{ "cells": [ { "cell_type": "markdown", "id": "pregnant-salad", "metadata": {}, "source": [ "# Destriped vs. non-destriped" ] }, { "cell_type": "code", "execution_count": 1, "id": "breathing-prague", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.3.3\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import scanpy as sc\n", "import numpy as np\n", "import cv2\n", "import os\n", "import pandas as pd\n", "import seaborn as sns\n", "from scipy.stats import pearsonr, spearmanr\n", "import bin2cell as b2c\n", "import celltypist\n", "from celltypist import models\n", "#create directory for stardist input/output files\n", "path = \".../square_002um/\"\n", "os.chdir(path)\n", "print(b2c.__version__)" ] }, { "cell_type": "markdown", "id": "detailed-texture", "metadata": {}, "source": [ "This notebook provides a side-by-side comparison of two `bin2cell` (`b2c`) AnnData objects:\n", "\n", "- **`adata_with_d`**: Destriped `b2c` output with count adjustment. This dataset was processed using `b2c.destripe(adata, adjust_counts=True)`.\n", "- **`adata_wo_d`**: Non-destriped `b2c` output without count adjustment. This dataset was processed using `b2c.destripe(adata, adjust_counts=False)`, creating destriped input for GEX segmentation but with the expression data itself being unchanged.\n", "\n", "All other steps were identical between runs. As such, the two objects have identical input to the GEX and H&E image segmentations, resulting in identical output. Thusly, the objects have the same object IDs for matching cells, allowing us to easily compare outcomes in both destriped and non-destriped. CellTypist is employed in a fashion similar to the manuscript's comparison of bin2cell output and 8um spaceranger bins." ] }, { "cell_type": "code", "execution_count": 2, "id": "ahead-lender", "metadata": {}, "outputs": [], "source": [ "adata_wo_d = sc.read_h5ad('m_brain_b2c_non_destripped_plus_salvage.h5ad')\n", "adata_with_d = sc.read_h5ad('m_brain_b2c_destripped_plus_salvage.h5ad')" ] }, { "cell_type": "code", "execution_count": 3, "id": "devoted-alfred", "metadata": {}, "outputs": [], "source": [ "sc.pp.calculate_qc_metrics(adata_wo_d, inplace=True)\n", "sc.pp.calculate_qc_metrics(adata_with_d, inplace=True)" ] }, { "cell_type": "code", "execution_count": 4, "id": "close-kidney", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import spearmanr\n", "\n", "# Align both AnnData objects on the common set of cells\n", "common_cells = adata_wo_d.obs_names.intersection(adata_with_d.obs_names)\n", "adata_wo_d_aligned = adata_wo_d[common_cells]\n", "adata_with_d_aligned = adata_with_d[common_cells]\n", "\n", "def compare_metric(x, y, xlabel, ylabel, title):\n", " # Calculate correlation and regression\n", " spearman_rho, _ = spearmanr(x, y)\n", " slope, intercept = np.polyfit(x, y, 1)\n", " x_fit = np.linspace(min(x), max(x), 100)\n", " y_fit = slope * x_fit + intercept\n", " max_val = max(x.max(), y.max())\n", "\n", " # Plot\n", " plt.figure(figsize=(6, 6))\n", " plt.scatter(x, y, s=1, alpha=0.25)\n", " plt.plot([0, max_val], [0, max_val], 'k--', label='y = x')\n", " plt.plot(x_fit, y_fit, 'r-', label=f'Fit: y={slope:.4f}x+{intercept:.4f}')\n", " plt.xlabel(xlabel)\n", " plt.ylabel(ylabel)\n", " plt.title(title)\n", " plt.text(0.05, 0.95, f'Spearman ρ = {spearman_rho:.4f}',\n", " transform=plt.gca().transAxes, verticalalignment='top',\n", " bbox=dict(boxstyle='round,pad=0.5', fc='white', ec='gray'))\n", " plt.legend()\n", " plt.axis('square')\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# 