{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Example-2 of MaxFuse usage between RNA and Protein modality." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we demonstrate the application of MaxFuse integration and matching across weak-linked modalities. Here we showcase an example between RNA and Protein modality. Specifically, we showcases in this example the matching and integration bewteen: 1. **CODEX** tonsil iamges with 49 markers (from Kennedy et al. 2021) 2. **scRNA-seq** tonsil disociated cells (from King et al. 2021)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/umap/distances.py:1063: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/umap/distances.py:1071: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/umap/distances.py:1086: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/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", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/umap/umap_.py:660: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy.io import mmread\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rcParams[\"figure.figsize\"] = (6, 4)\n", "\n", "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", "\n", "import anndata as ad\n", "import scanpy as sc\n", "import maxfuse as mf\n", "\n", "import seaborn as sns" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Data acquire" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Since the example data we are uisng in the tutorial excedes the size limit for github repository files, we have uploaded them onto a server and can be easily donwloaded with the code below. Also this code only need to run **once** for both of the tutorial examples." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import requests, zipfile, io\n", "r = requests.get(\"http://stat.wharton.upenn.edu/~zongming/maxfuse/data.zip\")\n", "z = zipfile.ZipFile(io.BytesIO(r.content))\n", "z.extractall(\"../\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Data preprocessing" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We begin by reading in protein measurements and RNA measurements.\n", "\n", "The file format for MaxFuse to read in is ```adata```. The original files we have for RNA was a count table (sparse matrix, row as cells column as rna), and for CODEX it was a csv file with protein expressions (row as cells column as protein). These two files can be turned into ```adata``` objects easily." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# read in protein data\n", "protein = pd.read_csv(\"../data/tonsil/tonsil_codex.csv\") # ~178,000 codex cells" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can check how the CODEX data looks like. Note the meta data contained in this csv is not necessary to run ```MaxFuse```. They were used here only for evaluation purpose." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=protein, x=\"centroid_x\", y=\"centroid_y\", hue = \"cluster.term\", s = 0.1)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# input csv contains meta info, take only protein features\n", "protein_features = ['CD38', 'CD19', 'CD31', 'Vimentin', 'CD22', 'Ki67', 'CD8',\n", " 'CD90', 'CD123', 'CD15', 'CD3', 'CD152', 'CD21', 'cytokeratin', 'CD2',\n", " 'CD66', 'collagen IV', 'CD81', 'HLA-DR', 'CD57', 'CD4', 'CD7', 'CD278',\n", " 'podoplanin', 'CD45RA', 'CD34', 'CD54', 'CD9', 'IGM', 'CD117', 'CD56',\n", " 'CD279', 'CD45', 'CD49f', 'CD5', 'CD16', 'CD63', 'CD11b', 'CD1c',\n", " 'CD40', 'CD274', 'CD27', 'CD104', 'CD273', 'FAPalpha', 'Ecadherin']\n", "# convert to AnnData\n", "protein_adata = ad.AnnData(\n", " protein[protein_features].to_numpy(), dtype=np.float32\n", ")\n", "protein_adata.var_names = protein[protein_features].columns" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Then we read in the RNA files and convert to ```adata``` format too." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# read in RNA data\n", "rna = mmread(\"../data/tonsil/tonsil_rna_counts.txt\") # rna count as sparse matrix, 10k cells (RNA)\n", "rna_names = pd.read_csv('../data/tonsil/tonsil_rna_names.csv')['names'].to_numpy()\n", "# convert to AnnData\n", "rna_adata = ad.AnnData(\n", " rna.tocsr(), dtype=np.float32\n", ")\n", "rna_adata.var_names = rna_names" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Optional**: meta data for the cells. In this case we are using them to **evaluate the integration results**, but for actual running, MaxFuse does not require you have this information." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# read in celltyle labels\n", "metadata_rna = pd.read_csv('../data/tonsil/tonsil_rna_meta.csv')\n", "labels_rna = metadata_rna['cluster.info'].to_numpy()\n", "labels_codex = protein['cluster.term'].to_numpy()\n", "\n", "protein_adata.obs['celltype'] = labels_codex\n", "rna_adata.obs['celltype'] = labels_rna" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Here we are integrating protein and RNA data, and most of the time there are name differences between protein (antibody) and their corresponding gene names. \n", "\n", "These \"weak linked\" features will be used during initialization (we construct two arrays, `rna_shared` and `protein_shared`, whose columns are matched, and the two arrays can be used to obtain the initial matching). \n", "\n", "To construct the feature correspondence in straight forward way, we prepared a ```.csv``` file containing most of the antibody name (seen in cite-seq or codex antibody names etc) and their corresponding gene names:\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Protein nameRNA name
