Author:
Dolzhenko Egor,van Vugt Joke J.F.A.,Shaw Richard J.,Bekritsky Mitchell A.,van Blitterswijk Marka,Narzisi Giuseppe,Ajay Subramanian S.,Rajan Vani,Lajoie Bryan R.,Johnson Nathan H.,Kingsbury Zoya,Humphray Sean J.,Schellevis Raymond D.,Brands William J.,Baker Matt,Rademakers Rosa,Kooyman Maarten,Tazelaar Gijs H.P.,van Es Michael A.,McLaughlin Russell,Sproviero William,Shatunov Aleksey,Jones Ashley,Al Khleifat Ahmad,Pittman Alan,Morgan Sarah,Hardiman Orla,Al-Chalabi Ammar,Shaw Chris,Smith Bradley,Neo Edmund J.,Morrison Karen,Shaw Pamela J.,Reeves Catherine,Winterkorn Lara,Wexler Nancy S.,Housman David E.,Ng Christopher W.,Li Alina L.,Taft Ryan J.,van den Berg Leonard H.,Bentley David R.,Veldink Jan H.,Eberle Michael A.,
Abstract
Identifying large expansions of short tandem repeats (STRs), such as those that cause amyotrophic lateral sclerosis (ALS) and fragile X syndrome, is challenging for short-read whole-genome sequencing (WGS) data. A solution to this problem is an important step toward integrating WGS into precision medicine. We developed a software tool called ExpansionHunter that, using PCR-free WGS short-read data, can genotype repeats at the locus of interest, even if the expanded repeat is larger than the read length. We applied our algorithm to WGS data from 3001 ALS patients who have been tested for the presence of the C9orf72 repeat expansion with repeat-primed PCR (RP-PCR). Compared against this truth data, ExpansionHunter correctly classified all (212/212, 95% CI [0.98, 1.00]) of the expanded samples as either expansions (208) or potential expansions (4). Additionally, 99.9% (2786/2789, 95% CI [0.997, 1.00]) of the wild-type samples were correctly classified as wild type by this method with the remaining three samples identified as possible expansions. We further applied our algorithm to a set of 152 samples in which every sample had one of eight different pathogenic repeat expansions, including those associated with fragile X syndrome, Friedreich's ataxia, and Huntington's disease, and correctly flagged all but one of the known repeat expansions. Thus, ExpansionHunter can be used to accurately detect known pathogenic repeat expansions and provides researchers with a tool that can be used to identify new pathogenic repeat expansions.
Funder
SURF Cooperative
NIH/NINDS
Thierry Latran Foundation
Netherlands Organization for Health Research and Development
ALS Foundation Netherlands
MND Association (UK)
W.M. Keck Foundation
“Finding Genetic Modifiers As Avenues to Developing New Therapeutics”
European Community's Health Seventh Framework Programme
Horizon 2020 Programme
ZonMW
ERA Net for Research on Rare Diseases
UK, Medical Research Council
Ireland, Health Research Board
Netherlands, ZonMw
National Institute for Health Research (NIHR) Dementia Biomedical Research Unit at South London and Maudsley NHS Foundation Trust and King's College London
UK National DNA Bank for MND Research
MND Association and the Wellcome Trust
Medical Research Council at the Centre for Integrated Genomic Medical Research, University of Manchester
Publisher
Cold Spring Harbor Laboratory
Subject
Genetics(clinical),Genetics