{ "cells": [ { "cell_type": "markdown", "id": "1314f82b-ceb2-4b98-a442-ea4b5fe8aca6", "metadata": {}, "source": [ "# Tutorial" ] }, { "cell_type": "markdown", "id": "d963d6e3", "metadata": {}, "source": [ "**Introduction to multi-task deep neural network for single-cell multi-omics data (scMultiNet)**" ] }, { "cell_type": "markdown", "id": "a16cedbc-eae2-4f4c-a611-863289e391b0", "metadata": {}, "source": [ "In this introductory tutorial, we present the different tasks of a **scMultiNet** workflow\n", "\n", "- 1. Loading the multi-omics data\n", "- 2. Training the scMultiNet model\n", "- 3. Integration into the common latent space\n", "- 4. Prediction from modality 1 to modality 2\n", "- 5. Denoising for multi-modality data" ] }, { "cell_type": "markdown", "id": "9f63913d-447c-41cb-a7e5-a12a0fadccd1", "metadata": {}, "source": [ "import the necessary packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "fe99ac05-6d95-4522-8cb3-3b3b4d335215", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import os\n", "import torch\n", "import random\n", "import warnings\n", "import numpy as np\n", "import scanpy as sc\n", "import anndata as ad\n", "\n", "from MultiNet.trainer import Trainer\n", "from MultiNet.dataloader import SingleCellMultiOmicsData\n", "from MultiNet.multinet import MultiNet\n", "from MultiNet.preprocess import setup_seed\n", "from MultiNet.eval_tools import clustering_metric\n", "from MultiNet.configs import *\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "id": "096086a6-3113-4551-a4ce-00e88d72d517", "metadata": {}, "source": [ "**seed**: Sets the random seed for reproducibility. \n", "**device**: Specifies the hardware device used for computation (e.g., cpu, cuda)." ] }, { "cell_type": "code", "execution_count": 2, "id": "4e484724-a06f-4ada-9154-1ab0d322ff72", "metadata": {}, "outputs": [], "source": [ "setup_seed(42)\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")" ] }, { "cell_type": "markdown", "id": "19f4752c-2ac2-42c9-8a31-ca1e65d94aec", "metadata": {}, "source": [ "## Step1: Loading data" ] }, { "cell_type": "markdown", "id": "8175dbdc-cfde-456a-956f-ea22d371efa8", "metadata": {}, "source": [ "loading the **BMNC** dataset. \n", "- **configs**: Configuration information of scMultiNet (hyperparameters, network settings, data preprocessing, etc.)" ] }, { "cell_type": "code", "execution_count": 3, "id": "f2dcf5de-40c4-42bc-9505-5b3f010d68ed", "metadata": {}, "outputs": [], "source": [ "configs = citeseq_config\n", "configs['use_indicator'] = False # Set it to True when performing denoising tasks.\n", "Dataname = 'BMNC'\n", "data_path = None" ] }, { "cell_type": "code", "execution_count": 4, "id": "d8623ccb-9344-4856-9a0e-93cabc59771a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Chosen offset: 0.13\n", "==> Successfully preprocessed 2000 genes and 30672 cells.\n", "==> Successfully preprocessed 25 proteins/peaks and 30672 cells.\n" ] } ], "source": [ "data = SingleCellMultiOmicsData(Dataname, configs, data_path)" ] }, { "cell_type": "markdown", "id": "b3785292-9a8a-4305-9863-459247614ef3", "metadata": {}, "source": [ "## Step2: train your scMultiNet model\n", "You can either train the scMultiNet model yourself or load the weights we provide." ] }, { "cell_type": "code", "execution_count": 5, "id": "88654020-89d1-43b6-a7d7-b47f63e31151", "metadata": {}, "outputs": [], "source": [ "multinet = MultiNet(data.n_vars_list, configs)\n", "multinet = multinet.to(device)" ] }, { "cell_type": "code", "execution_count": 6, "id": "494f104e-6f45-4d38-ad1c-74cb88a173e5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pretrain...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Epoch 100/100 g_Loss:0.665433 d_Loss:0.002773 : 100%|█████████████| 100/100 [03:20<00:00, 2.01s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "==> Pretrain Done\n", "Train...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Epoch 200/200 g_Loss:0.440291 d_Loss:0.002786 : 100%|█████████████| 200/200 [11:33<00:00, 3.47s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "==> Train Done\n", "==> saving checkpoint 'BMNC.pth.tar'\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "train = True\n", "save = True\n", "weight_path = 'BMNC.pth.tar'\n", "if train:\n", " trainer = Trainer(data, multinet, device)\n", " trainer.train(configs)\n", "else:\n", " multinet.load_weight(weight_path) \n", "\n", "# if save:\n", " multinet.save_weight(weight_path)" ] }, { "cell_type": "markdown", "id": "5f36efa9-60b2-4b7d-a7a3-f510915981e2", "metadata": {}, "source": [ "## Step3: Task of Multi-Modality