Package: PLSDAbatch
Type: Package
Title: PLSDA-batch
Version: 1.99.1
Authors@R: 
    c(person(given = "Yiwen (Eva)", family = "Wang", role = c("aut", "cre"), email = "anjiwangyiwen@gmail.com", comment=c(ORCID="0000-0002-7067-9093")),
      person(given = "Kim-Anh", family = "Le Cao", role = "aut", email = "kimanh.lecao@unimelb.edu.au"))
Description: A novel framework to correct for batch effects prior to
        any downstream analysis in microbiome data based on Projection
        to Latent Structures Discriminant Analysis. The main method is
        named “PLSDA-batch”. It first estimates treatment and batch
        variation with latent components, then subtracts
        batch-associated components from the data whilst preserving
        biological variation of interest. PLSDA-batch is highly
        suitable for microbiome data as it is non-parametric,
        multivariate and allows for ordination and data visualisation.
        Combined with centered log-ratio transformation for addressing
        uneven library sizes and compositional structure, PLSDA-batch
        addresses all characteristics of microbiome data that existing
        correction methods have ignored so far. Two other variants are
        proposed for 1/ unbalanced batch x treatment designs that are
        commonly encountered in studies with small sample sizes, and
        for 2/ selection of discriminative variables amongst treatment
        groups to avoid overfitting in classification problems. These
        two variants have widened the scope of applicability of
        PLSDA-batch to different data settings.
License: GPL-3
Depends: R (>= 4.4.0)
Imports: ggplot2, ggpubr, grid, gridExtra, lmerTest, mixOmics,
        performance, scales, stats, Rdpack
Suggests: SummarizedExperiment, TreeSummarizedExperiment, vegan, knitr,
        rmarkdown, BiocStyle, testthat, badger, pheatmap, Biobase
biocViews: StatisticalMethod, DimensionReduction, PrincipalComponent,
        Classification, Microbiome, BatchEffect, Normalization,
        Visualization
VignetteBuilder: knitr
RdMacros: Rdpack
RoxygenNote: 7.3.3
Encoding: UTF-8
URL: https://github.com/EvaYiwenWang/PLSDAbatch
BugReports: https://github.com/EvaYiwenWang/PLSDAbatch/issues/
Config/pak/sysreqs: cmake libfreetype6-dev libglpk-dev libglu1-mesa-dev
        make texlive libicu-dev libpng-dev libxml2-dev libgl1-mesa-dev
        libssl-dev zlib1g-dev
Repository: https://bioc.r-universe.dev
Date/Publication: 2026-01-06 05:22:10 UTC
RemoteUrl: https://github.com/bioc/PLSDAbatch
RemoteRef: HEAD
RemoteSha: f1c3e0c7c62982428994be32e74638fca9cc2dc6
NeedsCompilation: no
Packaged: 2026-01-07 03:55:38 UTC; root
Author: Yiwen (Eva) Wang [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-7067-9093>),
  Kim-Anh Le Cao [aut]
Maintainer: Yiwen (Eva) Wang <anjiwangyiwen@gmail.com>
Built: R 4.6.0; ; 2026-01-07 03:57:38 UTC; windows
