Variance-Aware Evaluation of Batch Correction


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Documentation for package ‘BatchVaria’ version 0.99.2

Help Pages

assayVariance Total variance of each assay
availableCorrectionMethods Available correction methods
availableVarianceMethods Available variance profiling methods
basisProjection Sample coordinates on a reference assay's principal axes
basisRetention Variance retained on a reference assay's principal axes
BatchVaria-requirements Requirements BatchVaria places on a SummarizedExperiment
compareCorrelations Compare sample correlation structure across assays
comparePCA Compare PCA variance structure across assays
evaluateCorrections Evaluate batch correction performance across assays
exampleBatchVaria Example BatchVaria dataset with batch and biological effects
newVarianceSummary Build a conforming variance summary
plotBasisProjection Plot samples projected onto a reference assay's basis
plotBatchEntropy Plot batch mixing entropy
plotCorrelationChange Plot correlation preservation after correction
plotPCATrajectory Plot PCA correction trajectories
plotSampleDistance Plot sample distance heatmap
plotVarianceComposition Plot variance composition across model terms
plotVarianceDelta Plot variance change relative to baseline
plotVarianceRadar Radar plot of variance redistribution
profileVariance Profile sources of variance in expression data
provenance Report the analysis history recorded on an object
recordVariance Record variance decomposition results
registerCorrectionMethod Register a batch correction method
registerVarianceEngine Register a variance profiling engine
runCorrection Apply batch correction to expression data
unregisterCorrectionMethod Remove a registered batch correction method
unregisterVarianceEngine Remove a registered variance profiling engine
varianceChange Summarise variance change vs raw for a model term
varianceDelta Compute variance redistribution relative to baseline
varianceHistory Access variance profiling history
varianceResults Retrieve variance decomposition results
varianceTable Create variance summary tables