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A method to improve the reproducibility of findings from epigenome- and transcriptome-wide association studies.

Authors :
van den Oord EJ
Guintivano JD
Aberg KA
Source :
BioRxiv : the preprint server for biology [bioRxiv] 2023 Mar 31. Date of Electronic Publication: 2023 Mar 31.
Publication Year :
2023

Abstract

Reproducibility is a cornerstone of scientific progress. In epigenome- and transcriptome-wide association studies (E/TWAS) failure to reproduce may be the result of false discoveries. Whereas multiple methods exist to control false discoveries due to sampling error, minimizing false discoveries due to outliers and other data artefacts remains challenging. We propose a robust E/TWAS approach that outperforms alternative methods to improve reproducibility such as split-half replication. Furthermore, robust E/TWAS results in only a minor loss of power if there are no outliers and can in the presence of outliers, likely a more realistic scenario, even be more powerful than regular E/TWAS.<br />Competing Interests: Competing interests The authors declare that they have no competing interests

Details

Language :
English
ISSN :
2692-8205
Database :
MEDLINE
Journal :
BioRxiv : the preprint server for biology
Publication Type :
Academic Journal
Accession number :
37034675
Full Text :
https://doi.org/10.1101/2023.03.29.534761