{ "cells": [ { "cell_type": "markdown", "id": "bc21a2f5", "metadata": {}, "source": [ "# Tutorial 1:Simulated multi-omics data Integration" ] }, { "cell_type": "markdown", "id": "89a7ca54", "metadata": {}, "source": [ "We evaluated the performance of SMART using simulated spatial multi-omics data with known ground truth. The ground truth of the simulated data defines five distinct spatial factors: factors 1 through 4, representing different cell types, and a background category. The simulation includes three distinct modalities, RNA, ADT,and ATAC, which exhibit markedly different expression distributions, reflecting the complementary nature of multi-omics data." ] }, { "cell_type": "markdown", "id": "3b0a32c4", "metadata": {}, "source": [ "The preprocessed data can be downloaded from: https://doi.org/10.5281/zenodo.17093158." ] }, { "cell_type": "markdown", "id": "b5a0bc5d-ca36-4ff3-a94b-e3eccd4c0072", "metadata": {}, "source": [ "## Load packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "96a4fcdf-7a37-4f74-8d94-8d9d7a9a0f92", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/public/home/cit_wlhuang/.conda/envs/smart/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "import os\n", "import torch\n", "import pandas as pd\n", "import scanpy as sc\n", "import warnings\n", "from muon import prot as pt\n", "from muon import atac as ac\n", "from smart.train import train_SMART\n", "from smart.utils import set_seed\n", "from smart.utils import pca\n", "from smart.utils import clustering\n", "from smart.build_graph import Cal_Spatial_Net\n", "from smart.MNN import Mutual_Nearest_Neighbors\n", "from sklearn.metrics import adjusted_rand_score\n", "import matplotlib.pyplot as plt\n", "\n", "set_seed(2024)\n", "\n", "warnings.filterwarnings('ignore')\n", "# Environment configuration. SMART pacakge can be implemented with either CPU or GPU. GPU acceleration is highly recommend for imporoved efficiency.\n", "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n", "# the location of R, which is required for the 'mclust' algorithm. Please replace the path below with local R installation path, use the command `R RHOME` to find the path.\n", "os.environ['R_HOME'] = '/public/home/cit_wlhuang/.conda/envs/smart/lib/R'" ] }, { "cell_type": "markdown", "id": "03c66402-017e-4b89-80c5-00ab39589829", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": 2, "id": "f2d0e27a-1f27-4ff3-8d56-9a7030465499", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(AnnData object with n_obs × n_vars = 1296 × 1000\n", " obs: 'anno'\n", " uns: 'log1p'\n", " obsm: 'nsfac', 'spatial', 'spfac'\n", " varm: 'nsload', 'spload'\n", " layers: 'counts',\n", " AnnData object with n_obs × n_vars = 1296 × 100\n", " uns: 'log1p'\n", " obsm: 'nsfac', 'spatial', 'spfac'\n", " varm: 'nsload', 'spload'\n", " layers: 'counts',\n", " AnnData object with n_obs × n_vars = 1296 × 1000\n", " uns: 'log1p'\n", " obsm: 'nsfac', 'spatial', 'spfac'\n", " varm: 'nsload', 'spload'\n", " layers: 'counts')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read data\n", "file_fold = '../../../../SMART-main_orignal/datasets/simulated_data/' #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_omics3 = sc.read_h5ad(file_fold + 'adata_ATAC.h5ad')\n", "\n", "adata_omics1.var_names_make_unique()\n", "adata_omics2.var_names_make_unique()\n", "adata_omics3.var_names_make_unique()\n", "\n", "adata_omics1.obs[\"anno\"]=pd.read_table(file_fold+\"anno.txt\",header=None).loc[adata_omics1.obs.index.astype(\"int\")].values[:, 0].astype(\"str\")\n", "\n", "adata_omics1,adata_omics2,adata_omics3" ] }, { "cell_type": "markdown", "id": "6214b8e2-7df7-4324-8685-75449f2e6253", "metadata": {}, "source": [ "## Data pre-processing" ] }, { "cell_type": "code", "execution_count": 3, "id": "ef9a2ad4-18d0-41a7-b0e3-0a907250646b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: adata.X seems to be already log-transformed.\n", "WARNING: adata.X seems to be already log-transformed.