Detection of long repeat expansions from PCR-free whole-genome sequence data

被引:248
作者
Dolzhenko, Egor [1 ]
van Vugt, Joke J. F. A. [2 ]
Shaw, Richard J. [3 ,4 ]
Bekritsky, Mitchell A. [3 ]
van Blitterswijk, Marka [5 ]
Narzisi, Giuseppe [6 ]
Ajay, Subramanian S. [1 ]
Rajan, Vani [1 ]
Lajoie, Bryan R. [1 ]
Johnson, Nathan H. [1 ]
Kingsbury, Zoya [3 ]
Humphray, Sean J. [3 ]
Schellevis, Raymond D. [2 ]
Brands, William J. [2 ]
Baker, Matt [5 ]
Rademakers, Rosa [5 ]
Kooyman, Maarten [7 ]
Tazelaar, Gijs H. P. [2 ]
van Es, Michael A. [2 ]
McLaughlin, Russell [8 ,9 ]
Sproviero, William [10 ]
Shatunov, Aleksey [10 ]
Jones, Ashley [10 ]
Al Khleifat, Ahmad [10 ]
Pittman, Alan [11 ]
Morgan, Sarah [11 ]
Hardiman, Orla [8 ,9 ]
Al-Chalabi, Ammar [10 ]
Shaw, Chris [10 ]
Smith, Bradley [10 ]
Neo, Edmund J. [10 ]
Morrison, Karen [12 ]
Shaw, Pamela J. [13 ]
Reeves, Catherine [6 ]
Winterkorn, Lara [6 ]
Wexler, Nancy S. [14 ,15 ]
Housman, David E. [17 ]
Ng, Christopher W. [17 ]
Li, Alina L. [17 ]
Taft, Ryan J. [1 ]
van den Berg, Leonard H. [2 ]
Bentley, David R. [3 ]
Veldink, Jan H. [2 ]
Eberle, Michael A. [1 ]
机构
[1] Illumina Inc, San Diego, CA 92122 USA
[2] Univ Utrecht, Univ Med Ctr Utrecht, Brain Ctr Rudolf Magnus, Dept Neurol, NL-3584 CX Utrecht, Netherlands
[3] Illumina Ltd, Chesterford Res Pk, Saffron Walden CB10 1XL, Essex, England
[4] Reposit Ltd, Future Business Ctr, Cambridge CB4 2HY, England
[5] Mayo Clin, Dept Neurosci, Jacksonville, FL 32224 USA
[6] New York Genome Ctr, New York, NY 10013 USA
[7] SURFsara, NL-1098 XG Amsterdam, Netherlands
[8] Trinity Coll Dublin, Trinity Biomed Sci, Acad Unit Neurol, Dublin 2, Ireland
[9] Beaumont Hosp, Dept Neurol, Dublin 9, Ireland
[10] Kings Coll London, Maurice Wohl Clin Neurosci Inst, Dept Basic & Clin Neurosci, London SE5 9RX, England
[11] UCL Inst Neurol, Dept Mol Neurosci, London WC1N 3BG, England
[12] Univ Southampton, Southampton SO17 1BJ, Hants, England
[13] Univ Sheffield, Sheffield Inst Translat Neurosci, Sheffield S10 2HQ, S Yorkshire, England
[14] Columbia Univ, New York, NY 10032 USA
[15] Hereditary Dis Fdn, New York, NY 10032 USA
[16] US Venezuela Collaborat Res Grp, New York, NY USA
[17] MIT, Dept Biol, Cambridge, MA 02139 USA
基金
英国惠康基金; 英国医学研究理事会;
关键词
HEXANUCLEOTIDE REPEAT; VARIATION DISCOVERY; PRECISION MEDICINE; C9ORF72; VARIANTS; DNA; MECHANISMS; PROMOTER; DISEASE; ONSET;
D O I
10.1101/gr.225672.117
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
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.
引用
收藏
页码:1895 / 1903
页数:9
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