{ "cells": [ { "cell_type": "markdown", "id": "a1b2c3d4-e5f6-7890-abcd-ef1234567890", "metadata": {}, "source": [ "# Tutorial 4: Analyzing Topographic Models\n", "\n", "In this tutorial we explore the results of a trained MuTopia topographic model. We will:\n", "\n", "1. Load a trained model and annotate a G-Tensor with component weights and SHAP values\n", "2. Visualize mutational signatures (SBS spectra) for each component\n", "3. Summarize feature importance with SHAP plots\n", "4. Build genome-browser track views comparing predicted and observed mutation rates\n", "5. Inspect component interactions with the feature interaction matrix\n", "\n", "**Prerequisites:** Tutorial 3 (Training Models). You should have:\n", "- `tutorial_data/trained_model.pkl` — a trained topographic model\n", "- `tutorial_data/Liver.nc` — the annotated G-Tensor dataset" ] }, { "cell_type": "code", "execution_count": 1, "id": "b2c3d4e5-f6a7-8901-bcde-f12345678901", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/allen/miniconda3/envs/mutopia-model/lib/python3.12/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", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m JIT-compiling model operations ...\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "SBSModel(convolution_width=1, eval_every=5, l2_regularization=0.0,\n", " locus_subsample=0.125, max_features=0.5, seed=110, threads=5)\n" ] } ], "source": [ "import mutopia.analysis as mu\n", "import mutopia.plot.track_plot as tr\n", "import matplotlib.pyplot as plt\n", "\n", "model = mu.load_model('tutorial_data/pretrained_model.pkl')\n", "print(model)" ] }, { "cell_type": "markdown", "id": "c3d4e5f6-a7b8-9012-cdef-012345678902", "metadata": {}, "source": [ "## 1. Annotate the G-Tensor\n", "\n", "`annot_data` runs all annotation steps in one call: component contributions, local variable predictions,\n", "marginal mutation rate predictions, and SHAP feature attributions.\n", "Set `calc_shap=True` to also compute SHAP values (takes a few minutes; increase `threads` to speed it up)." ] }, { "cell_type": "code", "execution_count": 2, "id": "d4e5f6a7-b8c9-0123-defa-123456789012", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Setting up dataset state ...\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Done ...\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Setting model to prediction mode.\u001b[0m\n", "Estimating contributions: 100%|██████████████████████████████████| 185/185 [00:01<00:00, 157.51it/s]\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Added key to dataset: \"contributions\"\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Added keys to dataset: Spectra/spectra, Spectra/interactions, Spectra/shared_effects\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Calculating SHAP values for M0 ...\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Calculating SHAP values for M1 ...\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Calculating SHAP values for M2 ...\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Calculating SHAP values for M3 ...\u001b[0m\n", " 20%|==== | 396/2000 [00:22<01:29] IOStream.flush timed out\n", "\n", " 50%|========== | 1005/2000 [02:00<01:58] \u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Calculating SHAP values for M4 ...\u001b[0m\n", " 51%|========== | 1025/2000 [02:16<02:09] IOStream.flush timed out\n", " 89%|================== | 1774/2000 [02:39<00:20] IOStream.flush timed out\n", " 54%|=========== | 1074/2000 [02:27<02:06] \u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m 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[01:48<01:01] \u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Calculating SHAP values for M13 ...\u001b[0m\n", " 50%|========== | 1008/2000 [01:28<01:26] IOStream.flush timed out\n", " 56%|=========== | 1127/2000 [02:42<02:05] IOStream.flush timed outIOStream.flush timed out\n", "\n", " 37%|======= | 735/2000 [01:15<02:09] \u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Calculating SHAP values for M14 ...\u001b[0m\n", " 75%|=============== | 1500/2000 [02:57<00:59] IOStream.flush timed out\n", "\n", " 99%|===================| 1979/2000 [03:25<00:02] \u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Added key: \"SHAP_values\"\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Added key: \"component_distributions\"\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Added key: \"component_distributions_locus\"\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Added key: \"predicted_marginal\"\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Added key: \"predicted_marginal_locus\"\u001b[0m\n", "Reducing samples: 100%|██████████| 184/184 [00:27<00:00, 6.77it/s]\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Added key: \"empirical_marginal\"\u001b[0m\n", "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Added key: \"empirical_marginal_locus\"\u001b[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "data = mu.gt.load_dataset('tutorial_data/Liver.nc', with_samples=False)\n", "data = model.annot_data(data, threads=4, calc_shap=True)\n", "print(data)" ] }, { "cell_type": "markdown", "id": "e5f6a7b8-c9d0-1234-efab-234567890123", "metadata": {}, "source": [ "## 2. Visualize Mutational Signatures\n", "\n", "Each component learns a mutational signature — the probability distribution over SBS trinucleotide contexts.