posted on 2019-05-24, 14:54authored byF Dudbridge, RJ Allen, NA Sheehan, AF Schmidt, JC Lee, RG Jenkins, LV Wain, AD Hingorani, RS Patel
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.
Funding
Louise Wain holds a GSK/British Lung Foundation Chair in Respiratory Research. This article presents independent research funded partially by the UK National Institute for Health Research (NIHR). The views expressed are our own and not necessarily those of the NHS, the NIHR, or the UK Department of Health. Riyaz Patel is supported by a BHF Intermediate Clinical Research Fellowship (FS/14/76/30933).
History
Citation
Nature Communications, 2019, 10, 1561
Author affiliation
/Organisation/COLLEGE OF LIFE SCIENCES/School of Medicine/Department of Health Sciences
An open source R package implementing the methods proposed in this report is available from https://github.com/DudbridgeLab/indexevent. PLINK 1.9 is available from https://www.cog-genomics.org/plink2/. R 3.4.1 is available from https://cran.r-project.org/bin/windows/base/old/3.4.1/. The IPF data that support the findings of this study are available from the corresponding author upon reasonable request. The Crohn’s disease susceptibility data that support the findings of this study are available from https://www.ibdgenetics.org/downloads.html. The Crohn’s disease prognosis data that support the findings of this study are available from ftp://ftp.sanger.ac.uk/pub/project/humgen/summary_statistics/human/2016-10-12/CD_prognosis_GWA_results.csv.zip. All other data are available from the corresponding author upon reasonable request.