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A single analysis path that includes distance-based ordination, global tests of any effect of the microbiome, and tests of the effects of individual taxa with false-discovery-rate (FDR) control. It accommodates both continuous and discrete covariates as well as interaction terms to be tested either singly or in combination, allows for adjustment of confounding covariates, and uses permutation-based p-values that can control for sample correlations. It can be applied to transformed data, and an omnibus test can combine results from analyses conducted on different transformation scales. It can also be used for testing presence-absence associations based on infinite number of rarefaction replicates, testing mediation effects of the microbiome, analyzing censored time-to-event outcomes, and for compositional analysis by fitting linear models to centered-log-ratio taxa count data.
Version: | 6.0.1 |
Depends: | R (≥ 3.5.0) |
Imports: | GUniFrac, vegan, permute, parallel, BiocParallel, matrixStats, castor, phangorn, modeest |
Suggests: | R.rsp, testthat, survival |
Published: | 2023-09-07 |
DOI: | 10.32614/CRAN.package.LDM |
Author: | Yi-Juan Hu [aut, cre], Glen A Satten [aut] |
Maintainer: | Yi-Juan Hu <yijuan.hu at emory.edu> |
BugReports: | https://github.com/yijuanhu/LDM/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://github.com/yijuanhu/LDM |
NeedsCompilation: | no |
CRAN checks: | LDM results |
Reference manual: | LDM.pdf |
Vignettes: |
R packages: LDM |
Package source: | LDM_6.0.1.tar.gz |
Windows binaries: | r-devel: LDM_6.0.1.zip, r-release: LDM_6.0.1.zip, r-oldrel: LDM_6.0.1.zip |
macOS binaries: | r-release (arm64): LDM_6.0.1.tgz, r-oldrel (arm64): LDM_6.0.1.tgz, r-release (x86_64): LDM_6.0.1.tgz, r-oldrel (x86_64): LDM_6.0.1.tgz |
Old sources: | LDM archive |
Please use the canonical form https://CRAN.R-project.org/package=LDM to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.