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

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...

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Autores principales: van den Oord, Edwin JCG, Guintivano, Jerry D, Aberg, Karolina A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10081238/
https://www.ncbi.nlm.nih.gov/pubmed/37034675
http://dx.doi.org/10.1101/2023.03.29.534761
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author van den Oord, Edwin JCG
Guintivano, Jerry D
Aberg, Karolina A.
author_facet van den Oord, Edwin JCG
Guintivano, Jerry D
Aberg, Karolina A.
author_sort van den Oord, Edwin JCG
collection PubMed
description 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.
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spelling pubmed-100812382023-04-08 A method to improve the reproducibility of findings from epigenome- and transcriptome-wide association studies van den Oord, Edwin JCG Guintivano, Jerry D Aberg, Karolina A. bioRxiv Article 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. Cold Spring Harbor Laboratory 2023-03-31 /pmc/articles/PMC10081238/ /pubmed/37034675 http://dx.doi.org/10.1101/2023.03.29.534761 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
van den Oord, Edwin JCG
Guintivano, Jerry D
Aberg, Karolina A.
A method to improve the reproducibility of findings from epigenome- and transcriptome-wide association studies
title A method to improve the reproducibility of findings from epigenome- and transcriptome-wide association studies
title_full A method to improve the reproducibility of findings from epigenome- and transcriptome-wide association studies
title_fullStr A method to improve the reproducibility of findings from epigenome- and transcriptome-wide association studies
title_full_unstemmed A method to improve the reproducibility of findings from epigenome- and transcriptome-wide association studies
title_short A method to improve the reproducibility of findings from epigenome- and transcriptome-wide association studies
title_sort method to improve the reproducibility of findings from epigenome- and transcriptome-wide association studies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10081238/
https://www.ncbi.nlm.nih.gov/pubmed/37034675
http://dx.doi.org/10.1101/2023.03.29.534761
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