\n" ] } ], "source": [ "# RNA\n", "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=30)\n", "\n", "# Protein\n", "adata_omics2 = adata_omics2[adata_omics1.obs_names].copy() \n", "pt.pp.clr(adata_omics2)\n", "sc.pp.scale(adata_omics2)\n", "adata_omics2.obsm['feat'] = pca(adata_omics2, n_comps=30)\n", "\n", "# ATAC\n", "adata_omics3 = adata_omics3[adata_omics1.obs_names].copy() # .obsm['X_lsi'] represents the dimension reduced feature\n", "ac.pp.tfidf(adata_omics3, scale_factor=1e4)\n", "sc.pp.normalize_per_cell(adata_omics3, counts_per_cell_after=1e4)\n", "sc.pp.log1p(adata_omics3)\n", "adata_omics3.obsm['feat'] = pca(adata_omics3, n_comps=30)" ] }, { "cell_type": "markdown", "id": "2afd8e99-5da2-4be8-801a-d7d61fd2ef5d", "metadata": {}, "source": [ "## Spatial neighbour graph construction" ] }, { "cell_type": "code", "execution_count": 4, "id": "fa15d1e4-0acc-4161-94f9-ac05a157bba7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The graph contains 5184 edges, 1296 cells.\n", "4.0000 neighbors per cell on average.\n", "The graph contains 5184 edges, 1296 cells.\n", "4.0000 neighbors per cell on average.\n", "The graph contains 5184 edges, 1296 cells.\n", "4.0000 neighbors per cell on average.\n" ] } ], "source": [ "Cal_Spatial_Net(adata_omics1, model=\"KNN\", n_neighbors=4)\n", "Cal_Spatial_Net(adata_omics2, model=\"KNN\", n_neighbors=4)\n", "Cal_Spatial_Net(adata_omics3, model=\"KNN\", n_neighbors=4)" ] }, { "cell_type": "markdown", "id": "3fd450b7-0bd1-4161-9fd7-88e624781114", "metadata": {}, "source": [ "## MNN triplet samples calculation" ] }, { "cell_type": "code", "execution_count": 5, "id": "2896cc36-1a83-4583-a343-7a060b555130", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Distances calculation completed!\n", "The data using feature 'feat' contains 1846 mnn_anchors\n", "Distances calculation completed!\n", "The data using feature 'feat' contains 1742 mnn_anchors\n", "Distances calculation completed!\n", "The data using feature 'feat' contains 1732 mnn_anchors\n" ] } ], "source": [ "adata_list=[adata_omics1,adata_omics2,adata_omics3]\n", "x = [torch.FloatTensor(adata.obsm[\"feat\"]).to(device) for adata in adata_list]\n", "edges =[torch.LongTensor(adata.uns[\"edgeList\"]).to(device) for adata in adata_list]\n", "triplet_samples_list = [Mutual_Nearest_Neighbors(adata, key=\"feat\", n_nearest_neighbors=3,farthest_ratio=0.6) for adata in adata_list]" ] }, { "cell_type": "markdown", "id": "387c6bde-c551-4194-85f6-6c590758c49b", "metadata": {}, "source": [ "## Model training" ] }, { "cell_type": "code", "execution_count": 6, "id": "ea28e640-a3ce-4f92-b580-7c4ab5fbadcf", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 30%|██▉ | 89/300 [00:05<00:12, 16.55it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Early stopping: flat trend detected.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "model=train_SMART(features=x,\n", " edges=edges,\n", " triplet_samples_list=triplet_samples_list,\n", " weights=[1,1,1,1,1,1],\n", " emb_dim=64, \n", " n_epochs=300,\n", " lr=1e-3,\n", " weight_decay=1e-6,\n", " device = device,\n", " window_size=10,\n", " slope=1e-4)\n", "\n", "adata_omics1.obsm[\"SMART\"]=model(x, edges)[0].cpu().detach().numpy()" ] }, { "cell_type": "markdown", "id": "df5ab112-f53e-46ce-81a9-dccaa227cfb1", "metadata": {}, "source": [ "## Clustering" ] }, { "cell_type": "code", "execution_count": 7, "id": "f3e23482-3b85-4698-9e94-657d1760c330", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "fitting ...\n", " |======================================================================| 100%\n", "0.9915746740083633\n" ] } ], "source": [ "tool = 'mclust' # mclust, leiden, and louvain\n", "clustering(adata_omics1, key='SMART', add_key='SMART', n_clusters=5, method=tool, use_pca=True)\n", "ari = adjusted_rand_score(adata_omics1.obs['anno'], adata_omics1.obs['SMART'])\n", "print(ari)" ] }, { "cell_type": "code", "execution_count": 8, "id": "47885661-c8e6-4dc8-8b42-64891142e06e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax_list = plt.subplots(1, 3, figsize=(10, 3))\n", "sc.pp.neighbors(adata_omics1, use_rep='SMART', n_neighbors=10)\n", "sc.tl.umap(adata_omics1)\n", "sc.pl.umap(adata_omics1, color='SMART', ax=ax_list[0], title='SMART', s=60, show=False)\n", "sc.pl.embedding(adata_omics1, basis='spatial', color='SMART', ax=ax_list[1], title='SMART', s=90, show=False)\n", "sc.pl.embedding(adata_omics1, basis='spatial', color='anno', ax=ax_list[2], title='anno', s=90, show=False)\n", "plt.tight_layout(w_pad=0.3)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "smart", "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": "3.9.23" } }, "nbformat": 4, "nbformat_minor": 5 }