Summary: Distance-based tests of microbiome beta diversity are an integral part of many microbiome analyses. MiRKAT enables distance-based association testing with a wide variety of outcome types, including continuous, binary, censored time-to-event, multivariate, correlated and high-dimensional outcomes. Omnibus tests allow simultaneous consideration of multiple distance and dissimilarity measures, providing higher power across a range of simulation scenarios. Two measures of effect size, a modified R-squared coefficient and a kernel RV coefficient, are incorporated to allow comparison of effect sizes across multiple kernels.

Availability And Implementation: MiRKAT is available on CRAN as an R package.

Supplementary Information: Supplementary data are available at Bioinformatics online.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8495888PMC
http://dx.doi.org/10.1093/bioinformatics/btaa951DOI Listing

Publication Analysis

Top Keywords

tests microbiome
8
mirkat kernel
4
kernel machine
4
machine regression-based
4
regression-based global
4
global association
4
association tests
4
microbiome summary
4
summary distance-based
4
distance-based tests
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!