1. n_genes_by_counts\n", "compare_metric(\n", " x=adata_wo_d_aligned.obs['n_genes_by_counts'].values,\n", " y=adata_with_d_aligned.obs['n_genes_by_counts'].values,\n", " xlabel='n_genes_by_counts (wo destriping)',\n", " ylabel='n_genes_by_counts (with destriping)',\n", " title='Per-Cell n_genes_by_counts Comparison'\n", ")\n", "\n", "# 2. total_counts\n", "compare_metric(\n", " x=adata_wo_d_aligned.obs['total_counts'].values,\n", " y=adata_with_d_aligned.obs['total_counts'].values,\n", " xlabel='total_counts (wo destriping)',\n", " ylabel='total_counts (with destriping)',\n", " title='Per-Cell total_counts Comparison'\n", ")\n" ] }, { "cell_type": "markdown", "id": "meaningful-madonna", "metadata": {}, "source": [ "The impact of destriping on gene count is minimal, as the destriping procedure cannot create counts for genes not already present in a bin and any differences stem from the occasional differing call in label expansion. The count total sees a minor increase, matching what can be seen in the destriping impact inspection plots of the original tutorial notebook." ] }, { "cell_type": "code", "execution_count": 5, "id": "sealed-creature", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "🔬 Input data has 69902 cells and 18823 genes\n", "🔗 Matching reference genes in the model\n", "🧬 4603 features used for prediction\n", "⚖️ Scaling input data\n", "🖋️ Predicting labels\n", "✅ Prediction done!\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 69902 × 18823\n", " obs: 'object_id', 'bin_count', 'array_row', 'array_col', 'labels_joint_source', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'pct_counts_in_top_50_genes', 'pct_counts_in_top_100_genes', 'pct_counts_in_top_200_genes', 'pct_counts_in_top_500_genes', 'predicted_labels', 'conf_score'\n", " var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts'\n", " uns: 'spatial', 'log1p'\n", " obsm: 'spatial', 'spatial_cropped_150_buffer'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# predict celltypist \n", "sc.pp.normalize_total(adata_wo_d_aligned,target_sum=1e4)\n", "sc.pp.log1p(adata_wo_d_aligned)\n", "predictions_wo_d = celltypist.annotate(adata_wo_d_aligned, model = 'Mouse_Whole_Brain.pkl', majority_voting = False)\n", "adata_wo_d_aligned = predictions_wo_d.to_adata()\n", "adata_wo_d_aligned" ] }, { "cell_type": "code", "execution_count": 6, "id": "urban-assets", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "🔬 Input data has 69902 cells and 18823 genes\n", "🔗 Matching reference genes in the model\n", "🧬 4603 features used for prediction\n", "⚖️ Scaling input data\n", "🖋️ Predicting labels\n", "✅ Prediction done!\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 69902 × 18823\n", " obs: 'object_id', 'bin_count', 'array_row', 'array_col', 'labels_joint_source', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'pct_counts_in_top_50_genes', 'pct_counts_in_top_100_genes', 'pct_counts_in_top_200_genes', 'pct_counts_in_top_500_genes', 'predicted_labels', 'conf_score'\n", " var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts'\n", " uns: 'spatial', 'log1p'\n", " obsm: 'spatial', 'spatial_cropped_150_buffer'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# predict celltypist \n", "sc.pp.normalize_total(adata_with_d_aligned,target_sum=1e4)\n", "sc.pp.log1p(adata_with_d_aligned)\n", "predictions_with_d = celltypist.annotate(adata_with_d_aligned, model = 'Mouse_Whole_Brain.pkl', majority_voting = False)\n", "adata_with_d_aligned = predictions_with_d.to_adata()\n", "adata_with_d_aligned" ] }, { "cell_type": "code", "execution_count": 7, "id": "union-finish", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import spearmanr\n", "\n", "# Extract confidence scores \n", "x = adata_wo_d_aligned.obs['conf_score'].values\n", "y = adata_with_d_aligned.obs['conf_score'].values\n", "\n", "# Compute Spearman correlation\n", "spearman_rho, _ = spearmanr(x, y)\n", "\n", "# Fit linear regression (1st degree)\n", "slope, intercept = np.polyfit(x, y, 1)\n", "x_fit = np.linspace(0, 1.1, 200)\n", "y_fit_linear = slope * x_fit + intercept\n", "\n", "# Fit 2nd-degree polynomial (quadratic)\n", "coeffs_quad = np.polyfit(x, y, 2)\n", "y_fit_quad = np.polyval(coeffs_quad, x_fit)\n", "\n", "# Plot\n", "plt.figure(figsize=(6, 6))\n", "plt.scatter(x, y, s=1, alpha=0.25)\n", "plt.plot([0, 1.1], [0, 1.1], 'k--', label='y = x')\n", "plt.plot(x_fit, y_fit_linear, 'r-', label=f'Linear: y={slope:.4f}x+{intercept:.4f}')\n", "plt.plot(x_fit, y_fit_quad, 'b--', label=f'Quadratic: y={coeffs_quad[0]:.4f}x²+{coeffs_quad[1]:.4f}x+{coeffs_quad[2]:.4f}')\n", "plt.xlim(0, 1.1)\n", "plt.ylim(0, 1.1)\n", "plt.xlabel('conf_score (wo destriping)')\n", "plt.ylabel('conf_score (with destriping)')\n", "plt.title('Per-Cell Confidence Score Comparison')\n", "plt.axis('square')\n", "\n", "# Annotate correlation\n", "plt.text(0.95, 0.05, f'Spearman linear ρ = {spearman_rho:.3f}', transform=plt.gca().transAxes,\n", " horizontalalignment='right', verticalalignment='bottom',\n", " bbox=dict(boxstyle='round,pad=0.5', fc='white', ec='gray'))\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "desirable-expression", "metadata": {}, "source": [ "Inspecting CellTypist confidence scores at a single cell level reveals a high degree of agreement, with a very minor increase in the non-destriped representation of the data. However, outcomes vary on a per-cell level." ] }, { "cell_type": "code", "execution_count": 8, "id": "smaller-organic", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Compute mean confidence and counts per cell type from aligned data\n", "stats_wo_d = adata_wo_d_aligned.obs.groupby('predicted_labels')['conf_score'] \\\n", " .agg(mean_conf='mean', count='count')\n", "stats_with_d = adata_with_d_aligned.obs.groupby('predicted_labels')['conf_score'] \\\n", " .agg(mean_conf='mean', count='count')\n", "\n", "# Merge stats\n", "stats = pd.merge(\n", " stats_wo_d,\n", " stats_with_d,\n", " left_index=True,\n", " right_index=True,\n", " suffixes=('_wo_destriped', '_destriped')\n", ")\n", "\n", "# Filter by minimum count\n", "stats = stats[(stats['count_wo_destriped'] >= 5) | (stats['count_destriped'] >= 5)]\n", "\n", "# Determine which version had higher mean confidence\n", "stats['higher'] = stats.apply(\n", " lambda r: 'wo_destriped' if r['mean_conf_wo_destriped'] >= r['mean_conf_destriped']\n", " else 'destriped_bin',\n", " axis=1\n", ")\n", "\n", "# Total cell count per group (for size/log color)\n", "stats['total_count'] = stats['count_wo_destriped'] + stats['count_destriped']\n", "stats['log_count'] = np.log10(stats['total_count'])\n", "\n", "# Count how many cell types favored each\n", "counts = stats['higher'].value_counts()\n", "\n", "# Plot (color = log10(cell count), no hue for processing)\n", "plt.figure(figsize=(8, 6))\n", "scatter = plt.scatter(\n", " stats['mean_conf_wo_destriped'],\n", " stats['mean_conf_destriped'],\n", " c=stats['log_count'],\n", " cmap='viridis',\n", " s=100,\n", " alpha=0.8,\n", " edgecolors='black',\n", " linewidth=0.3\n", ")\n", "plt.plot([0, 