Dataset Information

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

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.

SUBMITTER: Dolzhenko E

PROVIDER: S-EPMC5668946 | biostudies-literature | 2017 Nov

REPOSITORIES: biostudies-literature

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

Dolzhenko Egor E van Vugt Joke J F A JJFA Shaw Richard J RJ Bekritsky Mitchell A MA van Blitterswijk Marka M Narzisi Giuseppe G Ajay Subramanian S SS Rajan Vani V Lajoie Bryan R BR Johnson Nathan H NH Kingsbury Zoya Z Humphray Sean J SJ Schellevis Raymond D RD Brands William J WJ Baker Matt M Rademakers Rosa R Kooyman Maarten M Tazelaar Gijs H P GHP van Es Michael A MA McLaughlin Russell R Sproviero William W Shatunov Aleksey A Jones Ashley A Al Khleifat Ahmad A Pittman Alan A Morgan Sarah S Hardiman Orla O Al-Chalabi Ammar A Shaw Chris C Smith Bradley B Neo Edmund J EJ Morrison Karen K Shaw Pamela J PJ Reeves Catherine C Winterkorn Lara L Wexler Nancy S NS Housman David E DE Ng Christopher W CW Li Alina L AL Taft Ryan J RJ van den Berg Leonard H LH Bentley David R DR Veldink Jan H JH Eberle Michael A MA

Genome research 20170908 11

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 ...[more]

PMID: 28887402

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Project description:Shiga toxin-producing Escherichia coli (STEC) have been linked to food-borne disease outbreaks. As PCR is routinely used to screen foods for STEC, it is important that factors leading to inconsistent detection of STEC by PCR are understood. This study used whole genome sequencing (WGS) to investigate causes of inconsistent PCR detection of stx1, stx2, and serogroup-specific genes. Fifty strains isolated from Alberta feedlot cattle from three different studies were selected with inconsistent or consistent detection of stx and serogroup by PCR. All isolates were initially classified as STEC by PCR. Sequencing was performed using Illumina MiSeq® with sample library by Nextera XT. Virtual PCRs were performed using Geneious and bacteriophage content was determined using PHASTER. Sequencing coverage ranged from 47 to 102x, averaging 74x, with sequences deposited in the NCBI database. Eleven strains were confirmed by WGS as STEC having complete stxA and stxB subunits. However, truncated stx fragments occurred in twenty-two other isolates, some having multiple stx fragments in the genome. Isolates with complete stx by WGS had consistent stx1 and stx2 detection by PCR, although one also having a stx2 fragment had inconsistent stx2 PCR. For all STEC and 18/39 non-STEC, serogroups determined by PCR agreed with those determined by WGS. An additional three WGS serotypes were inconclusive and two isolates were Citrobacter spp. Results demonstrate that stx fragments associated with stx-carrying bacteriophages in the E. coli genome may contribute to inconsistent detection of stx1 and stx2 by PCR. Fourteen isolates had integrated stx bacteriophage but lacked complete or fragmentary stx possibly due to partial bacteriophage excision after sub-cultivation or other unclear mechanisms. The majority of STEC isolates (7/11) did not have identifiable bacteriophage DNA in the contig(s) where stx was located, likely increasing the stability of stx in the bacterial genome and its detection by PCR.

Dataset Information

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

Publications

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

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