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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...
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/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. |
format | Online Article Text |
id | pubmed-10327251 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
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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