{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysing CLL data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebooks presents [primary blood cancer encyclopedia data](http://pace.embl.de/), in particular the chronic lymphocytic leukemia (CLL) dataset, analysis using `muon`.\n", "\n", "Multi-omics integration of different modalities in this dataset [has been originally described in an R notebook here](http://htmlpreview.github.io/?https://github.com/bioFAM/MOFA2_tutorials/blob/master/R_tutorials/CLL.html). For more details please see [a detailed analysis in the original publication](https://www.huber.embl.de/pub/pdf/Dietrich2018.pdf)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import scanpy as sc\n", "import muon as mu\n", "import numpy as np\n", "import pandas as pd\n", "import mofax as mofa" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Count matrices and metadata [are publicly available as part of this R package](http://bioconductor.org/packages/release/data/experiment/html/MOFAdata.html) or, originally, [here in another R package](http://bioconductor.org/packages/release/data/experiment/html/BloodCancerMultiOmics2017.html). For the purpose of this notebook, those matrices and the metadata table were saved in individual `.tsv` files." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_dir = \"data/CLL\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Metadata:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "obs = pd.read_csv(f\"{data_dir}/metadata.tsv\", sep=\"\\t\", index_col='sample')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matrices with data:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "mods = {i:sc.AnnData(pd.read_csv(f\"{data_dir}/{i}.csv\", index_col=0).T) for i in (\"drugs\", \"methylation\", \"rna\", \"mutations\")}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A MuData object can be created directly from a dictionary of modalities:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "mdata = mu.MuData(mods)\n", "mdata.obs = mdata.obs.join(obs)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MuData object with n_obs × n_vars = 200 × 9627\n", " obs:\t'Gender', 'age', 'TTT', 'TTD', 'treatedAfter', 'died', 'IGHV_status', 'trisomy12'\n", " 4 modalities\n", " drugs:\t184 x 310\n", " methylation:\t196 x 4248\n", " rna:\t136 x 5000\n", " mutations:\t200 x 69" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can notice that not all samples (patients) have been profiled in each modality. Missing values like that are quite common for biomedical datasets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Integrate data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Multi-omics factor analysis** (MOFA) integration can be run on a MuData object with a single command:\n", " \n", "```\n", "mu.tl.mofa()\n", "```\n", "\n", "In case some samples are missing from some of the modalities, as they are in this CLL dataset, `muon` can be instructed to handle it. One of two modes has to be chosen for that:\n", "\n", "1. `use_obs='union'`, which will populate values for missing samples in certain modalities with NAs, or\n", "\n", "1. `use_obs='intersection'`, which will use a subset of samples that are present in all modalities.\n", "\n", "We will use the first option here." ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " #########################################################\n", " ### __ __ ____ ______ ### \n", " ### | \\/ |/ __ \\| ____/\\ _ ### \n", " ### | \\ / | | | | |__ / \\ _| |_ ### \n", " ### | |\\/| | | | | __/ /\\ \\_ _| ###\n", " ### | | | | |__| | | / ____ \\|_| ###\n", " ### |_| |_|\\____/|_|/_/ \\_\\ ###\n", " ### ### \n", " ######################################################### \n", " \n", " \n", " \n", "Loaded view='drugs' group='group1' with N=200 samples and D=310 features...\n", "Loaded view='methylation' group='group1' with N=200 samples and D=4248 features...\n", "Loaded view='rna' group='group1' with N=200 samples and D=5000 features...\n", "Loaded view='mutations' group='group1' with N=200 samples and D=69 features...\n", "\n", "\n", "Model options:\n", "- Automatic Relevance Determination prior on the factors: True\n", "- Automatic Relevance Determination prior on the weights: True\n", "- Spike-and-slab prior on the factors: False\n", "- Spike-and-slab prior on the weights: True \n", "\n", "Likelihoods:\n", "- View 0 (drugs): gaussian\n", "- View 1 (methylation): gaussian\n", "- View 2 (rna): gaussian\n", "- View 3 (mutations): bernoulli\n", "\n", "\n", "######################################\n", "## Training the model with seed 1 ##\n", "######################################\n", "\n", "\n", "\n", "Converged!\n", "\n", "\n", "\n", "#######################\n", "## Training finished ##\n", "#######################\n", "\n", "\n", "Saving model in models/CLL_union.hdf5...\n", "Saved MOFA embeddings in .obsm['X_mofa'] slot and their loadings in .varm['LFs'].