Integration\n", "**Integrate** multi-omic data and use **UMAP** to visualize the clustering results" ] }, { "cell_type": "code", "execution_count": 7, "id": "7a27a1f8-a031-4ea9-82fe-8cda176d36c5", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.cluster import KMeans\n", "figsize = (3, 3)\n", "n_neighbors=20\n", "min_dist=0.5" ] }, { "cell_type": "code", "execution_count": 8, "id": "954124f2-c61a-484e-a4f4-7e4d12e17824", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "27\n" ] } ], "source": [ "x = data.get_one_epoch_data(device)\n", "Y = data.get_celltypes()\n", "class_num = len(np.unique(Y))\n", "kmeans = KMeans(n_init=20, n_clusters=class_num, random_state=42)\n", "print(class_num)" ] }, { "cell_type": "code", "execution_count": 9, "id": "e86a98ca-f617-4938-908c-76311184e349", "metadata": {}, "outputs": [], "source": [ "com = multinet.ae_network.get_common_latent_representation(x)" ] }, { "cell_type": "code", "execution_count": 10, "id": "2e57203d-d5b3-4f94-94ae-b0b057ea20e0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata = ad.AnnData(X=com)\n", "adata.obs['cell_types'] = Y.astype(str)\n", "sc.pp.neighbors(adata, n_neighbors=n_neighbors, use_rep=\"X\")\n", "sc.tl.umap(adata, min_dist=min_dist)\n", "plt.figure(figsize=figsize)\n", "sc.pl.umap(adata, color=['cell_types'], title=\"scMultiNet\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "14e7be5a-1533-47e8-8043-e822a27014da", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NMI: 0.8411, ARI: 0.8757\n" ] } ], "source": [ "y_pred = kmeans.fit_predict(adata.X)\n", "NMI, ARI = clustering_metric(Y, y_pred)\n", "print('NMI: {:.4f}, ARI: {:.4f}'.format(NMI, ARI))" ] }, { "cell_type": "markdown", "id": "e0f76e3c-56b2-4d15-a302-9f4fe164883c", "metadata": {}, "source": [ "## Step4: Task of Cross-Modality Prediction \n", "Demo: Prediction from **RNA** to **ADT** \n", "In this demo, we used the complete BMNC dataset for both testing and training, so the results may differ from those reported in the paper." ] }, { "cell_type": "code", "execution_count": 12, "id": "4bb368ff-7436-4795-9991-568d6ee3eddb", "metadata": {}, "outputs": [], "source": [ "raw_adt = x[1].cpu().detach().numpy()\n", "corss_adt = multinet.ae_network.get_cross_modality_RNA2ADT(x[0])\n", "# raw_rna = x[0].cpu().detach().numpy\n", "# cross_rna multinet.ae_network.get_cross_modality_ADT2RNA(x[1])" ] }, { "cell_type": "code", "execution_count": 13, "id": "a578c866-a75a-4f58-ba2d-f990cbfd2d48", "metadata": {}, "outputs": [], "source": [ "ncols = 2\n", "nrows = 1\n", "figsize = 4\n", "wspace = 0.5\n", "\n", "adata_raw = ad.AnnData(X=raw_adt)\n", "adata_cross = ad.AnnData(X=corss_adt)\n", "adata_raw.obs['cell_types'] = Y.astype(str)\n", "adata_cross.obs['cell_types'] = Y.astype(str)\n", "sc.pp.neighbors(adata_raw, n_neighbors=n_neighbors, use_rep=\"X\")\n", "sc.pp.neighbors(adata_cross, n_neighbors=n_neighbors, use_rep=\"X\")\n", "sc.tl.umap(adata_raw, min_dist=min_dist)\n", "sc.tl.umap(adata_cross, min_dist=min_dist)" ] }, { "cell_type": "code", "execution_count": 14, "id": "7e46c68d-bbe6-4051-bf14-988a657d33d3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(\n", " nrows=nrows,\n", " ncols=ncols,\n", " figsize=(ncols * figsize + figsize * wspace * (ncols - 1), nrows * figsize),\n", ")\n", "sc.pl.umap(adata_raw, color=['cell_types'], title=\"ADT Raw\", ax=axs[0], show=False)\n", "axs[0].get_legend().remove() \n", "sc.pl.umap(adata_cross, color=['cell_types'], title=\"RNA to ADT\", ax=axs[1])" ] }, { "cell_type": "code", "execution_count": 15, "id": "bf652498-1c73-489c-aa5b-1a2fab9f4a5c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Raw : NMI: 0.7516, ARI: 0.5333\n", "Cross: NMI: 0.6738, ARI: 0.5118\n" ] } ], "source": [ "y_pred = kmeans.fit_predict(adata_raw.X)\n", "NMI1, ARI1 = clustering_metric(Y, y_pred)\n", "y_pred = kmeans.fit_predict(adata_cross.X)\n", "NMI2, ARI2 = clustering_metric(Y, y_pred)\n", "print('Raw : NMI: {:.4f}, ARI: {:.4f}'.format(NMI1, ARI1))\n", "print('Cross: NMI: {:.4f}, ARI: {:.4f}'.format(NMI2, ARI2))" ] }, { "cell_type": "markdown", "id": "d72649fa-3763-47dc-b483-2b53b4e6253a", "metadata": {}, "source": [ "## Step5: Task of Multi-Modality Data Denoisiong\n", "Perform this task only when training with indicator matrices and test it using data with artificial dropout." ] }, { "cell_type": "code", "execution_count": 16, "id": "0a668000-2681-49e8-9f0f-66f0bbb4ee37", "metadata": {}, "outputs": [], "source": [ "# rna_denoised, adt_denoised = multinet.ae_network.get_denoised_output(X)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }