{
"cells": [
{
"cell_type": "markdown",
"id": "fcbc595f-6d30-449a-bb21-09d7c9de63bf",
"metadata": {},
"source": [
"# Spatial multi-Omics Clustering Demonstration of Human_Lymph_Node A1\n",
"+ In this Tutorial, we demonstrate how to use 3d-OT to obtain the clustering results of Human_Lymph_Node A1.\n",
"+ Five simulated data consisting of two Omics that together contained the information of the ground truth. \n",
"+ The Omics were designed to simulate the transcriptome, and proteome respectively."
]
},
{
"cell_type": "markdown",
"id": "82d46835-4258-4631-9159-f35c0f300f6e",
"metadata": {},
"source": [
"## Loading package"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "9366f5d4-2874-4050-8071-ec29cf227427",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"During startup - Warning messages:\n",
"1: package ‘methods’ was built under R version 4.3.2 \n",
"2: package ‘datasets’ was built under R version 4.3.2 \n",
"3: package ‘utils’ was built under R version 4.3.2 \n",
"4: package ‘grDevices’ was built under R version 4.3.2 \n",
"5: package ‘graphics’ was built under R version 4.3.2 \n",
"6: package ‘stats’ was built under R version 4.3.2 \n",
"R[write to console]: __ __ \n",
" ____ ___ _____/ /_ _______/ /_\n",
" / __ `__ \\/ ___/ / / / / ___/ __/\n",
" / / / / / / /__/ / /_/ (__ ) /_ \n",
"/_/ /_/ /_/\\___/_/\\__,_/____/\\__/ version 6.1.1\n",
"Type 'citation(\"mclust\")' for citing this R package in publications.\n",
"\n"
]
}
],
"source": [
"from lib_3d_OT.utils import *\n",
"import scanpy as sc\n",
"import numpy as np\n",
"import pandas as pd\n",
"import torch\n",
"from lib_3d_OT.multi_modialty import *\n",
"import torch.optim as optim\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4856e40c-da4e-4bfa-b5be-e56aba92cec9",
"metadata": {},
"outputs": [],
"source": [
"device = torch.device(\"cuda:1\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "markdown",
"id": "58522e0a-5bfc-4838-9b49-dbaa413fe207",
"metadata": {},
"source": [
"## Loading data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "9c51f2a9-e8bc-463d-ac55-1f1029c9efde",
"metadata": {},
"outputs": [],
"source": [
"truth=pd.read_csv('/home/dbj/mouse/SpatialGlue/Human_Lymph_Node/annotation.csv',index_col=0)\n",
"file_fold = '/home/dbj/mouse/SpatialGlue/Human_Lymph_Node/' #please replace 'file_fold' with the download path\n",
"\n",
"adata_omics1 = sc.read_h5ad(file_fold + 'adata_RNA.h5ad')\n",
"adata_omics2 = sc.read_h5ad(file_fold + 'adata_ADT.h5ad')\n",
"adata_omics1.obs['truth']=truth['manual-anno']\n",
"adata_omics2.obs['truth']=truth['manual-anno']\n",
"adata_omics1.var_names_make_unique()\n",
"adata_omics2.var_names_make_unique()"
]
},
{
"cell_type": "markdown",
"id": "b1c5259d-2190-4be7-94a9-0dc4b14c7e54",
"metadata": {},
"source": [
"+ 3d-OT adopts standard pre-processing steps for the transcriptomic, and protein data. \n",
"+ Specifically, for the transcriptomics data, the gene expression counts are log-transformed and normalized by library size via the SCANPY package. The top 3,000 highly variable genes (HVGs) are selected as input of PCA for dimension reduction. \n",
"+ The protein expresssion counts are normliazed using CLR (Centered Log Ratio)."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8add1ecf-cfb1-4744-bb74-467917b9a7a6",
"metadata": {},
"outputs": [],
"source": [
"sc.pp.filter_genes(adata_omics1, min_cells=10)\n",
"sc.pp.highly_variable_genes(adata_omics1, flavor=\"seurat_v3\", n_top_genes=3000)\n",
"sc.pp.normalize_total(adata_omics1, target_sum=1e4)\n",
"sc.pp.log1p(adata_omics1)\n",
"sc.pp.scale(adata_omics1)\n",
"\n",
"adata_omics1_high = adata_omics1[:, adata_omics1.var['highly_variable']]\n",
"adata_omics1.obsm['feat'] = pca(adata_omics1_high, n_comps=adata_omics2.n_vars-1)\n",
"\n",
"# Protein\n",
"adata_omics2 = clr_normalize_each_cell(adata_omics2)\n",
"sc.pp.scale(adata_omics2)\n",
"adata_omics2.obsm['feat'] = pca(adata_omics2, n_comps=adata_omics2.n_vars-1)"
]
},
{
"cell_type": "markdown",
"id": "2362505e-44fa-4b6f-8432-b58639fef26b",
"metadata": {},
"source": [
