4.7 Article

A web application for sample size and power calculation in case-control microbiome studies

Journal

BIOINFORMATICS
Volume 32, Issue 13, Pages 2038-2040

Publisher

OXFORD UNIV PRESS
DOI: 10.1093/bioinformatics/btw099

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Funding

  1. Belgian government (Belgian Science Policy) [P07/06]
  2. Ghent University (Multidisciplinary Research Partnership Bioinformatics: from nucleotides to networks)

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A Summary: When designing a case-control study to investigate differences in microbial composition, it is fundamental to assess the sample sizes needed to detect an hypothesized difference with sufficient statistical power. Our application includes power calculation for (i) a recoded version of the two-sample generalized Wald test of the 'HMP' R-package for comparing community composition, and (ii) the Wilcoxon-Mann-Whitney test for comparing operational taxonomic unit-specific abundances between two samples (optional). The simulation-based power calculations make use of the Dirichlet-Multinomial model to describe and generate abundances. The web interface allows for easy specification of sample and effect sizes. As an illustration of our application, we compared the statistical power of the two tests, with and without stratification of samples. We observed that statistical power increases considerably when stratification is employed, meaning that less samples are needed to detect the same effect size with the same power.

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