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Detection of long repeat expansions from PCR-free whole-genome sequence data
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 me...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory Press
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5668946/ https://www.ncbi.nlm.nih.gov/pubmed/28887402 http://dx.doi.org/10.1101/gr.225672.117 |
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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. |
author_facet | 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. |
author_sort | Dolzhenko, Egor |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-5668946 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Cold Spring Harbor Laboratory Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-56689462017-11-13 Detection of long repeat expansions from PCR-free whole-genome sequence data 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. Genome Res Method 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. Cold Spring Harbor Laboratory Press 2017-11 /pmc/articles/PMC5668946/ /pubmed/28887402 http://dx.doi.org/10.1101/gr.225672.117 Text en © 2017 Dolzhenko et al.; Published by Cold Spring Harbor Laboratory Press http://creativecommons.org/licenses/by/4.0/ This article, published in Genome Research, is available under a Creative Commons License (Attribution 4.0 International), as described at http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Method 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. Detection of long repeat expansions from PCR-free whole-genome sequence data |
title | Detection of long repeat expansions from PCR-free whole-genome sequence data |
title_full | Detection of long repeat expansions from PCR-free whole-genome sequence data |
title_fullStr | Detection of long repeat expansions from PCR-free whole-genome sequence data |
title_full_unstemmed | Detection of long repeat expansions from PCR-free whole-genome sequence data |
title_short | Detection of long repeat expansions from PCR-free whole-genome sequence data |
title_sort | detection of long repeat expansions from pcr-free whole-genome sequence data |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5668946/ https://www.ncbi.nlm.nih.gov/pubmed/28887402 http://dx.doi.org/10.1101/gr.225672.117 |
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