"## Constructing the neighbor graph and training the PointNet++ Encoder"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "555e62de-991f-466c-9311-bc9035a8d489",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 500/500, Loss: 1.1671, Loss1: 0.9481, Loss2: 0.2190\r"
]
}
],
"source": [
"set_seed(7)\n",
"graph1 = prepare_data(adata_omics1, location=\"spatial\", nb_neighbors=6).to(device)\n",
"graph2 = prepare_data(adata_omics2, location=\"spatial\", nb_neighbors=6).to(device)\n",
"input_dim = graph1.express.shape[-1]\n",
"hidden_dim=32\n",
"model = extractModel(input_dim,hidden_dim,n_heads=4, n_layers=3)\n",
"model = model.to(device)\n",
"optimizer = optim.Adam(model.parameters(), lr=0.001)\n",
"start_time = time.time()\n",
"best_model = train_graph_extractor(graph1,graph2, model ,optimizer, device,epochs=500)"
]
},
{
"cell_type": "markdown",
"id": "0b2a646c-4e70-4908-bfd6-c45c12df4486",
"metadata": {},
"source": [
"### Get multi-omics integrated representation `mixed_modal_features`"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "318147b6-170e-44d9-bfb0-f49f39fa723a",
"metadata": {},
"outputs": [],
"source": [
"with torch.no_grad(): \n",
" MODEL=extractModel(input_dim=input_dim,hidden_dim=hidden_dim)\n",
" MODEL.to(device)\n",
" MODEL.load_state_dict(best_model)\n",
" MODEL.eval()\n",
" recon1, recon2,mixed_modal_features = MODEL(graph1, graph2)\n",
" mixed_modal_features = mixed_modal_features.squeeze(0) \n",
" gene_expression_matrix = mixed_modal_features.cpu().detach().numpy()\n",
"adata_omics1.obsm['3d-OT']=gene_expression_matrix"
]
},
{
"cell_type": "markdown",
"id": "d905060c-f6d5-4158-ab78-616c91cf6794",
"metadata": {},
"source": [
"## We use mclust for clustering"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "2285dc8d-7b64-4087-8251-9d52127dfd87",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using 3d-OT representation for clustering...\n",
"fitting ...\n",
" |======================================================================| 100%\n"
]
}
],
"source": [
"clustering(adata_omics1, n_clusters=10,key='3d-OT', method='mclust',random=2024,n_comp=20)"
]
},
{
"cell_type": "markdown",
"id": "3817230f-b21c-41d7-8a3b-0bac07991657",
"metadata": {},
"source": [
"## The clustering result"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "1a2c76d5-f2cd-4fd8-8e7f-b448698f7031",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import copy\n",
"plt.rcParams['figure.figsize'] = (4,4)\n",
"plt.rcParams['font.size'] = 20\n",
"\n",
"fig, ax = plt.subplots()\n",
"sc.pl.embedding(adata_omics1,basis='spatial',color='3d-OT',size=50,ax=ax)"
]
},
{
"cell_type": "markdown",
"id": "45b321a6-84fc-49e7-a204-ce8e5f636ed4",
"metadata": {},
"source": [
"## Calculation of six types of supervision indicators"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "84d04227-f2d4-4927-a6d2-751cb9aec0ea",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Homogeneity: 0.4099481619252866\n",
"Mutual Information: 0.6915841864265078\n",
"V-Measure: 0.39043921332436543\n",
"AMI: 0.38625401019068556\n",
"NMI: 0.39043921332436543\n",
"ARI: 0.256259941977966\n"
]
}
],
"source": [
"import numpy as np\n",
"from sklearn.metrics import (homogeneity_score,mutual_info_score,v_measure_score,adjusted_mutual_info_score,normalized_mutual_info_score,adjusted_rand_score\n",
")\n",
"\n",
"true_labels = np.array(adata_omics1.obs['truth'])\n",
"cluster_labels = np.array(adata_omics1.obs['3d-OT'])\n",
"\n",
"homogeneity = homogeneity_score(true_labels, cluster_labels)\n",
"mutual_info = mutual_info_score(true_labels, cluster_labels)\n",
"v_measure = v_measure_score(true_labels, cluster_labels)\n",
"ami = adjusted_mutual_info_score(true_labels, cluster_labels)\n",
"nmi = normalized_mutual_info_score(true_labels, cluster_labels)\n",
"ari = adjusted_rand_score(true_labels, cluster_labels)\n",
"\n",
"print(\"Homogeneity:\", homogeneity)\n",
"print(\"Mutual Information:\", mutual_info)\n",
"print(\"V-Measure:\", v_measure)\n",
"print(\"AMI:\", ami)\n",
"print(\"NMI:\", nmi)\n",
"print(\"ARI:\", ari)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:py310]",
"language": "python",
"name": "conda-env-py310-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}