Visualization of Cell Type Annotations |
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Plot Principal Components for Different Cell Types |
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Project Query Data onto Discriminant Space of Reference Data |
Calculate Sliced Inverse Regression (SIR) Space for Different Cell Types |
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Plot Reference and Query Cell Types using MDS |
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Plot Principal Components for Different Cell Types |
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Visualization of Marker Expressions |
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Visualize gene expression on a dimensional reduction plot |
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Plot gene expression distribution from overall and cell type-specific perspective |
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Visualization of QC and Annotation Scores |
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Histograms: QC Stats and Annotation Scores Visualization |
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Scatter plot: QC stats vs Cell Type Annotation Scores |
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Visualization of gene sets or pathway scores on dimensional reduction plot |
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Evaluation of Dataset Alignment |
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Compare Canonical Correlation Analysis (CCA) between Query and Reference Data |
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Compare Principal Components Analysis (PCA) Results |
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Compare Subspaces Spanned by Top Principal Components |
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Ridgeline Plot of Pairwise Distance Analysis |
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Compute Wasserstein Distances Between Query and Reference Datasets |
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Evaluation of Marker Gene Alignment |
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Calculate the Overlap Coefficient for Highly Variable Genes |
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Compare Gene Importance Across Datasets Using Random Forest |
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Calculation of Statistical Measures to Compare Two Datasets |
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Calculate Cramer Test P-Values for Two-Sample Comparison of Multivariate ECDFs |
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Perform Hotelling's T-squared Test on PCA Scores for Single-cell RNA-seq Data |
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Calculate Nearest Neighbor Diagnostics for Cell Type Classification |
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Compute Average Pairwise Correlation between Cell Types |
Plot Regression Results on Principal Components |
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Anomaly Detection (Global and Cell Type-Specific) |
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PCA Anomaly Scores via Isolation Forests with Visualization |
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Calculate Cell Similarity Using PCA Loadings |
Calculation of Distances Between Specific Cells and Cell Populations |
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Compute Cell Distances Between Reference and Query Data |
Function to Calculate Bhattacharyya Coefficients and Hellinger Distances |
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Misc |
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Project Query Data Onto PCA Space of Reference Data |
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Project Query Data Onto SIR Space of Reference Data |
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Calculate Categorization Entropy |
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Datasets |
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Reference Single-Cell RNA-Seq Dataset |
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Query Single-Cell RNA-Seq Dataset |
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Quality Control Single-Cell RNA-Seq Dataset |