This is the released version of CATALYST; for the devel version, see CATALYST.
Cytometry dATa anALYSis ToolsBioconductor version: Release (3.21)
CATALYST provides tools for preprocessing of and differential discovery in cytometry data such as FACS, CyTOF, and IMC. Preprocessing includes i) normalization using bead standards, ii) single-cell deconvolution, and iii) bead-based compensation. For differential discovery, the package provides a number of convenient functions for data processing (e.g., clustering, dimension reduction), as well as a suite of visualizations for exploratory data analysis and exploration of results from differential abundance (DA) and state (DS) analysis in order to identify differences in composition and expression profiles at the subpopulation-level, respectively.
Author: Helena L. Crowell [aut, cre] ORCID: 0000-0002-4801-1767 , Vito R.T. Zanotelli [aut] ORCID: 0000-0001-7268-311X , Stéphane Chevrier [aut, dtc] ORCID: 0000-0002-9216-7910 , Mark D. Robinson [aut, fnd] ORCID: 0000-0002-3048-5518 , Bernd Bodenmiller [fnd] ORCID: 0000-0002-6325-7861
Maintainer: Helena L. Crowell <helena at crowell.eu>
Citation (from within R, entercitation("CATALYST")
): Installation
To install this package, start R (version "4.5") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("CATALYST")
For older versions of R, please refer to the appropriate Bioconductor release.
DocumentationTo view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("CATALYST")
Details biocViews Clustering, DataImport, DifferentialExpression, ExperimentalDesign, FlowCytometry, ImmunoOncology, MassSpectrometry, Normalization, Preprocessing, SingleCell, Software, StatisticalMethod, Visualization Version 1.32.0 In Bioconductor since BioC 3.5 (R-3.4) (8 years) License GPL (>=2) Depends R (>= 4.4), SingleCellExperiment Imports circlize, ComplexHeatmap, ConsensusClusterPlus, cowplot, data.table, dplyr, drc, flowCore, FlowSOM, ggplot2, ggrepel, ggridges, graphics, grDevices, grid, gridExtra, Matrix, matrixStats, methods, nnls, purrr, RColorBrewer, reshape2, Rtsne, SummarizedExperiment, S4Vectors, scales, scater, stats System Requirements URL https://github.com/HelenaLC/CATALYST Bug Reports https://github.com/HelenaLC/CATALYST/issues See More Suggests BiocStyle, diffcyt, flowWorkspace, ggcyto, knitr, openCyto, rmarkdown, testthat, uwot Linking To Enhances Depends On Me spillR, cytofWorkflow Imports Me cytofQC Suggests Me diffcyt, imcRtools, treekoR Links To Me Build Report Build Report Package Archives
Follow Installation instructions to use this package in your R session.
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