{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Getting Started\n", "This notebook walks through the main **combatlearn** features:\n", "ComBat (Johnson _et al._ 2007), neuroComBat (Fortin _et al._ 2018), and CovBat (Chen _et al._ 2022).\n", "\n", "```bash\n", "pip install combatlearn\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn.decomposition import PCA\n", "from sklearn.model_selection import cross_val_score, train_test_split, GridSearchCV\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.svm import SVC\n", "\n", "from combatlearn import ComBat\n", "from combatlearn.visualization import plot_transformation, plot_feature_diagnostics, plot_batch_effect_heatmap\n", "from combatlearn.metrics import compute_batch_metrics\n", "from combatlearn.inspection import feature_batch_diagnostics, summary\n", "\n", "plt.rcParams[\"figure.dpi\"] = 120" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def plot_pca(X, labels, title):\n", " pca = PCA(n_components=2)\n", " pts = pca.fit_transform(X)\n", " _ = plt.figure(dpi=150)\n", " for b in np.unique(labels):\n", " idx = labels == b\n", " plt.scatter(pts[idx, 0], pts[idx, 1], label=f\"batch {b}\")\n", " plt.title(title)\n", " plt.xlabel(\"PC1\")\n", " plt.ylabel(\"PC2\")\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulating data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rng = np.random.default_rng(42)\n", "\n", "n_samples, n_features, n_batches = 300, 50, 3\n", "true_signal = rng.standard_normal((n_samples, n_features))\n", "\n", "# Feature-specific batch effects: first 15 features have strong effects,\n", "# next 15 moderate, remaining 20 have weak/no effects\n", "feature_strength = np.concatenate([\n", " np.ones(15) * 3.0,\n", " np.ones(15) * 1.0,\n", " np.ones(20) * 0.1,\n", "])\n", "\n", "batch_effects = rng.normal(\n", " loc=np.array([0, 3, -2])[:, None] * feature_strength[None, :],\n", " scale=0.3,\n", " size=(n_batches, n_features),\n", ")\n", "\n", "batches = np.repeat(np.arange(n_batches), n_samples // n_batches)\n", "X = true_signal.copy()\n", "\n", "for b in range(n_batches):\n", " X[batches == b] += batch_effects[b]\n", "\n", "X = pd.DataFrame(X, columns=[f\"gene_{i + 1}\" for i in range(n_features)])\n", "batch_labels = pd.Series(batches.astype(str), name=\"batch\")\n", "\n", "sex = pd.Series(rng.choice([\"M\", \"F\"], size=n_samples), name=\"sex\")\n", "age = pd.Series(rng.uniform(20, 60, size=n_samples), name=\"age\")\n", "\n", "y = (true_signal[:, 0] > 0).astype(int)\n", "\n", "plot_pca(X.values, batch_labels.values, title=\"Before correction\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The three methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Johnson method" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combat_johnson = ComBat(batch=batch_labels, method=\"johnson\")\n", "X_johnson = combat_johnson.fit_transform(X)\n", "\n", "plot_pca(X_johnson.values, batch_labels.values, title=\"After Johnson\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Johnson's method ignores the covariates" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Are all values equal? Yes\n" ] } ], "source": [ "combat_johnson_wc = ComBat(\n", " batch=batch_labels,\n", " discrete_covariates=sex,\n", " continuous_covariates=age,\n", " method=\"johnson\",\n", ")\n", "X_johnson_wc = combat_johnson_wc.fit_transform(X)\n", "print(\"Are all values equal?\", \"Yes\" if np.allclose(X_johnson, X_johnson_wc) else \"No\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fortin method" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combat_fortin = ComBat(\n", " batch=batch_labels,\n", " discrete_covariates=sex,\n", " continuous_covariates=age,\n", " method=\"fortin\",\n", ")\n", "X_fortin = combat_fortin.fit_transform(X)\n", "\n", "plot_pca(X_fortin.values, batch_labels.values, title=\"After Fortin\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Chen method" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combat_chen = ComBat(\n", " batch=batch_labels,\n", " discrete_covariates=sex,\n", " continuous_covariates=age,\n", " method=\"chen\",\n", " covbat_cov_thresh=0.95,\n", ")\n", "X_chen = combat_chen.fit_transform(X)\n", "\n", "plot_pca(X_chen.values, batch_labels.values, title=\"After Chen\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parametric versus non-parametric approach" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combat_parametric = ComBat(batch=batch_labels, method=\"johnson\", parametric=True)\n", "X_parametric = combat_parametric.fit_transform(X)\n", "plot_pca(X_parametric.values, batch_labels.values, title=\"After Parametric Johnson\")\n", "\n", "combat_non_parametric = ComBat(batch=batch_labels, method=\"johnson\", parametric=False)\n", "X_non_parametric = combat_non_parametric.fit_transform(X)\n", "plot_pca(X_non_parametric.values, batch_labels.values, title=\"After Non-parametric Johnson\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Working with scikit-learn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Train / test split" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.2, random_state=42\n", ")\n", "\n", "combat = ComBat(batch=batch_labels, method=\"johnson\")\n", "combat.fit(X_train)\n", "\n", "plot_pca(\n", " X_train.values,\n", " batch_labels.iloc[X_train.index].values,\n", " title=\"Train set before ComBat\",\n", ")\n", "\n", "X_train_combat = combat.transform(X_train)\n", "plot_pca(\n", " X_train_combat.values,\n", " batch_labels.iloc[X_train_combat.index].values,\n", " title=\"Train set after ComBat\",\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_pca(\n", " X_test.values,\n", " batch_labels.iloc[X_test.index].values,\n", " title=\"Test set before ComBat\",\n", ")\n", "\n", "X_test_combat = combat.transform(X_test)\n", "plot_pca(\n", " X_test_combat.values,\n", " batch_labels.iloc[X_test_combat.index].values,\n", " title=\"Test set after ComBat\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pipeline and cross-validation" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cross-validated accuracy: 0.903 +/- 0.055\n" ] } ], "source": [ "pipe = Pipeline(\n", " [\n", " (\"combat\", ComBat(batch=batch_labels, method=\"johnson\")),\n", " (\"scaler\", StandardScaler()),\n", " (\"clf\", LogisticRegression()),\n", " ]\n", ")\n", "\n", "scores = cross_val_score(pipe, X, y, cv=5)\n", "print(f\"Cross-validated accuracy: {scores.mean():.3f} +/- {scores.std():.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### GridSearchCV" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best parameters: {'clf__C': 0.1, 'clf__kernel': 'linear', 'combat__method': 'johnson', 'combat__parametric': True}\n", "Best CV accuracy: 0.713\n" ] } ], "source": [ "pipe_grid = Pipeline(\n", " [\n", " (\"combat\", ComBat(batch=batch_labels, method=\"fortin\", continuous_covariates=age)),\n", " (\"scaler\", StandardScaler()),\n", " (\"clf\", SVC()),\n", " ]\n", ")\n", "\n", "param_grid = {\n", " \"combat__method\": [\"johnson\", \"fortin\"],\n", " \"combat__parametric\": [True, False],\n", " \"clf__C\": [0.1, 1.0, 10.0],\n", " \"clf__kernel\": [\"linear\", \"rbf\"],\n", "}\n", "\n", "grid = GridSearchCV(pipe_grid, param_grid, cv=3, scoring=\"accuracy\", n_jobs=-1)\n", "grid.fit(X, y)\n", "\n", "print(f\"Best parameters: {grid.best_params_}\")\n", "print(f\"Best CV accuracy: {grid.best_score_:.