\n" ] } ], "source": [ "mu.tl.mofa(mdata, use_obs='union', \n", " n_factors=15, convergence_mode='medium',\n", " outfile=\"models/CLL_union.hdf5\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the model has been trained successfully and has managed to learn some meaningful structure in the data:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'Gender' as categorical\n", "... storing 'treatedAfter' as categorical\n", "... storing 'died' as categorical\n", "WARNING:matplotlib.axes._axes:*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", "WARNING:matplotlib.axes._axes:*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", "WARNING:matplotlib.axes._axes:*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mdata.obs.IGHV_status = mdata.obs.IGHV_status.astype(str).astype(\"category\").cat.rename_categories({\"1.0\": \"mutated\", \"0.0\": \"unmutated\"})\n", "mu.pl.mofa(mdata, color=\"IGHV_status\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpret intergrated data" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# # Can be used to plot figures with higher resolution:\n", "# from matplotlib import rcParams\n", "# rcParams[\"figure.dpi\"] = 200" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MOFA+ model: CLL union\n", "Samples (cells): 200\n", "Features: 9627\n", "Groups: group1 (200)\n", "Views: drugs (310), methylation (4248), mutations (69), rna (5000)\n", "Factors: 15\n", "Expectations: W, Z" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = mofa.mofa_model(\"models/CLL_union.hdf5\")\n", "model" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mofa.plot_r2(model, x='View', vmax=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We notice e.g. that `Factor 1` captures variability across all modalities, `Factor 2` captures variability across different modalities incl. drug response-specific one, `Factor 4` is quite specific to the RNA modality." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Factor 1" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mofa.plot_weights(model, views=['rna', 'mutations'], factors=0, zero_line=True, ncols=2, label_size=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that top weights from the RNA modality make sense and are likely to represent the same latent process as IGHV status:\n", "\n", "- ENSG00000198046 → ZNF667 — lnc‐ZNF667‐AS1 [is associated with poor survival and is a promising prognostic biomarker](https://onlinelibrary.wiley.com/doi/abs/10.1111/ijlh.13167)\n", "\n", "- ENSG00000186522 → SEPT10 – its expression [correlates with IGHV status](https://www.nature.com/articles/2404220) (however [there are some caveats](https://www.nature.com/articles/2404867))\n", "\n", "- ENSG00000198142 → SOWAHC – it [has been identified as a prognostic marker for other cancers](https://www.spandidos-publications.com/mmr/21/3/1285)" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.metadata.IGHV_status = (\n", " model.metadata.IGHV_status.astype(str).\n", " replace({'1.0': 'mutated', '0.0': 'unmutated'}).\n", " astype('category').cat.reorder_categories([\"mutated\", \"unmutated\", \"nan\"])\n", ")\n", "\n", "mofa.plot_factors_violin(model, factors=0, dots=True, violins=False, color=\"IGHV_status\", palette=\"Set2\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Focusing on the drug response, we notice PF477736 (D_078), AZD7762 (D_020), AT13387 (D_017), and dasatinib (D_050) have the major association with this factor. Those are the exact top associations with the IGHV status [described in the original paper](https://www.huber.embl.de/pub/pdf/Dietrich2018.pdf):" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 163, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mofa.plot_weights(model, views=['drugs'], factors=0, label_size=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Factor 3" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 164, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mofa.plot_weights(model, views=['mutations'], factors=2, label_size=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see how different the values are for this factor depending on the trisomy12:" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.metadata.trisomy12 = (\n", " model.metadata.trisomy12.astype(str).\n", " replace({'1.0': 'trisomy12', '0.0': 'no trisomy12', 'nan': 'NA'}).\n", " astype('category').cat.reorder_categories(['trisomy12', 'no trisomy12', 'NA'])\n", ")\n", "mofa.plot_factors_violin(model, factors=2, violins=True, violins_alpha=.3, dots=True, color=\"trisomy12\", palette=\"Set2\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Factor 4" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 178, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mofa.plot_weights(model, views=['rna'], factors=\"Factor4\", label_size=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that top weights from the RNA modality might be related to myeloid leukemia:\n", "\n", "- ENSG00000163220 → S100A9 — has been found [to be highly expressed e.g. in acute myeloid leukemia (AML)](https://ashpublications.org/blood/article/129/14/1980/35876/S100A9-induces-differentiation-of-acute-myeloid) as well as [to be playing its role in CLL as well](https://ashpublications.org/blood/article/130/6/777/36801/S100-A9-protein-in-exosomes-from-chronic?casa_token=1ZQesYETQxAAAAAA:pVhJx_bh-mfzHhyweYqpzUMK9qJqlO1KcGFvKRiMa3KOlKDlzHadjSginPbA7R99N1wfyw)\n", "\n", "- ENSG00000085265 → FCN1 — [is associated with AML and can be considered as a biomarker](https://www.nature.com/articles/s41598-020-67516-2)\n", "\n", "- ENSG00000143546 → S100A8 — same as S100A9\n", "\n", "- ENSG00000090382 → LYZ — myeloid differentiation marker" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We, however, do not have clinical covariates related to such sample status in order to corroborate this observation." ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 181, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mofa.plot_factors(model, y=\"Factor4\", color=[\"ENSG00000163220\", \"ENSG00000085265\"], size=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combinations of factors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A couple of major factors associated with differences in the drug response assay seem to capture molecular profiles of patients so that they could be put into groups according to their somatic mutations status (IGHV and trisomy12)." ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 162, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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