairs for each cluster** " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[('LRP1', 'THBS1'), ('NOTCH2', 'THBS1'), ('PRPF8', 'TLN1'), ('FBN2', 'THBS1'), ('COL5A1', 'THBS1'), ('FASN', 'TLN1'), ('COL5A1', 'LRP1'), ('IGF2R', 'THBS1'), ('FBN2', 'LRP1'), ('LRP1', 'NOTCH2'), ('COL5A1', 'FBN2'), ('COL5A1', 'NOTCH2'), ('FASN', 'PRPF8'), ('IGF2R', 'LRP1'), ('PLXNA1', 'THBS1'), ('FBN2', 'NOTCH2'), ('IGF2R', 'NOTCH2'), ('TLN1', 'USP9X'), ('FBN2', 'IGF2R'), ('COL5A1', 'IGF2R'), ('PRKDC', 'TLN1'), ('SRRM2', 'TNRC6A'), ('CKAP5', 'TLN1'), ('NOTCH2', 'PLXNA1'), ('CKAP5', 'FASN'), ('CREBBP', 'TLN1'), ('PRPF8', 'USP9X'), ('COL5A1', 'PLXNA1'), ('LMTK2', 'THBS1'), ('LRP1', 'PLXNA1')]\n", "[('NOTCH2', 'THBS1'), ('LRP1', 'THBS1'), ('PRPF8', 'TLN1'), ('COL5A1', 'THBS1'), ('FASN', 'TLN1'), ('FBN2', 'THBS1'), ('PRKDC', 'TLN1'), ('IGF2R', 'THBS1'), ('TLN1', 'USP9X'), ('LRP1', 'NOTCH2'), ('COL5A1', 'NOTCH2'), ('COL5A1', 'LRP1'), ('FASN', 'PRKDC'), ('PLXNA1', 'THBS1'), ('FBN2', 'NOTCH2'), ('FASN', 'PRPF8'), ('FBN2', 'LRP1'), ('SPTBN1', 'TLN1'), ('CKAP5', 'TLN1'), ('PRKDC', 'PRPF8'), ('SRRM2', 'TNRC6A'), ('COL5A1', 'FBN2'), ('IGF2R', 'LRP1'), ('IGF2R', 'NOTCH2'), ('PRKDC', 'USP9X'), ('FBN2', 'IGF2R'), ('CREBBP', 'TLN1'), ('PRKDC', 'SPTBN1'), ('MYH10', 'TLN1'), ('CKAP5', 'PRKDC')]\n", "[('CKAP5', 'TLN1'), ('SRRM2', 'TNRC6A'), ('FASN', 'USP9X'), ('NOTCH2', 'THBS1'), ('SPTBN1', 'TLN1'), ('ASCC3', 'PRKDC'), ('CENPF', 'SPTBN1'), ('CKAP5', 'FASN'), ('CKAP5', 'SPTBN1'), ('CREBBP', 'SRRM2'), ('FASN', 'PRKDC'), ('FASN', 'PRPF8'), ('PRKDC', 'TLN1'), ('PRKDC', 'USP9X'), ('PRPF8', 'SPTBN1'), ('SPTBN1', 'THBS1'), ('CBX5', 'TLN1'), ('CENPF', 'PRKDC'), ('CKAP5', 'CREBBP'), ('CKAP5', 'PRKCA'), ('CKAP5', 'PRKDC'), ('CKAP5', 'SRRM2'), ('CKAP5', 'UBR5'), ('CKAP5', 'ZNF592'), ('CREBBP', 'UBR5'), ('FASN', 'TLN1'), ('LRP1', 'THBS1'), ('PRKDC', 'PRPF8'), ('PRKDC', 'SRRM2'), ('PRPF8', 'TLN1')]\n", "[('NOTCH2', 'THBS1'), ('LRP1', 'THBS1'), ('COL5A1', 'THBS1'), ('PRPF8', 'TLN1'), ('FASN', 'TLN1'), ('FBN2', 'THBS1'), ('IGF2R', 'THBS1'), ('COL5A1', 'LRP1'), ('FBN2', 'NOTCH2'), ('PRKDC', 'TLN1'), ('COL5A1', 'NOTCH2'), ('COL5A1', 'FBN2'), ('FASN', 'PRPF8'), ('LRP1', 'NOTCH2'), ('TLN1', 'USP9X'), ('FBN2', 'LRP1'), ('PLXNA1', 'THBS1'), ('CKAP5', 'TLN1'), ('IGF2R', 'NOTCH2'), ('IGF2R', 'LRP1'), ('FBN2', 'IGF2R'), ('COL5A1', 'IGF2R'), ('FASN', 'PRKDC'), ('NOTCH2', 'PLXNA1'), ('PRKDC', 'PRPF8'), ('SRRM2', 'TNRC6A'), ('LMTK2', 'THBS1'), ('CREBBP', 'TLN1'), ('SPTBN1', 'TLN1'), ('PRPF8', 'USP9X')]\n" ] } ], "source": [ "gene_pairs_30 = []\n", "\n", "for i in range(4):\n", "\n", " upper_triangle = np.triu(gene_colocal_score_all[i])\n", " gene_pairs_30_cluster_i = []\n", "\n", " for j in range(30):\n", "\n", " idx1,idx2 = np.where(upper_triangle == np.max(upper_triangle))\n", " idx1,idx2 = idx1[0],idx2[0]\n", " gene_pairs_30_cluster_i.append((gene_names[idx1],gene_names[idx2]))\n", " upper_triangle[idx1,idx2] = 0\n", "\n", " gene_pairs_30.append(gene_pairs_30_cluster_i)\n", "\n", "print(gene_pairs_30[0])\n", "print(gene_pairs_30[1])\n", "print(gene_pairs_30[2])\n", "print(gene_pairs_30[3])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "gene_pair_label = []\n", "union_pair= set(gene_pairs_30[0]) | set(gene_pairs_30[1]) | set(gene_pairs_30[2]) | set(gene_pairs_30[3])\n", "union_pair = list(union_pair)\n", "for i in union_pair:\n", " gene_pair_label_i = []\n", " if i in gene_pairs_30[0]:\n", " gene_pair_label_i.append('Cluster 0')\n", " if i in gene_pairs_30[1]:\n", " gene_pair_label_i.append('Cluster 