Efficient and accurate frailty model approach for genome-wide survival association analysis in large-scale biobanks

The proliferation of large biobanks necessitates statistical methods designed for genetic analysis on biobank data. Here, the authors have developed a frailty model-based method for GWAS analysis of time-to-event phenotypes in large biobanks that accounts for relatedness in samples and censoring of...

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Main Authors: Rounak Dey, Wei Zhou, Tuomo Kiiskinen, Aki Havulinna, Amanda Elliott, Juha Karjalainen, Mitja Kurki, Ashley Qin, FinnGen, Seunggeun Lee, Aarno Palotie, Benjamin Neale, Mark Daly, Xihong Lin
Format: Article
Language:English
Published: Nature Portfolio 2022-09-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-022-32885-x
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author Rounak Dey
Wei Zhou
Tuomo Kiiskinen
Aki Havulinna
Amanda Elliott
Juha Karjalainen
Mitja Kurki
Ashley Qin
FinnGen
Seunggeun Lee
Aarno Palotie
Benjamin Neale
Mark Daly
Xihong Lin
author_facet Rounak Dey
Wei Zhou
Tuomo Kiiskinen
Aki Havulinna
Amanda Elliott
Juha Karjalainen
Mitja Kurki
Ashley Qin
FinnGen
Seunggeun Lee
Aarno Palotie
Benjamin Neale
Mark Daly
Xihong Lin
author_sort Rounak Dey
collection DOAJ
description The proliferation of large biobanks necessitates statistical methods designed for genetic analysis on biobank data. Here, the authors have developed a frailty model-based method for GWAS analysis of time-to-event phenotypes in large biobanks that accounts for relatedness in samples and censoring of phenotypes.
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spelling doaj.art-d5c668ffbd4f4616b207a2e2f83a3fc02022-12-22T04:03:03ZengNature PortfolioNature Communications2041-17232022-09-0113111310.1038/s41467-022-32885-xEfficient and accurate frailty model approach for genome-wide survival association analysis in large-scale biobanksRounak Dey0Wei Zhou1Tuomo Kiiskinen2Aki Havulinna3Amanda Elliott4Juha Karjalainen5Mitja Kurki6Ashley Qin7FinnGenSeunggeun Lee8Aarno Palotie9Benjamin Neale10Mark Daly11Xihong Lin12Department of Biostatistics, Harvard T.H. Chan School of Public HealthAnalytic and Translational Genetics Unit, Massachusetts General HospitalInstitute for Molecular Medicine Finland, Helsinki Institute of Life Sciences, University of HelsinkiInstitute for Molecular Medicine Finland, Helsinki Institute of Life Sciences, University of HelsinkiDepartment of Biostatistics, Harvard T.H. Chan School of Public HealthAnalytic and Translational Genetics Unit, Massachusetts General HospitalAnalytic and Translational Genetics Unit, Massachusetts General HospitalDepartment of Biostatistics, Harvard T.H. Chan School of Public HealthGraduate School of Data Science, Seoul National UniversityAnalytic and Translational Genetics Unit, Massachusetts General HospitalAnalytic and Translational Genetics Unit, Massachusetts General HospitalAnalytic and Translational Genetics Unit, Massachusetts General HospitalDepartment of Biostatistics, Harvard T.H. Chan School of Public HealthThe proliferation of large biobanks necessitates statistical methods designed for genetic analysis on biobank data. Here, the authors have developed a frailty model-based method for GWAS analysis of time-to-event phenotypes in large biobanks that accounts for relatedness in samples and censoring of phenotypes.https://doi.org/10.1038/s41467-022-32885-x
spellingShingle Rounak Dey
Wei Zhou
Tuomo Kiiskinen
Aki Havulinna
Amanda Elliott
Juha Karjalainen
Mitja Kurki
Ashley Qin
FinnGen
Seunggeun Lee
Aarno Palotie
Benjamin Neale
Mark Daly
Xihong Lin
Efficient and accurate frailty model approach for genome-wide survival association analysis in large-scale biobanks
Nature Communications
title Efficient and accurate frailty model approach for genome-wide survival association analysis in large-scale biobanks
title_full Efficient and accurate frailty model approach for genome-wide survival association analysis in large-scale biobanks
title_fullStr Efficient and accurate frailty model approach for genome-wide survival association analysis in large-scale biobanks
title_full_unstemmed Efficient and accurate frailty model approach for genome-wide survival association analysis in large-scale biobanks
title_short Efficient and accurate frailty model approach for genome-wide survival association analysis in large-scale biobanks
title_sort efficient and accurate frailty model approach for genome wide survival association analysis in large scale biobanks
url https://doi.org/10.1038/s41467-022-32885-x
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