0CD80CD80
1CD86CD86
2CD274CD274
3CD273PDCD1LG2
4CD275ICOSLG
\n", "
" ], "text/plain": [ " Protein name RNA name\n", "0 CD80 CD80\n", "1 CD86 CD86\n", "2 CD274 CD274\n", "3 CD273 PDCD1LG2\n", "4 CD275 ICOSLG" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "correspondence = pd.read_csv('../data/protein_gene_conversion.csv')\n", "correspondence.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "But of course this files does contain all names including custom names in new assays. If a certain correspondence is not found, either it is missing in the other modality, or you should customly add the name conversion to this ```.csv``` file." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "rna_protein_correspondence = []\n", "\n", "for i in range(correspondence.shape[0]):\n", " curr_protein_name, curr_rna_names = correspondence.iloc[i]\n", " if curr_protein_name not in protein_adata.var_names:\n", " continue\n", " if curr_rna_names.find('Ignore') != -1: # some correspondence ignored eg. protein isoform to one gene\n", " continue\n", " curr_rna_names = curr_rna_names.split('/') # eg. one protein to multiple genes\n", " for r in curr_rna_names:\n", " if r in rna_adata.var_names:\n", " rna_protein_correspondence.append([r, curr_protein_name])\n", " \n", "rna_protein_correspondence = np.array(rna_protein_correspondence)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/anndata/_core/anndata.py:1832: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/anndata/_core/anndata.py:1832: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] } ], "source": [ "# Columns rna_shared and protein_shared are matched.\n", "# One may encounter \"Variable names are not unique\" warning,\n", "# this is fine and is because one RNA may encode multiple proteins and vice versa.\n", "rna_shared = rna_adata[:, rna_protein_correspondence[:, 0]].copy()\n", "protein_shared = protein_adata[:, rna_protein_correspondence[:, 1]].copy()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Then we retrieve the shared features. Normally we should not use all the shared featues, as some of the shared feature RNA are not very variable, and inputing low quality features could potentially decrease the performance of ```MaxFuse```. In this case we only use RNA or Protein features that are variable (larger than a certain threshold)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[(12977, 32), (178919, 32)]\n" ] } ], "source": [ "# Make sure no column is static\n", "mask = (\n", " (rna_shared.X.toarray().std(axis=0) > 0.5) \n", " & (protein_shared.X.std(axis=0) > 0.1)\n", ")\n", "rna_shared = rna_shared[:, mask].copy()\n", "protein_shared = protein_shared[:, mask].copy()\n", "print([rna_shared.shape,protein_shared.shape])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We apply standard Scanpy preprocessing steps to `rna_shared`.\n", "We skipped the processing steps for `protein_shared` because the input CODEX data was already normalized et." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/preprocessing/_normalization.py:197: UserWarning: Some cells have zero counts\n", " warn(UserWarning('Some cells have zero counts'))\n" ] } ], "source": [ "# process rna_shared\n", "sc.pp.normalize_total(rna_shared)\n", "sc.pp.log1p(rna_shared)\n", "sc.pp.scale(rna_shared)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot UMAP of rna cells based only on rna markers with protein correspondence\n", "\n", "sc.pp.neighbors(rna_shared, n_neighbors=15)\n", "sc.tl.umap(rna_shared)\n", "sc.pl.umap(rna_shared, color='celltype')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# plot UMAPs of codex cells based only on protein markers with rna correspondence\n", "# due to a large number of codex cells, this can take a while. uncomment below to plot.\n", "\n", "# sc.pp.neighbors(protein_shared, n_neighbors=15)\n", "# sc.tl.umap(protein_shared)\n", "# sc.pl.umap(protein_shared, color='celltype')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "rna_shared = rna_shared.X.copy()\n", "protein_shared = protein_shared.X.copy()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We again apply standard Scanpy preprocessing steps to **all available RNA measurements and protein measurements** (not just the shared ones) to get two arrays, `rna_active` and `protein_active`, which are used for iterative refinement. Again if the input data is already processed, these steps can be skipped." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# process all RNA features\n", "sc.pp.normalize_total(rna_adata)\n", "sc.pp.log1p(rna_adata)\n", "sc.pp.highly_variable_genes(rna_adata, n_top_genes=5000)\n", "# only retain highly variable genes\n", "rna_adata = rna_adata[:, rna_adata.var.highly_variable].copy()\n", "sc.pp.scale(rna_adata)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: You’re trying to run this on 5000 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n", " Falling back to preprocessing with `sc.pp.pca` and default params.