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Quick Start Guide for scTypeEval7 months ago
Overview | Minimal Workflow | From a Count Matrix | From a Seurat Object | From a SingleCellExperiment Object | Common Use Cases | Compare Multiple Dissimilarity Methods | Evaluate Multiple Consistency Metrics | Visualize Results | Using Marker Genes Instead of HVGs | Focus on Specific Gene Sets | Interpreting Results | What Low Scores Mean | Next Steps for Low-Scoring Cell Types | Available Methods and Metrics | Dissimilarity Methods | Consistency Metrics | Tips and Best Practices | Getting Help | Session Info
scTypeEval: Evaluating Cell Type Labels Consistency in scRNA-seq7 months ago
Introduction | Key Features | Quick Start | Generate Example Data | Core Workflow | Step 1: Create scTypeEval Object | Step 2: Process Data | Step 3: Extract Relevant Features | Highly Variable Genes | Cell Type Marker Genes | Custom Gene Lists (Optional) | Step 4: Dimensional Reduction (Optional but Recommended) | Step 5: Compute Dissimilarity Matrices | Pseudobulk-based Distances | Wasserstein Distance | Reciprocal Classification | View Available Dissimilarity Matrices | Step 6: Compute Consistency Metrics | Compute Silhouette Scores | Compute Neighborhood Purity | Compare Multiple Metrics | Visualization | Dissimilarity Heatmap | Pseudobulk PCA | Interpretation Guidelines | Identifying Problematic Annotations | Recommendations | Session Information | References