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "combat = ComBat(batch=batch_labels, method=\"johnson\")\n", "combat.fit(X);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PCA visualization" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"type": "scattergl" } ], "scattermap": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermap" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "font": { "size": 16 }, "text": "ComBat correction effect visualized with UMAP" } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_transformation(\n", " combat, X, reduction_method=\"umap\", n_components=3, plot_type=\"interactive\", n_neighbors=30\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### t-SNE visualization (with embeddings)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "original: (300, 2)\n", "transformed: (300, 2)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_tsne, embeddings = plot_transformation(\n", " combat, X, reduction_method=\"tsne\", return_embeddings=True, perplexity=50\n", ")\n", "\n", "for k, emb in embeddings.items():\n", " print(f\"{k}: {emb.shape}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Batch Effect Metrics\n", "\n", "Quantitatively assess batch correction quality with the `compute_batch_metrics()` function.\n", "\n", "The metrics include:\n", "- **Batch effect quantification**: Silhouette, Davies-Bouldin, kBET, LISI, variance ratio\n", "- **Structure preservation**: k-NN preservation, distance correlation\n", "- **Alignment metrics**: Centroid distance, Levene statistic\n", "\n", "By default, metrics are computed in the original feature space. For high-dimensional data, use the `pca_components` parameter for dimensionality reduction." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available categories: ['batch_effect', 'preservation', 'alignment']\n" ] } ], "source": [ "combat_metrics = ComBat(batch=batch_labels, method=\"johnson\")\n", "X_corrected = combat_metrics.fit_transform(X)\n", "\n", "metrics = compute_batch_metrics(combat_metrics, X)\n", "print(f\"Available categories: {list(metrics.keys())}\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Batch Effect Metrics ===\n", "silhouette: 0.663 -> -0.006\n", "davies_bouldin: 0.504 -> 82.457\n", "kbet: 0.000 -> 0.987\n", "lisi: 1.000 -> 2.714 (max: 3)\n", "variance_ratio: 1898.114 -> 0.037\n" ] } ], "source": [ "print(\"=== Batch Effect Metrics ===\")\n", "for name, vals in metrics[\"batch_effect\"].items():\n", " if name == \"lisi\":\n", " print(\n", " f\"{name}: {vals['before']:.3f} -> {vals['after']:.3f} (max: {vals['max_value']})\"\n", " )\n", " else:\n", " print(f\"{name}: {vals['before']:.3f} -> {vals['after']:.3f}\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Structure Preservation ===\n", "k-NN preservation: {5: 0.2886666666666666, 10: 0.2876666666666667, 50: 0.3099333333333333}\n", "Distance correlation: 0.122\n", "\n", "=== Alignment Metrics ===\n", "centroid_distance: 41.001 -> 0.191\n", "levene_statistic: 0.942 -> 0.183\n" ] } ], "source": [ "print(\"=== Structure Preservation ===\")\n", "print(f\"k-NN preservation: {metrics['preservation']['knn']}\")\n", "print(f\"Distance correlation: {metrics['preservation']['distance_correlation']:.3f}\")\n", "\n", "print(\"\\n=== Alignment Metrics ===\")\n", "for name, vals in metrics[\"alignment\"].items():\n", " print(f\"{name}: {vals['before']:.3f} -> {vals['after']:.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the `nn_algorithm` parameter\n", "\n", "For large datasets, you can choose a specific nearest neighbor algorithm:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kBET (ball_tree): 0.987\n" ] } ], "source": [ "metrics_bt = compute_batch_metrics(\n", " combat_metrics, X, k_neighbors=[5, 10], nn_algorithm=\"ball_tree\"\n", ")\n", "print(f\"kBET (ball_tree): {metrics_bt['batch_effect']['kbet']['after']:.