{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MaldiAMRKit - Exploration & Similarity\n", "\n", "This notebook demonstrates how to use MaldiAMRKit's exploratory visualisation\n", "and spectral similarity functions to inspect MALDI-TOF datasets before building\n", "classifiers.\n", "\n", "It covers:\n", "- **PCA** scatter plots coloured by metadata\n", "- **t-SNE** embeddings\n", "- **UMAP** embeddings (requires `pip install maldiamrkit[batch]`)\n", "- **Spectral similarity**: pairwise distance matrices, heatmaps, clustering, and dendrograms\n", "- Brief introduction to **batch effect correction** with `combatlearn`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dataset\n", "\n", "This notebook uses the **full multi-site** version of the **MALDI-Kleb-AI** dataset (Rocchi *et al.*, 2026; [Zenodo DOI 10.5281/zenodo.17405072](https://zenodo.org/records/17405072)) - all three Italian centres (Rome, Milan, Catania), about 770 spectra. The other notebooks restrict themselves to the Rome sub-cohort, but exploration is precisely where you *want* the full multi-centre cohort: unsupervised methods will quickly tell you whether site / batch effects dominate the resistance signal. The helper in [`notebooks/_demo.py`](_demo.py) caches the 370 MB tarball under `~/.cache/maldiamrkit/` on first use." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:10:44.057252Z", "iopub.status.busy": "2026-05-13T10:10:44.057043Z", "iopub.status.idle": "2026-05-13T10:10:44.720519Z", "shell.execute_reply": "2026-05-13T10:10:44.719853Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ettore/.venvs/maldiamrkit/lib/python3.10/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 pathlib\n", "import sys\n", "\n", "from maldiamrkit.visualization import plot_pca, plot_tsne\n", "\n", "sys.path.insert(0, str(pathlib.Path.cwd())) # _demo.py sits next to this notebook\n", "from _demo import load_maldi_kleb_ai" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the Dataset\n", "\n", "Exploration is the one notebook where the full multi-site cohort is\n", "more interesting than the Rome-only slice: with three acquisition\n", "centres (Rome, Milan, Catania) we can see whether unsupervised\n", "structure tracks the resistance phenotype or the acquisition site.\n", "Pass ``city=None`` to load all three centres." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:10:44.722246Z", "iopub.status.busy": "2026-05-13T10:10:44.722063Z", "iopub.status.idle": "2026-05-13T10:10:59.651678Z", "shell.execute_reply": "2026-05-13T10:10:59.651168Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\r", "Processing spectra: 0%| | 0/743 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_pca(ds.X, color_by=labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can pass any matplotlib keyword arguments through `**pca_kwargs`,\n", "or provide a custom palette:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:11:00.186129Z", "iopub.status.busy": "2026-05-13T10:11:00.185883Z", "iopub.status.idle": "2026-05-13T10:11:00.379664Z", "shell.execute_reply": "2026-05-13T10:11:00.379143Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_pca(\n", " ds.X,\n", " color_by=labels,\n", " palette={\"S\": \"#2196F3\", \"R\": \"#F44336\"},\n", " title=\"PCA - Amikacin Resistance (multi-site)\",\n", " alpha=0.8,\n", " s=35,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now colour by the acquisition centre instead - if the three sites\n", "separate, you are seeing batch / instrument effects rather than\n", "biology, and the unsupervised plots are not telling you about\n", "resistance." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:11:00.381244Z", "iopub.status.busy": "2026-05-13T10:11:00.381101Z", "iopub.status.idle": "2026-05-13T10:11:00.578217Z", "shell.execute_reply": "2026-05-13T10:11:00.577461Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_pca(\n", " ds.X,\n", " color_by=sites,\n", " title=\"PCA - Acquisition site\",\n", " alpha=0.8,\n", " s=35,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## t-SNE\n", "\n", "For a non-linear embedding, use `plot_tsne`. With ~470 samples,\n", "perplexity in the 20-40 range is a reasonable default." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:11:00.579684Z", "iopub.status.busy": "2026-05-13T10:11:00.579542Z", "iopub.status.idle": "2026-05-13T10:11:02.096985Z", "shell.execute_reply": "2026-05-13T10:11:02.096452Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_tsne(ds.X, color_by=labels, perplexity=30, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## UMAP\n", "\n", "UMAP requires the optional `umap-learn` package:\n", "\n", "```bash\n", "pip install maldiamrkit[batch]\n", "```" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:11:02.098438Z", "iopub.status.busy": "2026-05-13T10:11:02.098316Z", "iopub.status.idle": "2026-05-13T10:11:14.009344Z", "shell.execute_reply": "2026-05-13T10:11:14.008646Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ettore/.venvs/maldiamrkit/lib/python3.10/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "try:\n", " from maldiamrkit.visualization import plot_umap\n", "\n", " _ = plot_umap(ds.X, color_by=labels, n_neighbors=15, random_state=42)\n", "except ImportError as e:\n", " print(e)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectral Similarity\n", "\n", "MaldiAMRKit provides spectral distance metrics, pairwise distance matrix\n", "computation, clustering algorithms, and dedicated plots for similarity\n", "analysis.