scDataviz: single cell dataviz and downstream analyses


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Documentation for package ‘scDataviz’ version 1.14.0

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basetheme Package-wide, non-user function used to set a base 'ggplot2' theme.
clusKNN A wrapper function for 'Seurat"s 'FindNeighbors' and 'FindClusters'.
contourPlot Draw a contour plot, typically relating to co-ordinates of a 2-dimensional reduction / embedding, typically contained within a 'SingleCellExperiment' object.
downsampleByVar Downsample an input data-frame or matrix based on variance.
importData Import a data-frame or matrix, and associated metadata, to a 'SingleCellExperiment' object.
markerEnrichment Find enriched markers per identified cluster and calculate cluster abundances across these for samples and metadata variables.
markerExpression Highlight the individual marker expression profile across a 2-dimensional reduction / embedding, typically contained within a 'SingleCellExperiment' object. By default, this function plots the expression profile of 6 randomly-selected markers from your data.
markerExpressionPerCluster Generate box-and-whisker plots illustrating marker expression per k-NN identified cluster. By default, 5 randomly-selected clusters are selected, and the expression profiles of 10 randomly-selected markers are plot across these.
metadataPlot Colour shade a 2-dimensional reduction / embedding based on metadata, typically contained within a 'SingleCellExperiment' object.
performUMAP Perform UMAP on an input data-frame or matrix, or 'SingleCellExperiment' object, using the basic R implementation of UMAP.
plotClusters Highlight cell-to-cluster assignments across a 2-dimensional reduction / embedding.
plotSignatures Find enriched markers per identified cluster and visualise these as a custom corrplot.
processFCS Input, filter, normalise, and transform FCS expression data.