\n", "`plot_signature_panel` shows all components side by side." ] }, { "cell_type": "code", "execution_count": 3, "id": "f6a7b8c9-d0e1-2345-fabc-345678901234", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.plot_signature_panel(data)" ] }, { "cell_type": "code", "execution_count": 4, "id": "a7b8c9d0-e1f2-3456-abcd-456789012345", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Discovered components: [np.str_('M0'), np.str_('M1'), np.str_('M2'), np.str_('M3'), np.str_('M4'), np.str_('M5'), np.str_('M6'), np.str_('M7'), np.str_('M8'), np.str_('M9'), np.str_('M10'), np.str_('M11'), np.str_('M12'), np.str_('M13'), np.str_('M14')]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "components = mu.gt.list_components(data)\n", "print('Discovered components:', components)\n", "\n", "# Zoom into a single component\n", "mu.pl.plot_component(data, components[0])" ] }, { "cell_type": "markdown", "id": "b8c9d0e1-f2a3-4567-bcde-567890123456", "metadata": {}, "source": [ "### Strand-conditioned signatures\n", "\n", "Pass a strand feature name to reveal transcriptional or replicational strand asymmetry." ] }, { "cell_type": "code", "execution_count": 5, "id": "c9d0e1f2-a3b4-5678-cdef-678901234567", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.plot_component(data, components[0], 'GeneStrand')" ] }, { "cell_type": "markdown", "id": "d0e1f2a3-b4c5-6789-defa-789012345678", "metadata": {}, "source": [ "## 3. SHAP Feature Importance\n", "\n", "SHAP values reveal which genomic features push each locus toward or away from a component.\n", "`plot_shap_summary` produces a beeswarm-style dot-plot: rows are features, color encodes\n", "feature value, and horizontal position encodes impact on the log mutation rate." ] }, { "cell_type": "code", "execution_count": 6, "id": "e1f2a3b4-c5d6-7890-efab-890123456789", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Feature interaction matrix for a single component\n", "mu.pl.plot_interaction_matrix(data, components[0])\n", "None" ] }, { "cell_type": "markdown", "id": "b4c5d6e7-f8a9-0123-bcde-123456789012", "metadata": {}, "source": [ "## 4. Genome-Browser Track Views\n", "\n", "The track-plot module builds composable genome-browser figures. Here we compare predicted\n", "vs observed mutation rates and per-component rates over a 5 Mb window on chr2." ] }, { "cell_type": "code", "execution_count": 12, "id": "c5d6e7f8-a9b0-1234-cdef-234567890123", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mINFO \u001b[0m \u001b[34mMutopia\u001b[0m Found 6767/388247 regions matching query.\u001b[0m\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "view = tr.make_view(data, 'chr2:10000000-55000000')\n", "\n", "def config(view, scalebar_bp):\n", " return (\n", " tr.scale_bar(scalebar_bp, scale='mb'),\n", " tr.tracks.plot_marginal_observed_vs_expected(view, pred_smooth=3, smooth=3, height=1.25),\n", " tr.plot_component_rates(view, *tr.order_components(data)),\n", " tr.spacer(0.2),\n", " )\n", "\n", "tr.plot_view(config, view, scalebar_bp=1_000_000, width=10)\n", "None" ] }, { "cell_type": "markdown", "id": "d6e7f8a9-b0c1-2345-defa-345678901234", "metadata": {}, "source": [ "## 5. Exporting SHAP Explanations\n", "\n", "SHAP `Explanation` objects can be retrieved for downstream analysis." ] }, { "cell_type": "code", "execution_count": 13, "id": "e7f8a9b0-c1d2-3456-efab-456789012345", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import shap\n", "\n", "explanation = mu.gt.get_explanation(data, component=components[0])\n", "shap.plots.beeswarm(explanation)" ] }, { "cell_type": "markdown", "id": "f8a9b0c1-d2e3-4567-fabc-567890123456", "metadata": {}, "source": [ "## Next steps\n", "\n", "- **Tutorial 5: Annotating VCFs** — apply the trained model to assign each mutation in a VCF\n", " to a component and estimate per-sample signature fractions.\n", "- Explore `mu.gt.rename_components` to give components biologically meaningful names.\n", "- Try `mu.gt.slice_regions` to focus analysis on a specific gene or locus." ] } ], "metadata": { "kernelspec": { "display_name": "mutopia-model", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }