ComBatFamQC: Comprehensive Batch Effect Diagnostics and Harmonization

Provides a comprehensive framework for batch effect diagnostics, harmonization, and post-harmonization downstream analysis. Features include interactive visualization tools, robust statistical tests, and a range of harmonization techniques. Additionally, 'ComBatFamQC' enables the creation of life-span age trend plots with estimated age-adjusted centiles and facilitates the generation of covariate-corrected residuals for analytical purposes. Methods for harmonization are based on approaches described in Johnson et al., (2007) <doi:10.1093/biostatistics/kxj037>, Beer et al., (2020) <doi:10.1016/j.neuroimage.2020.117129>, Pomponio et al., (2020) <doi:10.1016/j.neuroimage.2019.116450>, and Chen et al., (2021) <doi:10.1002/hbm.25688>.

Version: 1.0.4
Depends: R (≥ 4.1.0)
Imports: tidyr, dplyr, magrittr, ggplot2, DT, shiny, car, broom, pbkrtest, parallel, Rtsne, MDMR, gamlss, lme4, mgcv, bslib, shinydashboard, methods, gamlss.dist, invgamma, openxlsx
Suggests: knitr, rmarkdown, devtools, testthat (≥ 3.0.0), remotes, shinytest2, plotly, quarto, spelling, httpuv
Published: 2025-01-25
DOI: 10.32614/CRAN.package.ComBatFamQC
Author: Zheng Ren ORCID iD [aut, cre, cph], Andrew Chen ORCID iD [aut, cph], Elizabeth Horwath ORCID iD [ctb]
Maintainer: Zheng Ren <zren1422 at gmail.com>
BugReports: https://github.com/Zheng206/ComBatFamQC/issues
License: MIT + file LICENSE
URL: https://github.com/Zheng206/ComBatFamQC, https://zheng206.github.io/ComBatQC-Web/
NeedsCompilation: no
Language: en-US
Materials: README NEWS
CRAN checks: ComBatFamQC results

Documentation:

Reference manual: ComBatFamQC.pdf
Vignettes: ComBatFamQC_harmonization (source, R code)
Post-Harmonization (source, R code)

Downloads:

Package source: ComBatFamQC_1.0.4.tar.gz
Windows binaries: r-devel: ComBatFamQC_1.0.4.zip, r-release: ComBatFamQC_1.0.2.zip, r-oldrel: ComBatFamQC_1.0.2.zip
macOS binaries: r-release (arm64): ComBatFamQC_1.0.4.tgz, r-oldrel (arm64): not available, r-release (x86_64): ComBatFamQC_1.0.4.tgz, r-oldrel (x86_64): not available
Old sources: ComBatFamQC archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=ComBatFamQC to link to this page.

pFad - Phonifier reborn

Pfad - The Proxy pFad of © 2024 Garber Painting. All rights reserved.

Note: This service is not intended for secure transactions such as banking, social media, email, or purchasing. Use at your own risk. We assume no liability whatsoever for broken pages.


Alternative Proxies:

Alternative Proxy

pFad Proxy

pFad v3 Proxy

pFad v4 Proxy