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: | 1.0.6 |
| 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,plotly,quarto,spelling,systemfonts |
| Published: | 2025-03-24 |
| DOI: | 10.32614/CRAN.package.ComBatFamQC |
| Author: | Zheng Ren [aut, cre, cph], Andrew Chen [aut, cph], Elizabeth Horwath [ctb] |
| Maintainer: | Zheng Ren <zren1422 at gmail.com> |
| BugReports: | https://github.com/Zheng206/ComBatFamQC/issues |
| License: | MIT + fileLICENSE |
| 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.html ,ComBatFamQC.pdf |
| Vignettes: | ComBatFamQC_harmonization (source,R code) Post-Harmonization (source,R code) |
Downloads:
| Package source: | ComBatFamQC_1.0.6.tar.gz |
| Windows binaries: | r-devel:ComBatFamQC_1.0.6.zip, r-release:ComBatFamQC_1.0.6.zip, r-oldrel:ComBatFamQC_1.0.6.zip |
| macOS binaries: | r-release (arm64):ComBatFamQC_1.0.6.tgz, r-oldrel (arm64):ComBatFamQC_1.0.6.tgz, r-release (x86_64):ComBatFamQC_1.0.6.tgz, r-oldrel (x86_64):ComBatFamQC_1.0.6.tgz |
| Old sources: | ComBatFamQC archive |
Linking:
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