Cell type annotation diagnostics


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Documentation for package ‘scDiagnostics’ version 1.2.0

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boxplotPCA Plot Principal Components for Different Cell Types
calculateCategorizationEntropy Calculate Categorization Entropy
calculateCellDistancesSimilarity Function to Calculate Bhattacharyya Coefficients and Hellinger Distances
calculateCramerPValue Calculate Cramer Test P-Values for Two-Sample Comparison of Multivariate ECDFs
calculateHotellingPValue Perform Hotelling's T-squared Test on PCA Scores for Single-cell RNA-seq Data
calculateHVGOverlap Calculate the Overlap Coefficient for Highly Variable Genes
calculateVarImpOverlap Compare Gene Importance Across Datasets Using Random Forest
calculateWassersteinDistance Compute Wasserstein Distances Between Query and Reference Datasets
histQCvsAnnotation Histograms: QC Stats and Annotation Scores Visualization
plotCellTypeMDS Plot Reference and Query Cell Types using MDS
plotCellTypePCA Plot Principal Components for Different Cell Types
plotGeneExpressionDimred Visualize gene expression on a dimensional reduction plot
plotGeneSetScores Visualization of gene sets or pathway scores on dimensional reduction plot
plotMarkerExpression Plot gene expression distribution from overall and cell type-specific perspective
plotPairwiseDistancesDensity Ridgeline Plot of Pairwise Distance Analysis
plotQCvsAnnotation Scatter plot: QC stats vs Cell Type Annotation Scores
projectPCA Project Query Data Onto PCA Space of Reference Data
projectSIR Project Query Data Onto SIR Space of Reference Data