\n", "\n", "Available metrics (see `SpectralMetric`):\n", "- **cosine** - cosine distance (binned spectra)\n", "- **spectral_contrast_angle** - spectral contrast angle (binned spectra)\n", "- **pearson** - 1 - Pearson correlation (binned spectra)\n", "- **wasserstein** - Wasserstein / earth mover's distance (raw spectra)\n", "- **dtw** - dynamic time warping distance (raw spectra)\n", "\n", "For the pairwise heatmap and dendrogram we subsample to keep the figures\n", "readable; the same calls scale to the full 470-spectrum matrix." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:11:14.010773Z", "iopub.status.busy": "2026-05-13T10:11:14.010656Z", "iopub.status.idle": "2026-05-13T10:11:14.013785Z", "shell.execute_reply": "2026-05-13T10:11:14.013285Z" } }, "outputs": [], "source": [ "from maldiamrkit.similarity import (\n", " cluster_metadata_concordance,\n", " cluster_spectra,\n", " hierarchical_clustering,\n", " pairwise_distances,\n", " plot_dendrogram,\n", " plot_distance_heatmap,\n", " silhouette_scores,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pairwise Distance Matrix\n", "\n", "Compute a symmetric distance matrix from the binned feature matrix.\n", "For binned spectra, cosine distance is a natural choice." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:11:14.014986Z", "iopub.status.busy": "2026-05-13T10:11:14.014872Z", "iopub.status.idle": "2026-05-13T10:11:14.097961Z", "shell.execute_reply": "2026-05-13T10:11:14.097303Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Distance matrix shape: (80, 80)\n", "Range: [0.0449, 0.8068]\n" ] } ], "source": [ "import numpy as np\n", "\n", "rng = np.random.default_rng(0)\n", "subset_idx = rng.choice(ds.X.shape[0], size=80, replace=False)\n", "X_subset = ds.X.iloc[subset_idx]\n", "labels_subset = labels.iloc[subset_idx]\n", "\n", "D = pairwise_distances(X_subset, metric=\"cosine\")\n", "print(f\"Distance matrix shape: {D.shape}\")\n", "print(f\"Range: [{D[D > 0].min():.4f}, {D.max():.4f}]\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distance Heatmap\n", "\n", "Visualise the pairwise distance matrix. Darker values indicate more\n", "similar spectra." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:11:14.099196Z", "iopub.status.busy": "2026-05-13T10:11:14.099084Z", "iopub.status.idle": "2026-05-13T10:11:14.534154Z", "shell.execute_reply": "2026-05-13T10:11:14.533458Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_distance_heatmap(\n", " D,\n", " labels=X_subset.index.tolist(),\n", " title=\"Cosine Distance Heatmap (80-spectrum subset)\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hierarchical Clustering & Dendrogram\n", "\n", "Build a linkage matrix and visualise the cluster hierarchy." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:11:14.537006Z", "iopub.status.busy": "2026-05-13T10:11:14.536628Z", "iopub.status.idle": "2026-05-13T10:11:14.722670Z", "shell.execute_reply": "2026-05-13T10:11:14.722163Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "linkage = hierarchical_clustering(D, method=\"average\")\n", "_ = plot_dendrogram(\n", " linkage,\n", " labels=X_subset.index.tolist(),\n", " title=\"Hierarchical Clustering (average linkage)\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster Assignment & Evaluation\n", "\n", "Use `cluster_spectra` for a one-call clustering workflow. We ask for\n", "**three clusters** - matching the three acquisition centres - and\n", "then score the partition against both the resistance phenotype and\n", "the site label with silhouette scores and metadata concordance (ARI,\n", "NMI). This is a clean diagnostic: if clusters track the *site* but\n", "not the *phenotype*, batch effects are dominating the unsupervised\n", "signal - a classic motivator for ComBat-style correction.\n", "\n", "We use `method='kmedoids'` here: with very uneven cluster sizes\n", "(Rome alone is ~470 spectra) average-linkage hierarchical clustering\n", "tends to peel off a couple of singletons instead of recovering the\n", "three centres. K-medoids respects the requested cluster count and\n", "produces balanced groups that closely match the site labels." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:11:14.723988Z", "iopub.status.busy": "2026-05-13T10:11:14.723860Z", "iopub.status.idle": "2026-05-13T10:11:27.135449Z", "shell.execute_reply": "2026-05-13T10:11:27.134952Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silhouette score: 0.294\n", "\n", "Concordance vs. Amikacin (R/S):\n", " Adjusted Rand Index: 0.029\n", " Normalized Mutual Info: 0.042\n", "\n", "Concordance vs. acquisition site (City):\n", " Adjusted Rand Index: 0.688\n", " Normalized Mutual Info: 0.541\n", "\n", "Clusters x City:\n" ] }, { "data": { "text/html": [ "
