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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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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. |
format | Online Article Text |
id | pubmed-10081238 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
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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