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A note on p-value multiple-testing adjustment for two-step genome-wide gene-environment interactions scans

Two-step testing is the state-of-the art approach for performing genome-wide interaction scans (GWIS). It is computationally efficient and yields higher power than standard single-step-based GWIS for virtually all biologically plausible scenarios. However, while two-step tests control the genome-wid...

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Detalles Bibliográficos
Autores principales: Lewinger, Juan Pablo, Kawaguchi, Eric S., Gauderman, W. James
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10327251/
https://www.ncbi.nlm.nih.gov/pubmed/37425767
http://dx.doi.org/10.1101/2023.06.27.23291946
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author Lewinger, Juan Pablo
Kawaguchi, Eric S.
Gauderman, W. James
author_facet Lewinger, Juan Pablo
Kawaguchi, Eric S.
Gauderman, W. James
author_sort Lewinger, Juan Pablo
collection PubMed
description Two-step testing is the state-of-the art approach for performing genome-wide interaction scans (GWIS). It is computationally efficient and yields higher power than standard single-step-based GWIS for virtually all biologically plausible scenarios. However, while two-step tests control the genome-wide type I error rate at the desired level, the lack of associated valid p-values can make it difficult for users to compare with single step-results. We show how multiple-testing adjusted p-values can be defined for two-step test based on standard multiple-testing theory, and how they can be in turn scaled to make valid comparisons with single-step tests possible.
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spelling pubmed-103272512023-07-08 A note on p-value multiple-testing adjustment for two-step genome-wide gene-environment interactions scans Lewinger, Juan Pablo Kawaguchi, Eric S. Gauderman, W. James medRxiv Article Two-step testing is the state-of-the art approach for performing genome-wide interaction scans (GWIS). It is computationally efficient and yields higher power than standard single-step-based GWIS for virtually all biologically plausible scenarios. However, while two-step tests control the genome-wide type I error rate at the desired level, the lack of associated valid p-values can make it difficult for users to compare with single step-results. We show how multiple-testing adjusted p-values can be defined for two-step test based on standard multiple-testing theory, and how they can be in turn scaled to make valid comparisons with single-step tests possible. Cold Spring Harbor Laboratory 2023-06-28 /pmc/articles/PMC10327251/ /pubmed/37425767 http://dx.doi.org/10.1101/2023.06.27.23291946 Text en https://creativecommons.org/licenses/by-nd/4.0/This work is licensed under a Creative Commons Attribution-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, and only so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
Lewinger, Juan Pablo
Kawaguchi, Eric S.
Gauderman, W. James
A note on p-value multiple-testing adjustment for two-step genome-wide gene-environment interactions scans
title A note on p-value multiple-testing adjustment for two-step genome-wide gene-environment interactions scans
title_full A note on p-value multiple-testing adjustment for two-step genome-wide gene-environment interactions scans
title_fullStr A note on p-value multiple-testing adjustment for two-step genome-wide gene-environment interactions scans
title_full_unstemmed A note on p-value multiple-testing adjustment for two-step genome-wide gene-environment interactions scans
title_short A note on p-value multiple-testing adjustment for two-step genome-wide gene-environment interactions scans
title_sort note on p-value multiple-testing adjustment for two-step genome-wide gene-environment interactions scans
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10327251/
https://www.ncbi.nlm.nih.gov/pubmed/37425767
http://dx.doi.org/10.1101/2023.06.27.23291946
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