Visualization of Cell Type Annotations

boxplotPCA()

Plot Principal Components for Different Cell Types

calculateDiscriminantSpace() plot(<calculateDiscriminantSpaceObject>)

Project Query Data onto Discriminant Space of Reference Data

calculateSIRSpace() plot(<calculateSIRSpaceObject>)

Calculate Sliced Inverse Regression (SIR) Space for Different Cell Types

plotCellTypeMDS()

Plot Reference and Query Cell Types using MDS

plotCellTypePCA()

Plot Principal Components for Different Cell Types

Visualization of Marker Expressions

plotGeneExpressionDimred()

Visualize gene expression on a dimensional reduction plot

plotMarkerExpression()

Plot gene expression distribution from overall and cell type-specific perspective

Visualization of QC and Annotation Scores

histQCvsAnnotation()

Histograms: QC Stats and Annotation Scores Visualization

plotQCvsAnnotation()

Scatter plot: QC stats vs Cell Type Annotation Scores

plotGeneSetScores()

Visualization of gene sets or pathway scores on dimensional reduction plot

Evaluation of Dataset Alignment

compareCCA() plot(<compareCCAObject>)

Compare Canonical Correlation Analysis (CCA) between Query and Reference Data

comparePCA() plot(<comparePCAObject>)

Compare Principal Components Analysis (PCA) Results

comparePCASubspace() plot(<comparePCASubspaceObject>)

Compare Subspaces Spanned by Top Principal Components

plotPairwiseDistancesDensity()

Pairwise Distance Analysis and Density Visualization

plotWassersteinDistance()

Density Plot of Wasserstein Distances Under Null Distribution

Evaluation of Marker Gene Alignment

calculateHVGOverlap()

Calculate the Overlap Coefficient for Highly Variable Genes

calculateVarImpOverlap()

Compare Gene Importance Across Datasets Using Random Forest

Calculation of Statistical Measures to Compare Two Datasets

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

calculateNearestNeighborProbabilities() plot(<calculateNearestNeighborProbabilitiesObject>)

Calculate Nearest Neighbor Diagnostics for Cell Type Classification

calculateAveragePairwiseCorrelation() plot(<calculateAveragePairwiseCorrelationObject>)

Compute Average Pairwise Correlation between Cell Types

plot(<regressPCObject>) regressPC()

Plot Regression Results on Principal Components

Anomaly Detection (Global and Cell Type-Specific)

detectAnomaly() plot(<detectAnomalyObject>)

PCA Anomaly Scores via Isolation Forests with Visualization

calculateCellSimilarityPCA() plot(<calculateCellSimilarityPCAObject>)

Calculate Cell Similarity Using PCA Loadings

Calculation of Distances Between Specific Cells and Cell Populations

calculateCellDistances() plot(<calculateCellDistancesObject>)

Compute Cell Distances Between Reference and Query Data

calculateCellDistancesSimilarity()

Function to Calculate Bhattacharyya Coefficients and Hellinger Distances

Misc

projectPCA()

Project Query Data Onto PCA Space of Reference Data

projectSIR()

Project Query Data Onto SIR Space of Reference Data

calculateCategorizationEntropy()

Calculate Categorization Entropy

Datasets

reference_data

Reference Single-Cell RNA-Seq Dataset

query_data

Query Single-Cell RNA-Seq Dataset

qc_data

Quality Control Single-Cell RNA-Seq Dataset