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot UMAPs of rna cells based on all active rna markers\n", "\n", "sc.pp.neighbors(rna_adata, n_neighbors=15)\n", "sc.tl.umap(rna_adata)\n", "sc.pl.umap(rna_adata, color='celltype')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# plot UMAPs of protein cells based on all active protein markers\n", "# due to a large number of codex cells, this can take a while. uncomment below to plot.\n", "\n", "# sc.pp.neighbors(protein_adata, n_neighbors=15)\n", "# sc.tl.umap(protein_adata)\n", "# sc.pl.umap(protein_adata, color='celltype')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# make sure no feature is static\n", "rna_active = rna_adata.X\n", "protein_active = protein_adata.X\n", "rna_active = rna_active[:, rna_active.std(axis=0) > 1e-5] # these are fine since already using variable features\n", "protein_active = protein_active[:, protein_active.std(axis=0) > 1e-5] # protein are generally variable" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12977, 5000)\n", "(178919, 46)\n", "(12977, 32)\n", "(178919, 32)\n" ] } ], "source": [ "# inspect shape of the four matrices\n", "print(rna_active.shape)\n", "print(protein_active.shape)\n", "print(rna_shared.shape)\n", "print(protein_shared.shape)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting MaxFuse" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step I: preparations" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We now have four arrays. `rna_shared` and `protein_shared` are used for finding initial pivots, whereas `rna_active` and `protein_active` are used for iterative refinement. \n", "\n", "The main object for running MaxFuse pipeline is `mf.model.Fusor`, and its constructor takes the above four arrays as input.\n", "\n", "If your data have not been clustered and annotated, you can leave `labels1` and `labels2` to be `None`, then MaxFuse will automatically run clustering algorithms to fill them in.\n", "\n", "**Optional**: If your data have already been clustered (and you trust your annotation is optimal and should be used to guide the MaxFuse smoothing steps), you could supply them as ```numpy``` arrays to `labels1` and `labels2`." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# call constructor for Fusor object\n", "# which is the main object for running MaxFuse pipeline\n", "fusor = mf.model.Fusor(\n", " shared_arr1=rna_shared,\n", " shared_arr2=protein_shared,\n", " active_arr1=rna_active,\n", " active_arr2=protein_active,\n", " labels1=None,\n", " labels2=None\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To reduce computational complexity, we call `split_into_batches` to fit the batched version of MaxFuse.\n", "\n", "Internally, MaxFuse will solve a few linear assignment problems of size $n_1 \\times n_2$, where $n_1$ and $n_2$ (with $n_1\\leq n_2$ by convention) are the sample sizes of the two modalities (after batching and metacell construction).\n", "`max_outward_size` specifis the maximum value of $n_1$.\n", "\n", "`matching_ratio` specifies approximately the ratio of $n_2/n_1$.\n", "The larger it is, the more candidate cells in the second modality MaxFuse will seek for to match each cell/metacell in the first modality.\n", "\n", "`metacell_size` specifies the average size of the metacells in the first modality.\n", "\n", "Since this integration process is larger (more CODEX cells), we could increase the `max_outward_size` as long as the memory can accomodate that." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The first data is split into 1 batches, average batch size is 12977, and max batch size is 12977.\n", "The second data is split into 5 batches, average batch size is 35783, and max batch size is 35787.\n", "Batch to batch correspondence is:\n", " ['0<->0', '0<->1', '0<->2', '0<->3', '0<->4'].\n" ] } ], "source": [ "fusor.split_into_batches(\n", " max_outward_size=8000,\n", " matching_ratio=4,\n", " metacell_size=2,\n", " verbose=True\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The next step is to construct appropriate nearest-neighbor graphs for each modality with all features available.\n", "But before that, we plot the singular values of the two active arrays to determine how many principal components (PCs) to keep when doing graph construction." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot top singular values of avtive_arr1 on a random batch\n", "fusor.plot_singular_values(\n", " target='active_arr1',\n", " n_components=None # can also explicitly specify the number of components\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot top singular values of avtive_arr2 on a random batch\n", "fusor.plot_singular_values(\n", " target='active_arr2',\n", " n_components=None\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Inspecting the \"elbows\", we choose the number of PCs to be **40** for both RNA and **15** for protein active data.\n", "We then call `construct_graphs` to compute nearest-neighbor graphs as needed." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aggregating cells in arr1 into metacells of average size 2...\n", "Constructing neighborhood graphs for cells in arr1...\n", "Now at batch 0...\n", "Graph construction finished!\n", "Clustering into metacells...\n", "Now at batch 0...\n", "Metacell clustering finished!\n", "Constructing neighborhood graphs for cells in arr1...\n", "Now at batch 0...\n", "Graph construction finished!\n", "Clustering the graphs for cells in arr1...\n", "Now at batch 0...\n", "Graph clustering finished!\n", "Constructing neighborhood graphs for cells in arr2...\n", "Now at batch 0...\n", "Now at batch 1...\n", "Now at batch 2...\n", "Now at batch 3...\n", "Now at batch 4...\n", "Graph construction finished!\n", "Clustering the graphs for cells in arr2...\n", "Now at batch 0...\n", "Now at batch 1...\n", "Now at batch 2...\n", "Now at batch 3...\n", "Now at batch 4...\n", "Graph clustering finished!\n" ] } ], "source": [ "fusor.construct_graphs(\n", " n_neighbors1=15,\n", " n_neighbors2=15,\n", " svd_components1=40,\n", " svd_components2=15,\n", " resolution1=2,\n", " resolution2=2,\n", " # if two resolutions differ less than resolution_tol\n", " # then we do not distinguish between then\n", " resolution_tol=0.1,\n", " verbose=True\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step II: finding initial pivots" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We then use shared arrays whose columns are matched to find initial pivots.\n", "Before we do so, we plot top singular values of two shared arrays to determine how many PCs to use." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot top singular values of shared_arr1 on a random batch\n", "fusor.plot_singular_values(\n", " target='shared_arr1',\n", " n_components=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot top singular values of shared_arr2 on a random batch\n", "fusor.plot_singular_values(\n", " target='shared_arr2',\n", " n_components=None\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We choose to use **25** PCs for ``rna_shared`` and **20** PCs for ``protein_shared``.\n", "\n", "We then call ``find_initial_pivots`` to compute initial set of matched pairs.\n", "In this function, ``wt1`` (resp. ``wt2``) is a number between zero and one that specifies the weight on the smoothing target for the first (resp. second) modality. \n", "The smaller it is, the greater the strength of fuzzy smoothing.\n", "When the weight is one, then there is no smoothing at all, meaning the original data will be used.\n", "\n", "Previously in the **cite-seq** example we used ``wt1 = 0.7`` and ``wt2 = 0.7``. In the case of integration that involves **spatial** data, we encourage using ``wt1 = 0.3`` and ``wt2 = 0.3`` since such datasets are usually \"weaker\" in linkage and requires stronger \"smoothing\"." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Now at batch 0<->0...\n", "Now at batch 0<->1...\n", "Now at batch 0<->2...\n", "Now at batch 0<->3...\n", "Now at batch 0<->4...\n", "Done!\n" ] } ], "source": [ "fusor.find_initial_pivots(\n", " wt1=0.3, wt2=0.3,\n", " svd_components1=25, svd_components2=20\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now, we have a set of *initial pivots* that store the matched pairs when only the information in the shared arrays is used. The information on initial pivots are stored in the internal field ``fusor._init_matching`` that is invisible to users." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step III: finding refined pivots" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We now use the information in active arrays to iteratively refine initial pivots.\n", "We plot the top canonical correlations to choose the best number of components in canonical correlation analysis (CCA)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " 3'}, xlabel='Index', ylabel='Canonical correlation'>)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot top canonical correlations in a random batch\n", "fusor.plot_canonical_correlations(\n", " svd_components1=50,\n", " svd_components2=None,\n", " cca_components=45\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "A quick check on the previous plot gives a rough guide on what the `refine_pivots` parameters should be picked.\n", "\n", "**Note:** here that the `n_iters` number we choosed *1*, as in low snr datasets (eg. Spatial-omis) increase amount of iteration might degrade the performance." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Now at batch 0<->0...\n", "Now at batch 0<->1...\n", "Now at batch 0<->2...\n", "Now at batch 0<->3...\n", "Now at batch 0<->4...\n", "Done!\n" ] } ], "source": [ "fusor.refine_pivots(\n", " wt1=0.3, wt2=0.3,\n", " svd_components1=40, svd_components2=None,\n", " cca_components=25,\n", " n_iters=1,\n", " randomized_svd=False, \n", " svd_runs=1,\n", " verbose=True\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** here we can see `filter_prop` we increased the pivot filtering to *0.5* compared to previous example. We found harsher filtering for integrations that involves spatial-omics is more beneficial." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Begin filtering...\n", "Now at batch 0<->0...\n", "Now at batch 0<->1...\n", "Now at batch 0<->2...\n", "Now at batch 0<->3...\n", "Now at batch 0<->4...\n", "16190/32380 pairs of matched cells remain after the filtering.\n", "Fitting CCA on pivots...\n", "Scoring matched pairs...\n", "8885/12977 cells in arr1 are selected as pivots.\n", "16190/178919 cells in arr2 are selected as pivots.\n", "Done!\n" ] } ], "source": [ "fusor.filter_bad_matches(target='pivot', filter_prop=0.5)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Optional:** quick check the performance based on cell type accuracy (pivot matching)." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9553428042001235" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pivot_matching = fusor.get_matching(order=(2, 1),target='pivot')\n", "\n", "lv1_acc = mf.metrics.get_matching_acc(matching=pivot_matching, \n", " labels1=labels_rna, \n", " labels2=labels_codex,\n", " order = (2,1)\n", ")\n", "lv1_acc" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[3249, 13, 0.8213132906237305]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We can inspect the first pivot pair.\n", "[pivot_matching[0][0], pivot_matching[1][0], pivot_matching[2][0]]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cm = confusion_matrix(labels_rna[pivot_matching[0]], labels_codex[pivot_matching[1]])\n", "ConfusionMatrixDisplay(\n", " confusion_matrix=np.round((cm.T/np.sum(cm, axis=1)).T*100), \n", " display_labels=np.unique(labels_rna)\n", ").plot()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** Since we have the `refine_pivots` now, we can theoratically co-embedding the *full* dataset into CCA space (as described in `tutorial-1`). **However**, in the case that invovles *low-snr* datasets (eg. spatial-omics), we do not suggest projecting all the cells into a common space without any filtering steps. We will describe this process after the `propogation` step." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step IV: propagation" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Refined pivots can only give us a pivot matching that captures a subset of cells. In order to get a *full* matching that involves all cells during input, we need to call `propagate`.\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Now at batch 0<->0...\n", "Now at batch 0<->1...\n", "Now at batch 0<->2...\n", "Now at batch 0<->3...\n", "Now at batch 0<->4...\n", "Done!\n" ] } ], "source": [ "fusor.propagate(\n", " svd_components1=40, \n", " svd_components2=None, \n", " wt1=0.7,\n", " wt2=0.7,\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We call `filter_bad_matches` with `target=propagated` to optionally filter away a few matched pairs from propagation. \n", "\n", "**Note:** In the best scenario, we would prefer all cells in the *full* dataset can be matched accross modality. However, in the case that invovles *low-snr* datasets (eg. spatial-omics), many cells are noisy (or lack of information) and should not be included in downstream cross-modality analysis. We suggest in such scenarios, `filter_prop` should be set around *0.1-0.4*." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Begin filtering...\n", "Now at batch 0<->0...\n", "Now at batch 0<->1...\n", "Now at batch 0<->2...\n", "Now at batch 0<->3...\n", "Now at batch 0<->4...\n", "125243/178919 pairs of matched cells remain after the filtering.\n", "Scoring matched pairs...\n", "Done!\n" ] } ], "source": [ "fusor.filter_bad_matches(\n", " target='propagated',\n", " filter_prop=0.3\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We use `get_matching` with `target='full_data'` to extract the full matching.\n", "\n", "Because of the batching operation, the resulting matching may contain duplicates. The `order` argument determines how those duplicates are dealt with. \n", "`order=None` means doing nothing and returning the matching with potential duplicates;\n", "`order=(1, 2)` means returning a matching where each cell in the first modality contains *at least one match* in the second modality;\n", "`order=(2, 1)` means returning a matching where each cell in the second modality contains *at least one match* in the first modality.\n", "\n", "**Note:** Since we filtered out some cell pairs here, not all cells in the full dataset has matches." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "full_matching = fusor.get_matching(order=(2, 1), target='full_data')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Since we are doing `order=(2, 1)` here, the matching info is all the cells (10k) in mod 2 (protein) has at least one match cell in the RNA modality. Note that the matched cell in RNA could be duplicated, as protein cells could be matched to the same RNA cell. For a quick check on matching format:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mod1_indxmod2_indxscore
03249130.821313
14694260.716275
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............