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206710
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" ], "text/plain": [ "City Catania Milan Rome\n", "Cluster \n", "0 7 7 439\n", "1 80 110 21\n", "2 0 67 10" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "D_full = pairwise_distances(ds.X, metric=\"cosine\")\n", "cluster_labels = cluster_spectra(\n", " D_full,\n", " method=\"kmedoids\",\n", " n_clusters=3,\n", " random_state=42,\n", ")\n", "\n", "sil = silhouette_scores(D_full, cluster_labels)\n", "print(f\"Silhouette score: {sil:.3f}\")\n", "\n", "conc_pheno = cluster_metadata_concordance(cluster_labels, labels)\n", "print(\"\\nConcordance vs. Amikacin (R/S):\")\n", "print(f\" Adjusted Rand Index: {conc_pheno['adjusted_rand_index']:.3f}\")\n", "print(f\" Normalized Mutual Info: {conc_pheno['normalized_mutual_info']:.3f}\")\n", "\n", "conc_site = cluster_metadata_concordance(cluster_labels, sites)\n", "print(\"\\nConcordance vs. acquisition site (City):\")\n", "print(f\" Adjusted Rand Index: {conc_site['adjusted_rand_index']:.3f}\")\n", "print(f\" Normalized Mutual Info: {conc_site['normalized_mutual_info']:.3f}\")\n", "\n", "print(\"\\nClusters x City:\")\n", "pd.crosstab(\n", " pd.Series(cluster_labels, index=sites.index, name=\"Cluster\"),\n", " sites,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing Metrics\n", "\n", "Try different distance metrics to see which one recovers the site\n", "structure most cleanly. We compare each metric against both the\n", "resistance phenotype and the acquisition site." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-05-13T10:11:27.136822Z", "iopub.status.busy": "2026-05-13T10:11:27.136719Z", "iopub.status.idle": "2026-05-13T10:12:09.401150Z", "shell.execute_reply": "2026-05-13T10:12:09.400705Z" } }, "outputs": [ { "data": { "text/html": [ "
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silhouetteARI_phenoNMI_phenoARI_siteNMI_site
metric
cosine0.2940470.0293940.0416650.6879240.541444
spectral_contrast_angle0.1524480.0192110.0160850.4499820.410990
pearson0.2502290.0164890.0139490.3918810.361815
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" ], "text/plain": [ " silhouette ARI_pheno NMI_pheno ARI_site NMI_site\n", "metric \n", "cosine 0.294047 0.029394 0.041665 0.687924 0.541444\n", "spectral_contrast_angle 0.152448 0.019211 0.016085 0.449982 0.410990\n", "pearson 0.250229 0.016489 0.013949 0.391881 0.361815" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results = []\n", "for metric in [\"cosine\", \"spectral_contrast_angle\", \"pearson\"]:\n", " D_m = pairwise_distances(ds.X, metric=metric)\n", " cl = cluster_spectra(D_m, method=\"kmedoids\", n_clusters=3, random_state=42)\n", " sil_m = silhouette_scores(D_m, cl)\n", " conc_pheno = cluster_metadata_concordance(cl, labels)\n", " conc_site = cluster_metadata_concordance(cl, sites)\n", " results.append(\n", " {\n", " \"metric\": metric,\n", " \"silhouette\": sil_m,\n", " \"ARI_pheno\": conc_pheno[\"adjusted_rand_index\"],\n", " \"NMI_pheno\": conc_pheno[\"normalized_mutual_info\"],\n", " \"ARI_site\": conc_site[\"adjusted_rand_index\"],\n", " \"NMI_site\": conc_site[\"normalized_mutual_info\"],\n", " }\n", " )\n", "\n", "pd.DataFrame(results).set_index(\"metric\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Batch Effect Correction\n", "\n", "When combining data from multiple sites or instruments, batch effects\n", "can dominate the signal. MaldiAMRKit on its own focuses on the single-\n", "site case (that is why this notebook restricts to Rome). For multi-\n", "centre harmonisation use\n", "[combatlearn](https://github.com/EttoreRocchi/combatlearn) directly,\n", "or use the dedicated\n", "[MaldiBatchKit](https://github.com/EttoreRocchi/MaldiBatchKit) sister\n", "package which builds on top of it:\n", "\n", "```python\n", "from combatlearn import Combat\n", "\n", "combat = Combat(method='fortin')\n", "combat.fit(X, y=batch_labels)\n", "X_corrected = combat.transform(X, y=batch_labels)\n", "```\n", "\n", "Install with `pip install maldiamrkit[batch]`.\n", "See the [combatlearn documentation](https://combatlearn.readthedocs.io/)\n", "for full usage.\n", "\n", "> Rocchi, E., Nicitra, E., Calvo, M. et al. *Combining mass spectrometry\n", "> and machine learning models for predicting Klebsiella pneumoniae\n", "> antimicrobial resistance: a multicenter experience from clinical\n", "> isolates in Italy*. **BMC Microbiol** (2026).\n", "> [doi:10.1186/s12866-025-04657-2](https://link.springer.com/article/10.1186/s12866-025-04657-2)" ] } ], "metadata": { "kernelspec": { "display_name": "maldiamrkit", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 4 }