Package: IFAA 1.9.0

Zhigang Li

IFAA: Robust Inference for Absolute Abundance in Microbiome Analysis

This package offers a robust approach to make inference on the association of covariates with the absolute abundance (AA) of microbiome in an ecosystem. It can be also directly applied to relative abundance (RA) data to make inference on AA because the ratio of two RA is equal to the ratio of their AA. This algorithm can estimate and test the associations of interest while adjusting for potential confounders. The estimates of this method have easy interpretation like a typical regression analysis. High-dimensional covariates are handled with regularization and it is implemented by parallel computing. False discovery rate is automatically controlled by this approach. Zeros do not need to be imputed by a positive value for the analysis. The IFAA package also offers the 'MZILN' function for estimating and testing associations of abundance ratios with covariates.

Authors:Quran Wu [aut], Zhigang Li [aut, cre]

IFAA_1.9.0.tar.gz
IFAA_1.9.0.zip(r-4.5)IFAA_1.9.0.zip(r-4.4)IFAA_1.9.0.zip(r-4.3)
IFAA_1.9.0.tgz(r-4.4-any)IFAA_1.9.0.tgz(r-4.3-any)
IFAA_1.9.0.tar.gz(r-4.5-noble)IFAA_1.9.0.tar.gz(r-4.4-noble)
IFAA_1.9.0.tgz(r-4.4-emscripten)IFAA_1.9.0.tgz(r-4.3-emscripten)
IFAA.pdf |IFAA.html
IFAA/json (API)
NEWS

# Install 'IFAA' in R:
install.packages('IFAA', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/quranwu/ifaa/issues

On BioConductor:IFAA-1.7.0(bioc 3.20)IFAA-1.6.0(bioc 3.19)

softwaretechnologysequencingmicrobiomeregression

4.32 score 14 scripts 122 downloads 2 exports 82 dependencies

Last updated 19 days agofrom:aaff157f79. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 30 2024
R-4.5-winOKOct 30 2024
R-4.5-linuxOKOct 30 2024
R-4.4-winOKOct 31 2024
R-4.4-macOKOct 31 2024
R-4.3-winOKOct 30 2024
R-4.3-macOKOct 31 2024

Exports:IFAAMZILN

Dependencies:abindaskpassBiobaseBiocGenericsbootcellrangerclassclicodetoolscpp11crayoncurldata.tableDelayedArrayDescToolsdigestdoParalleldoRNGe1071ExactexpmfansifloatforeachGenomeInfoDbGenomeInfoDbDataGenomicRangesgldglmnetglueHDCIhmshttrIRangesiteratorsjsonlitelatticelifecyclelmommagrittrMASSmathjaxrMatrixMatrixExtraMatrixGenericsmatrixStatsmimemvtnormopensslparallellypillarpkgconfigprettyunitsprogressproxyR6RcppRcppEigenreadxlrematchRhpcBLASctlrlangrngtoolsrootSolverstudioapiS4ArraysS4VectorsshapeslamSparseArraystringistringrSummarizedExperimentsurvivalsystibbleUCSC.utilsutf8vctrswithrXVectorzlibbioc

IFAA

Rendered fromIFAA.Rmdusingknitr::rmarkdownon Oct 30 2024.

Last update: 2022-11-01
Started: 2022-04-26