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DESCRIPTION
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Package: ComBatFamQC
Title: Comprehensive Batch Effect Diagnostics and Harmonization
Version: 1.0.4
Authors@R: c(
person("Zheng", "Ren", email = "zren1422@gmail.com", role = c("aut", "cre", "cph"), comment = c(ORCID = "0009-0006-2430-4625")),
person("Andrew", "Chen", email = "chen1764@gmail.com", role = c("aut", "cph"), comment = c(ORCID = "0000-0002-5027-6422")),
person("Elizabeth", "Horwath", email = "elizabeth.horwath@pennmedicine.upenn.edu", role = c("ctb"), comment = c(ORCID = "0009-0009-1224-6984"))
)
Description: 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>.
License: MIT + file LICENSE
URL: https://github.com/Zheng206/ComBatFamQC, https://zheng206.github.io/ComBatQC-Web/
BugReports: https://github.com/Zheng206/ComBatFamQC/issues
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2
Imports:
tidyr,
dplyr,
magrittr,
ggplot2,
DT,
shiny,
car,
broom,
pbkrtest,
parallel,
Rtsne,
MDMR,
gamlss,
lme4,
mgcv,
bslib,
shinydashboard,
methods,
gamlss.dist,
invgamma,
openxlsx
Depends:
R (>= 4.1.0)
LazyData: true
Suggests:
knitr,
rmarkdown,
devtools,
testthat (>= 3.0.0),
remotes,
shinytest2,
plotly,
quarto,
spelling,
httpuv
VignetteBuilder: knitr
Config/testthat/edition: 3
Language: en-US