multimedia: Multimodal Mediation Analysis

Multimodal mediation analysis is an emerging problem in microbiome data analysis. Multimedia make advanced mediation analysis techniques easy to use, ensuring that all statistical components are transparent and adaptable to specific problem contexts. The package provides a uniform interface to direct and indirect effect estimation, synthetic null hypothesis testing, bootstrap confidence interval construction, and sensitivity analysis. More details are available in Jiang et al. (2024) "multimedia: Multimodal Mediation Analysis of Microbiome Data" <doi:10.1101/2024.03.27.587024>.

Version: 0.2.0
Depends: R (≥ 4.1.0), brms, glmnetUtils, ranger, tidyselect
Imports: MASS, S4Vectors, SummarizedExperiment, cli, dplyr, fansi, formula.tools, ggplot2, glue, methods, miniLNM, patchwork, phyloseq, progress, purrr, rlang, stats, tidygraph, tidyr
Suggests: compositions, ggdist, ggraph, ggrepel, knitr, rmarkdown, testthat (≥ 3.0.0), tidyverse, vroom
Published: 2024-09-18
DOI: 10.32614/CRAN.package.multimedia
Author: Kris Sankaran ORCID iD [aut, cre], Hanying Jiang [aut]
Maintainer: Kris Sankaran <ksankaran at wisc.edu>
BugReports: https://github.com/krisrs1128/multimedia/issues/
License: CC0
URL: https://krisrs1128.github.io/multimedia/, https://github.com/krisrs1128/multimedia/
NeedsCompilation: no
Citation: multimedia citation info
Materials: README NEWS
CRAN checks: multimedia results

Documentation:

Reference manual: multimedia.pdf
Vignettes: Illustration with Nonlinear Effects (source, R code)
Quick Start with Random Data (source, R code)

Downloads:

Package source: multimedia_0.2.0.tar.gz
Windows binaries: r-devel: multimedia_0.2.0.zip, r-release: multimedia_0.2.0.zip, r-oldrel: multimedia_0.2.0.zip
macOS binaries: r-release (arm64): multimedia_0.2.0.tgz, r-oldrel (arm64): multimedia_0.2.0.tgz, r-release (x86_64): multimedia_0.2.0.tgz, r-oldrel (x86_64): multimedia_0.2.0.tgz

Linking:

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