1')\n", " if i in gene_pairs_30[2]:\n", " gene_pair_label_i.append('Cluster 2')\n", " if i in gene_pairs_30[3]:\n", " gene_pair_label_i.append('Cluster 3')\n", " gene_pair_label.append(gene_pair_label_i)\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of cluster 0/1/2/3 specific pairs: 2 2 16 0\n" ] } ], "source": [ "cluster_0_specific_pair, cluster_1_specific_pair, cluster_2_specific_pair, cluster_3_specific_pair = [], [], [], [] \n", "for i in gene_pair_label: \n", " if i == ['Cluster 0']: \n", " cluster_0_specific_pair.append(i) \n", " if i == ['Cluster 1']: \n", " cluster_1_specific_pair.append(i) \n", " if i == ['Cluster 2']: \n", " cluster_2_specific_pair.append(i) \n", " if i == ['Cluster 3']: \n", " cluster_3_specific_pair.append(i) \n", "print(\"number of cluster 0/1/2/3 specific pairs:\", len(cluster_0_specific_pair), len(cluster_1_specific_pair), len(cluster_2_specific_pair), len(cluster_3_specific_pair)) " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "G = nx.Graph()\n", "G.add_edges_from(union_pair)\n", "\n", "components = list(nx.connected_components(G))\n", "G_sub = G.subgraph(components[0]).copy()\n", "\n", "edge_to_labels = {}\n", "for e, labs in zip(union_pair, gene_pair_label):\n", " if e not in G_sub.edges:\n", " continue\n", "\n", " if isinstance(labs, str):\n", " labs_list = [x.strip() for x in labs.split(\";\")]\n", " else:\n", " labs_list = list(labs)\n", "\n", " if e not in edge_to_labels:\n", " edge_to_labels[e] = []\n", "\n", " for lab in labs_list:\n", " edge_to_labels[e].append(lab)\n", "\n", "unique_labels = ['Cluster 0','Cluster 1', 'Cluster 2', 'Cluster 3']\n", "colors = ['#F8E57F','#ADE17A','#76B7E4','#EC866F']\n", "label_to_color = {label: colors[i] for i, label in enumerate(unique_labels)}\n", "\n", "pos = nx.spring_layout(G_sub, k=0.4, iterations=100, seed=1234) \n", "fig, ax = plt.subplots(figsize=(13, 12))\n", "\n", "for (u, v), labs_list in edge_to_labels.items():\n", " labs_list = [lab for lab in labs_list if lab in unique_labels]\n", " if len(labs_list) == 0:\n", " continue\n", "\n", " x1, y1 = pos[u]\n", " x2, y2 = pos[v]\n", "\n", " dx = x2 - x1\n", " dy = y2 - y1\n", " length = np.hypot(dx, dy) + 1e-9 \n", "\n", " nx_perp = -dy / length\n", " ny_perp = dx / length\n", "\n", " m = len(labs_list)\n", " base = 0.03 \n", " if m == 1:\n", " offsets = [0.0]\n", " else:\n", " offsets = [(i - (m - 1) / 2) * base for i in range(m)]\n", "\n", " for lab, off in zip(labs_list, offsets):\n", " ox = nx_perp * off * length\n", " oy = ny_perp * off * length\n", "\n", " ax.plot(\n", " [x1 + ox, x2 + ox],\n", " [y1 + oy, y2 + oy],\n", " color=label_to_color[lab],\n", " linewidth=4,\n", " alpha=0.8,\n", " )\n", "\n", "nx.draw_networkx_nodes(G_sub, pos, node_color='#D4DDDC', node_size=1500, ax=ax, edgecolors = '#A1AFAC',linewidths=5)\n", "texts = nx.draw_networkx_labels(\n", " G_sub, pos,\n", " font_size=20,\n", " font_color=\"black\",\n", " font_weight=\"bold\",\n", " ax=ax\n", ")\n", "\n", "for t in texts.values():\n", " t.set_fontstyle(\"italic\") \n", "\n", "handles = [Line2D([0], [0], color=label_to_color[l], lw=5) for l in unique_labels]\n", "ax.legend(handles, unique_labels, fontsize=25, bbox_to_anchor=(0.95, 0.4), ncol=1,labelspacing=0.8)\n", "\n", "ax.set_axis_off()\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "the co-localization pattern of cluster 2 is distinct from the others" ] } ], "metadata": { "kernelspec": { "display_name": "pytorch", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 2 }