Cargando…

Adjustment for index event bias in genome-wide association studies of subsequent events

Following numerous genome-wide association studies of disease susceptibility, there is increasing interest in genetic associations with prognosis, survival or other subsequent events. Such associations are vulnerable to index event bias, by which selection of subjects according to disease status cre...

Descripción completa

Detalles Bibliográficos
Autores principales: Dudbridge, Frank, Allen, Richard J., Sheehan, Nuala A., Schmidt, A. Floriaan, Lee, James C., Jenkins, R. Gisli, Wain, Louise V., Hingorani, Aroon D., Patel, Riyaz S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6450903/
https://www.ncbi.nlm.nih.gov/pubmed/30952951
http://dx.doi.org/10.1038/s41467-019-09381-w
_version_ 1783409091339616256
author Dudbridge, Frank
Allen, Richard J.
Sheehan, Nuala A.
Schmidt, A. Floriaan
Lee, James C.
Jenkins, R. Gisli
Wain, Louise V.
Hingorani, Aroon D.
Patel, Riyaz S.
author_facet Dudbridge, Frank
Allen, Richard J.
Sheehan, Nuala A.
Schmidt, A. Floriaan
Lee, James C.
Jenkins, R. Gisli
Wain, Louise V.
Hingorani, Aroon D.
Patel, Riyaz S.
author_sort Dudbridge, Frank
collection PubMed
description Following numerous genome-wide association studies of disease susceptibility, there is increasing interest in genetic associations with prognosis, survival or other subsequent events. Such associations are vulnerable to index event bias, by which selection of subjects according to disease status creates biased associations if common causes of incidence and prognosis are not accounted for. We propose an adjustment for index event bias using the residuals from the regression of genetic effects on prognosis on genetic effects on incidence. Our approach eliminates this bias when direct genetic effects on incidence and prognosis are independent, and otherwise reduces bias in realistic situations. In a study of idiopathic pulmonary fibrosis, we reverse a paradoxical association of the strong susceptibility gene MUC5B with increased survival, suggesting instead a significant association with decreased survival. In re-analysis of a study of Crohn’s disease prognosis, four regions remain associated at genome-wide significance but with increased standard errors.
format Online
Article
Text
id pubmed-6450903
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-64509032019-04-08 Adjustment for index event bias in genome-wide association studies of subsequent events Dudbridge, Frank Allen, Richard J. Sheehan, Nuala A. Schmidt, A. Floriaan Lee, James C. Jenkins, R. Gisli Wain, Louise V. Hingorani, Aroon D. Patel, Riyaz S. Nat Commun Article Following numerous genome-wide association studies of disease susceptibility, there is increasing interest in genetic associations with prognosis, survival or other subsequent events. Such associations are vulnerable to index event bias, by which selection of subjects according to disease status creates biased associations if common causes of incidence and prognosis are not accounted for. We propose an adjustment for index event bias using the residuals from the regression of genetic effects on prognosis on genetic effects on incidence. Our approach eliminates this bias when direct genetic effects on incidence and prognosis are independent, and otherwise reduces bias in realistic situations. In a study of idiopathic pulmonary fibrosis, we reverse a paradoxical association of the strong susceptibility gene MUC5B with increased survival, suggesting instead a significant association with decreased survival. In re-analysis of a study of Crohn’s disease prognosis, four regions remain associated at genome-wide significance but with increased standard errors. Nature Publishing Group UK 2019-04-05 /pmc/articles/PMC6450903/ /pubmed/30952951 http://dx.doi.org/10.1038/s41467-019-09381-w Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Dudbridge, Frank
Allen, Richard J.
Sheehan, Nuala A.
Schmidt, A. Floriaan
Lee, James C.
Jenkins, R. Gisli
Wain, Louise V.
Hingorani, Aroon D.
Patel, Riyaz S.
Adjustment for index event bias in genome-wide association studies of subsequent events
title Adjustment for index event bias in genome-wide association studies of subsequent events
title_full Adjustment for index event bias in genome-wide association studies of subsequent events
title_fullStr Adjustment for index event bias in genome-wide association studies of subsequent events
title_full_unstemmed Adjustment for index event bias in genome-wide association studies of subsequent events
title_short Adjustment for index event bias in genome-wide association studies of subsequent events
title_sort adjustment for index event bias in genome-wide association studies of subsequent events
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6450903/
https://www.ncbi.nlm.nih.gov/pubmed/30952951
http://dx.doi.org/10.1038/s41467-019-09381-w
work_keys_str_mv AT dudbridgefrank adjustmentforindexeventbiasingenomewideassociationstudiesofsubsequentevents
AT allenrichardj adjustmentforindexeventbiasingenomewideassociationstudiesofsubsequentevents
AT sheehannualaa adjustmentforindexeventbiasingenomewideassociationstudiesofsubsequentevents
AT schmidtafloriaan adjustmentforindexeventbiasingenomewideassociationstudiesofsubsequentevents
AT leejamesc adjustmentforindexeventbiasingenomewideassociationstudiesofsubsequentevents
AT jenkinsrgisli adjustmentforindexeventbiasingenomewideassociationstudiesofsubsequentevents
AT wainlouisev adjustmentforindexeventbiasingenomewideassociationstudiesofsubsequentevents
AT hingoraniaroond adjustmentforindexeventbiasingenomewideassociationstudiesofsubsequentevents
AT patelriyazs adjustmentforindexeventbiasingenomewideassociationstudiesofsubsequentevents