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CoverageMaster: comprehensive CNV detection and visualization from NGS short reads for genetic medicine applications

CoverageMaster (CoM) is a copy number variation (CNV) calling algorithm based on depth-of-coverage maps designed to detect CNVs of any size in exome [whole exome sequencing (WES)] and genome [whole genome sequencing (WGS)] data. The core of the algorithm is the compression of sequencing coverage dat...

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Autores principales: Rapti, Melivoia, Zouaghi, Yassine, Meylan, Jenny, Ranza, Emmanuelle, Antonarakis, Stylianos E, Santoni, Federico A
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8921749/
https://www.ncbi.nlm.nih.gov/pubmed/35224620
http://dx.doi.org/10.1093/bib/bbac049
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author Rapti, Melivoia
Zouaghi, Yassine
Meylan, Jenny
Ranza, Emmanuelle
Antonarakis, Stylianos E
Santoni, Federico A
author_facet Rapti, Melivoia
Zouaghi, Yassine
Meylan, Jenny
Ranza, Emmanuelle
Antonarakis, Stylianos E
Santoni, Federico A
author_sort Rapti, Melivoia
collection PubMed
description CoverageMaster (CoM) is a copy number variation (CNV) calling algorithm based on depth-of-coverage maps designed to detect CNVs of any size in exome [whole exome sequencing (WES)] and genome [whole genome sequencing (WGS)] data. The core of the algorithm is the compression of sequencing coverage data in a multiscale Wavelet space and the analysis through an iterative Hidden Markov Model. CoM processes WES and WGS data at nucleotide scale resolution and accurately detects and visualizes full size range CNVs, including single or partial exon deletions and duplications. The results obtained with this approach support the possibility for coverage-based CNV callers to replace probe-based methods such as array comparative genomic hybridization and multiplex ligation-dependent probe amplification in the near future.
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spelling pubmed-89217492022-03-15 CoverageMaster: comprehensive CNV detection and visualization from NGS short reads for genetic medicine applications Rapti, Melivoia Zouaghi, Yassine Meylan, Jenny Ranza, Emmanuelle Antonarakis, Stylianos E Santoni, Federico A Brief Bioinform Problem Solving Protocol CoverageMaster (CoM) is a copy number variation (CNV) calling algorithm based on depth-of-coverage maps designed to detect CNVs of any size in exome [whole exome sequencing (WES)] and genome [whole genome sequencing (WGS)] data. The core of the algorithm is the compression of sequencing coverage data in a multiscale Wavelet space and the analysis through an iterative Hidden Markov Model. CoM processes WES and WGS data at nucleotide scale resolution and accurately detects and visualizes full size range CNVs, including single or partial exon deletions and duplications. The results obtained with this approach support the possibility for coverage-based CNV callers to replace probe-based methods such as array comparative genomic hybridization and multiplex ligation-dependent probe amplification in the near future. Oxford University Press 2022-02-26 /pmc/articles/PMC8921749/ /pubmed/35224620 http://dx.doi.org/10.1093/bib/bbac049 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Problem Solving Protocol
Rapti, Melivoia
Zouaghi, Yassine
Meylan, Jenny
Ranza, Emmanuelle
Antonarakis, Stylianos E
Santoni, Federico A
CoverageMaster: comprehensive CNV detection and visualization from NGS short reads for genetic medicine applications
title CoverageMaster: comprehensive CNV detection and visualization from NGS short reads for genetic medicine applications
title_full CoverageMaster: comprehensive CNV detection and visualization from NGS short reads for genetic medicine applications
title_fullStr CoverageMaster: comprehensive CNV detection and visualization from NGS short reads for genetic medicine applications
title_full_unstemmed CoverageMaster: comprehensive CNV detection and visualization from NGS short reads for genetic medicine applications
title_short CoverageMaster: comprehensive CNV detection and visualization from NGS short reads for genetic medicine applications
title_sort coveragemaster: comprehensive cnv detection and visualization from ngs short reads for genetic medicine applications
topic Problem Solving Protocol
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8921749/
https://www.ncbi.nlm.nih.gov/pubmed/35224620
http://dx.doi.org/10.1093/bib/bbac049
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