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Metrics on test data" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Test Set Metrics ===\n", "Silhouette: 0.656 -> -0.011\n", "kBET: 0.000 -> 0.950\n", "Distance correlation: 0.073\n" ] } ], "source": [ "combat = ComBat(batch=batch_labels, method=\"johnson\")\n", "combat.fit(X_train)\n", "\n", "test_metrics = compute_batch_metrics(\n", " combat, X_test, batch=batch_labels.iloc[X_test.index], k_neighbors=[5, 10, 25]\n", ")\n", "\n", "print(\"=== Test Set Metrics ===\")\n", "print(\n", " f\"Silhouette: {test_metrics['batch_effect']['silhouette']['before']:.3f} -> {test_metrics['batch_effect']['silhouette']['after']:.3f}\"\n", ")\n", "print(\n", " f\"kBET: {test_metrics['batch_effect']['kbet']['before']:.3f} -> {test_metrics['batch_effect']['kbet']['after']:.3f}\"\n", ")\n", "print(\n", " f\"Distance correlation: {test_metrics['preservation']['distance_correlation']:.3f}\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature Importance Analysis\n", "\n", "Identify which features are most affected by batch effects using the `feature_batch_diagnostics()` function.\n", "\n", "The DataFrame contains three columns:\n", "- **location**: RMS of batch-specific mean shifts (gamma)\n", "- **scale**: RMS of log variance changes (log delta)\n", "- **combined**: Euclidean norm sqrt(location^2 + scale^2)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 10 features by batch effect magnitude:\n", " location scale combined\n", "gene_14 6.775770 0.134143 6.777098\n", "gene_1 6.583819 0.125146 6.585008\n", "gene_10 6.560264 0.190313 6.563024\n", "gene_5 6.535340 0.027457 6.535398\n", "gene_11 6.477399 0.009992 6.477407\n", "gene_8 6.435997 0.023945 6.436042\n", "gene_7 6.376010 0.017880 6.376035\n", "gene_13 6.363834 0.155440 6.365732\n", "gene_3 6.279840 0.051925 6.280055\n", "gene_15 6.238579 0.077490 6.239060\n" ] } ], "source": [ "combat = ComBat(batch=batch_labels, method=\"johnson\")\n", "combat.fit(X)\n", "\n", "importance = feature_batch_diagnostics(combat)\n", "print(\"Top 10 features by batch effect magnitude:\")\n", "print(importance.head(10))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 10 features (relative contribution):\n", " location scale combined\n", "gene_14 0.051579 0.044349 0.051472\n", "gene_1 0.050117 0.041375 0.050013\n", "gene_10 0.049938 0.062920 0.049846\n", "gene_5 0.049748 0.009078 0.049636\n", "gene_11 0.049307 0.003303 0.049195\n", "gene_8 0.048992 0.007917 0.048881\n", "gene_7 0.048536 0.005911 0.048426\n", "gene_13 0.048443 0.051390 0.048347\n", "gene_3 0.047804 0.017167 0.047697\n", "gene_15 0.047489 0.025619 0.047385\n", "\n", "Top 10 features explain 49.1% of total batch effect\n" ] } ], "source": [ "importance_dist = feature_batch_diagnostics(combat, mode=\"distribution\")\n", "print(\"Top 10 features (relative contribution):\")\n", "print(importance_dist.head(10))\n", "print(\n", " f\"\\nTop 10 features explain {importance_dist.head(10)['combined'].sum() * 100:.1f}% of total batch effect\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing feature importance" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_feature_diagnostics(combat, top_n=10, kind=\"combined\", mode=\"magnitude\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 10 features explain 49.1% of total batch effect\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_feature_diagnostics(combat, top_n=10, kind=\"combined\", mode=\"distribution\")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_feature_diagnostics(combat, top_n=10, kind=\"location\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_feature_diagnostics(combat, top_n=10, kind=\"scale\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Batch Effect Heatmap\n", "\n", "The `plot_batch_effect_heatmap()` function shows the estimated batch-specific location shifts (gamma)\n", "and log-scale shifts (log delta) for the top features." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_batch_effect_heatmap(combat, top_n=20)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combat_mo = ComBat(batch=batch_labels, method=\"johnson\", mean_only=True)\n", "combat_mo.fit(X)\n", "\n", "fig = plot_batch_effect_heatmap(combat_mo, top_n=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Summary\n", "\n", "The `summary()` function provides a human-readable diagnostic report after fitting." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ComBat Summary\n", "========================================\n", "Method: fortin\n", "Parametric: True\n", "Mean only: False\n", "Reference batch: None\n", "Number of batches: 3\n", "Samples per batch:\n", " 0: 100\n", " 1: 100\n", " 2: 100\n", "Number of features: 50\n", "\n", "Top 5 features by batch effect (combined):\n", " gene_14: 6.8059\n", " gene_10: 6.6371\n", " gene_1: 6.5902\n", " gene_5: 6.5382\n", " gene_11: 6.4846\n", "\n", "Diagnostics\n", "========================================\n", "Metric Value\n", "------ -----\n", "Batch var. explained (before) 92.7%\n", "Design matrix condition number 279.4\n", "EB convergence (parametric):\n", " 0 converged (2 iter)\n", " 1 converged (2 iter)\n", " 2 converged (2 iter)\n" ] } ], "source": [ "combat = ComBat(batch=batch_labels, method=\"fortin\", discrete_covariates=sex, continuous_covariates=age)\n", "combat.fit(X)\n", "\n", "print(summary(combat))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## sklearn `set_output` API\n", "\n", "ComBat supports the `get_feature_names_out()` method, enabling the sklearn `set_output` API\n", "for automatic pandas output in pipelines." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature names out: ['gene_1' 'gene_2' 'gene_3' 'gene_4' 'gene_5'] ...\n" ] } ], "source": [ "combat = ComBat(batch=batch_labels, method=\"johnson\")\n", "combat.fit(X)\n", "\n", "print(\"Feature names out:\", combat.get_feature_names_out()[:5], \"...\")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "['gene_1', 'gene_2', 'gene_3', 'gene_4', 'gene_5'] ...\n" ] }, { "data": { "text/html": [ "
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5 rows × 50 columns

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" ], "text/plain": [ " gene_1 gene_2 gene_3 gene_4 gene_5 gene_6 gene_7 \\\n", "0 0.420532 -1.126626 0.728137 0.875776 -2.064081 -1.192271 0.132254 \n", "1 0.402138 0.580830 -1.557645 -0.292021 -0.534927 -0.573265 -0.284690 \n", "2 -0.384767 1.263231 -0.417769 0.687621 -1.013344 -0.168769 -0.982951 \n", "3 -0.125885 -1.122202 -1.782875 -0.446434 -0.104694 1.672817 0.134772 \n", "4 0.459279 1.373828 0.044904 0.600908 -2.166465 -0.022516 -0.872460 \n", "\n", " gene_8 gene_9 gene_10 ... gene_41 gene_42 gene_43 gene_44 \\\n", "0 -0.422611 0.037988 -0.813113 ... 0.737502 0.417632 -0.523629 0.436567 \n", "1 1.462481 -0.805589 1.303593 ... 0.663535 -0.181029 -0.284341 0.124122 \n", "2 -0.446332 0.889592 -1.829180 ... 0.425134 -1.012396 -1.972466 0.472182 \n", "3 0.929378 -0.441408 -1.198840 ... 1.668792 -0.256635 -0.244714 1.668080 \n", "4 -1.362013 -0.817831 -0.210033 ... -0.801440 -0.177089 -1.602666 -1.265722 \n", "\n", " gene_45 gene_46 gene_47 gene_48 gene_49 gene_50 \n", "0 0.097437 0.336822 0.766864 0.275114 0.673753 0.061233 \n", "1 -1.799768 -1.310010 -1.345514 -0.916274 0.395693 -0.878495 \n", "2 -0.880209 -0.290004 -0.661387 -0.080481 1.059324 0.147638 \n", "3 -1.189505 -0.763915 0.547261 -0.328172 -0.007638 -0.161876 \n", "4 2.213954 -1.152138 -1.128017 1.849510 2.891302 -1.135469 \n", "\n", "[5 rows x 50 columns]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipe = Pipeline(\n", " [\n", " (\"combat\", ComBat(batch=batch_labels, method=\"johnson\")),\n", " (\"scaler\", StandardScaler()),\n", " ]\n", ")\n", "pipe.set_output(transform=\"pandas\")\n", "\n", "result = pipe.fit_transform(X)\n", "print(type(result))\n", "print(result.columns[:5].tolist(), \"...\")\n", "result.head()" ] } ], "metadata": { "kernelspec": { "display_name": "combatlearn", "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 }