This is the released version of limpca; for the devel version, see limpca.
An R package for the linear modeling of high-dimensional designed data based on ASCA/APCA family of methodsBioconductor version: Release (3.21)
This package has for objectives to provide a method to make Linear Models for high-dimensional designed data. limpca applies a GLM (General Linear Model) version of ASCA and APCA to analyse multivariate sample profiles generated by an experimental design. ASCA/APCA provide powerful visualization tools for multivariate structures in the space of each effect of the statistical model linked to the experimental design and contrarily to MANOVA, it can deal with mutlivariate datasets having more variables than observations. This method can handle unbalanced design.
Author: Bernadette Govaerts [aut, ths], Sebastien Franceschini [ctb], Robin van Oirbeek [ctb], Michel Thiel [aut], Pascal de Tullio [dtc], Manon Martin [aut, cre] ORCID: 0000-0003-4800-0942 , Nadia Benaiche [ctb]
Maintainer: Manon Martin <manon.martin at uclouvain.be>
Citation (from within R, entercitation("limpca")
): Installation
To install this package, start R (version "4.5") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("limpca")
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("limpca")
Details biocViews ExperimentalDesign, GeneExpression, Metabolomics, MultipleComparison, PrincipalComponent, Regression, Software, StatisticalMethod, Visualization Version 1.4.0 In Bioconductor since BioC 3.19 (R-4.4) (1 year) License Artistic-2.0 Depends R (>= 3.5.0) Imports ggplot2, stringr, plyr, ggrepel, reshape2, grDevices, graphics, doParallel, parallel, dplyr, tibble, tidyr, ggsci, tidyverse, methods, stats, SummarizedExperiment, S4Vectors System Requirements URL https://github.com/ManonMartin/limpca https://manonmartin.github.io/limpca/ Bug Reports https://github.com/ManonMartin/limpca/issues See More Package Archives
Follow Installation instructions to use this package in your R session.
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