Phylogeny-informed random forests for human microbiome studies

PIRF is an extension of the Random Forest algorithm that incorporates phylogenetic tree information to improve predictive accuracy in human microbiome studies. PIRF can serve as a useful tool for microbiome-based disease diagnostics and personalized medicine. The software and tutorials are freely available as an R package, named PIRF, at https://github.com/hk1785/PIRF.

Publication Details

Journal
Microbiology Spectrum
Published
2026-03-24
DOI
https://doi.org/10.1128/spectrum.03451-25
Primary Topic
Gut microbiota and health
Type
article
Field-Weighted Citation Impact
0.00
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article

Phylogeny-informed random forests for human microbiome studies

Microbiology Spectrum
Gut microbiota and health
article

Phylogeny-informed random forests for human microbiome studies

article en

Abstract

PIRF is an extension of the Random Forest algorithm that incorporates phylogenetic tree information to improve predictive accuracy in human microbiome studies. PIRF can serve as a useful tool for microbiome-based disease diagnostics and personalized medicine. The software and tutorials are freely available as an R package, named PIRF, at https://github.com/hk1785/PIRF.

Microbiology Spectrum
Openalex Percentile: Top 11%
Gut microbiota and health
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