bioRxivBioinformaticsPreprint
brt: An R package for integrating biological relevance with p value in omics data
Abstract
Summaryp-value as an indicator of statistical significance is commonly used in biological data. However, considering p-value alone neglects the importance of effect size (i.e., the mean difference between groups) in determining the biological relevance of a "significant" difference. Here, we present a novel algorithm for computing a new statistic, the biological relevance testing (BRT) index, in the frequentist hypothesis testing framework to address this problem. We also show that the results from the BRT procedure provided a promising way to select biologically relevant features by applying it to microarray-type data. Availability and ImplementationFreely available on the web at https://CRAN.R-project.org/package=brt. Contactpengyu.bio@gmail.com
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Combining Dependent P-values with an Empirical Adaptation of Brown’s Method
William Poole, David L. Gibbs, … Theo Knijnenburg·BioinformaticsPeer-reviewed·Aug 29, 2016
- Significantly distinct branches of hierarchical trees: A framework for statistical analysis and applications to biological data
Guoli Sun, Alexander Krasnitz·BMC GenomicsPeer-reviewed·Jan 1, 2014
- Use of the p-value as a size-dependent function to address practical differences when analyzing large datasets
Estibaliz Gómez‐de‐Mariscal, Vanesa Guerrero, … Arrate Muñoz‐Barrutia·Scientific ReportsPeer-reviewed·Oct 22, 2021
- How prior and p-value heuristics are used when interpreting data
E. Hermer, A. A. Irwin, … R. Dakin·bioRxiv·Sep 3, 2023
- Target-Decoy MineR for determining the biological relevance of variables in noisy data sets
Cesaré Ovando‐Vázquez, Daniel Cázarez-García, Robert Winkler·BioinformaticsPeer-reviewed·May 11, 2021
- BQsupports: systematic assessment of the support and novelty of new biomedical associations
Adria Fernandez, Martina Locatelli, … Patrick Aloy·bioRxiv·Mar 9, 2023