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141433 rows × 3 columns

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" ], "text/plain": [ " mod1_indx mod2_indx score\n", "0 3249 13 0.821313\n", "1 4694 26 0.716275\n", "2 8707 45 0.899197\n", "3 5677 57 0.641894\n", "4 12159 62 0.848711\n", "... ... ... ...\n", "141428 5069 178911 0.340677\n", "141429 3084 178913 0.179931\n", "141430 10842 178916 0.268173\n", "141431 3201 178917 0.651751\n", "141432 6183 178918 0.744751\n", "\n", "[141433 rows x 3 columns]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(list(zip(full_matching[0], full_matching[1], full_matching[2])), \n", " columns = ['mod1_indx', 'mod2_indx', 'score'])\n", "# columns: cell idx in mod1, cell idx in mod2, and matching scores" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9108835985943875" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# compute the cell type level matching accuracy, for the full (filtered version) dataset\n", "lv1_acc = mf.metrics.get_matching_acc(matching=full_matching, \n", " labels1=labels_rna, \n", " labels2=labels_codex \n", ")\n", "lv1_acc" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step V: downstream analysis" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As mentioned before, we want to draw a UMAP in the joint-embedding space, but for the filtered version of cells. For the *low-snr* datasets (eg. spatial-omics), we suggest only using cells that survived the propogation filtering step." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "rna_cca, protein_cca_sub = fusor.get_embedding(\n", " active_arr1=fusor.active_arr1,\n", " active_arr2=fusor.active_arr2[full_matching[1],:] # cells in codex remained after filtering\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Since we have *~170,000* cells for CODEX, calculating UMAP for the full dataset will take a while, for showcasing we can just subsample a smaller sample." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "subs = 13000\n", "randix = np.random.choice(protein_cca_sub.shape[0],subs, replace = False)\n", "\n", "dim_use = 15 # dimensions of the CCA embedding to be used for UMAP etc\n", "\n", "cca_adata = ad.AnnData(\n", " np.concatenate((rna_cca[:,:dim_use], protein_cca_sub[randix,:dim_use]), axis=0), \n", " dtype=np.float32\n", ")\n", "cca_adata.obs['data_type'] = ['rna'] * rna_cca.shape[0] + ['protein'] * subs\n", "cca_adata.obs['cell_type'] = list(np.concatenate((labels_rna,\n", " labels_codex[full_matching[1]][randix]), axis = 0))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pp.neighbors(cca_adata, n_neighbors=15)\n", "sc.tl.umap(cca_adata)\n", "sc.pl.umap(cca_adata, color='data_type')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(cca_adata, color='cell_type')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step VI: more custom analysis" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "There could be potentially more custom analysis produced by `MaxFuse`. \n", "\n", "For example in our manuscript, we looked at the distribution or RNA counts on a CODEX tissue. Such information can be directly retrieved from the `full_matching` table we produced previously (eg. transfer the RNA information onto CODEX for each matched single cell pair). \n", "\n", "Moreover, analysis like label transfer can also be implemented, either by directly transfering the labels across matched pairs, or run a *KNN* process on the joint-embedding that `MaxFuse` produced, and do *majority voting*, or some kind of *weighted decision* based on the distance scores from `MaxFuse`. \n", "\n", "Since these type of analysis are highly customized, we did not implment them in the `MaxFuse` pipeline. However, please give us feedbacks on whether a specific type of task should be included." ] } ], "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": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 4 }