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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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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. |
format | Online Article Text |
id | pubmed-8921749 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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