1], [0, 1], '--', color='gray')\n", "plt.xlabel(f'Mean Confidence Score (wo destriped)\\n(n={counts.get(\"wo_destriped\", 0)} higher)')\n", "plt.ylabel(f'Mean Confidence Score (destriped bin)\\n(n={counts.get(\"destriped_bin\", 0)} higher)')\n", "plt.title('Mean Confidence Score per Cell Type')\n", "plt.xlim(0, stats['mean_conf_wo_destriped'].max() + 0.02)\n", "plt.ylim(0, stats['mean_conf_destriped'].max() + 0.02)\n", "\n", "# Colorbar for log10(cell count)\n", "cb = plt.colorbar(scatter)\n", "cb.set_label('log₁₀(Number of cells per cell type)')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "minimal-material", "metadata": {}, "source": [ "Inspecting this at a cell type level reveals similar findings, as one would expect. Colouring the individual cell type dots by the number of cells in the population reveals a particularly high degree of agreement in more abundant populations." ] }, { "cell_type": "code", "execution_count": 9, "id": "attended-profit", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Compute median confidence and counts per cell type from aligned data\n", "stats_wo_d = adata_wo_d_aligned.obs.groupby('predicted_labels')['conf_score'] \\\n", " .agg(median_conf='median', count='count')\n", "stats_with_d = adata_with_d_aligned.obs.groupby('predicted_labels')['conf_score'] \\\n", " .agg(median_conf='median', count='count')\n", "\n", "# Merge stats\n", "stats = pd.merge(\n", " stats_wo_d,\n", " stats_with_d,\n", " left_index=True,\n", " right_index=True,\n", " suffixes=('_wo_destriped', '_destriped')\n", ")\n", "\n", "# Filter by minimum count\n", "stats = stats[(stats['count_wo_destriped'] >= 5) | (stats['count_destriped'] >= 5)]\n", "\n", "# Determine which version had higher median confidence\n", "stats['higher'] = stats.apply(\n", " lambda r: 'wo_destriped' if r['median_conf_wo_destriped'] >= r['median_conf_destriped']\n", " else 'destriped_bin',\n", " axis=1\n", ")\n", "\n", "# Compute total and log cell count per group\n", "stats['total_count'] = stats['count_wo_destriped'] + stats['count_destriped']\n", "stats['log_count'] = np.log10(stats['total_count'])\n", "\n", "# Count how many cell types favored each\n", "counts = stats['higher'].value_counts()\n", "\n", "# Plot\n", "plt.figure(figsize=(8, 6))\n", "scatter = plt.scatter(\n", " stats['median_conf_wo_destriped'],\n", " stats['median_conf_destriped'],\n", " c=stats['log_count'],\n", " cmap='viridis',\n", " s=100,\n", " alpha=0.8,\n", " edgecolors='black',\n", " linewidth=0.3\n", ")\n", "plt.plot([0, 1], [0, 1], '--', color='gray')\n", "plt.xlabel(f'Median Confidence Score (wo destriped)\\n(n={counts.get(\"wo_destriped\", 0)} higher)')\n", "plt.ylabel(f'Median Confidence Score (destriped bin)\\n(n={counts.get(\"destriped_bin\", 0)} higher)')\n", "plt.title('Median Confidence Score per Cell Type')\n", "plt.xlim(0, stats['median_conf_wo_destriped'].max() + 0.02)\n", "plt.ylim(0, stats['median_conf_destriped'].max() + 0.02)\n", "\n", "# Colorbar\n", "cb = plt.colorbar(scatter)\n", "cb.set_label('log₁₀(Number of cells per cell type)')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "indian-start", "metadata": {}, "source": [ "An additional visualisation using the median instead of the mean." ] } ], "metadata": { "kernelspec": { "display_name": "Python (bin2cell_current)", "language": "python", "name": "bin2cell_current" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }