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Shiny-SoSV: A web-based performance calculator for somatic structural variant detection

Somatic structural variants are an important contributor to cancer development and evolution. Accurate detection of these complex variants from whole genome sequencing data is influenced by a multitude of parameters. However, there are currently no tools for guiding study design nor are there applic...

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Detalles Bibliográficos
Autores principales: Gong, Tingting, Hayes, Vanessa M., Chan, Eva K. F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7451576/
https://www.ncbi.nlm.nih.gov/pubmed/32853264
http://dx.doi.org/10.1371/journal.pone.0238108
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author Gong, Tingting
Hayes, Vanessa M.
Chan, Eva K. F.
author_facet Gong, Tingting
Hayes, Vanessa M.
Chan, Eva K. F.
author_sort Gong, Tingting
collection PubMed
description Somatic structural variants are an important contributor to cancer development and evolution. Accurate detection of these complex variants from whole genome sequencing data is influenced by a multitude of parameters. However, there are currently no tools for guiding study design nor are there applications that could predict the performance of somatic structural variant detection. To address this gap, we developed Shiny-SoSV, a user-friendly web-based calculator for determining the impact of common variables on the sensitivity, precision and F1 score of somatic structural variant detection, including choice of variant detection tool, sequencing depth of coverage, variant allele fraction, and variant breakpoint resolution. Using simulation studies, we determined singular and combinatoric effects of these variables, modelled the results using a generalised additive model, allowing structural variant detection performance to be predicted for any combination of predictors. Shiny-SoSV provides an interactive and visual platform for users to easily compare individual and combined impact of different parameters. It predicts the performance of a proposed study design, on somatic structural variant detection, prior to the commencement of benchwork. Shiny-SoSV is freely available at https://hcpcg.shinyapps.io/Shiny-SoSV with accompanying user’s guide and example use-cases.
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spelling pubmed-74515762020-09-02 Shiny-SoSV: A web-based performance calculator for somatic structural variant detection Gong, Tingting Hayes, Vanessa M. Chan, Eva K. F. PLoS One Research Article Somatic structural variants are an important contributor to cancer development and evolution. Accurate detection of these complex variants from whole genome sequencing data is influenced by a multitude of parameters. However, there are currently no tools for guiding study design nor are there applications that could predict the performance of somatic structural variant detection. To address this gap, we developed Shiny-SoSV, a user-friendly web-based calculator for determining the impact of common variables on the sensitivity, precision and F1 score of somatic structural variant detection, including choice of variant detection tool, sequencing depth of coverage, variant allele fraction, and variant breakpoint resolution. Using simulation studies, we determined singular and combinatoric effects of these variables, modelled the results using a generalised additive model, allowing structural variant detection performance to be predicted for any combination of predictors. Shiny-SoSV provides an interactive and visual platform for users to easily compare individual and combined impact of different parameters. It predicts the performance of a proposed study design, on somatic structural variant detection, prior to the commencement of benchwork. Shiny-SoSV is freely available at https://hcpcg.shinyapps.io/Shiny-SoSV with accompanying user’s guide and example use-cases. Public Library of Science 2020-08-27 /pmc/articles/PMC7451576/ /pubmed/32853264 http://dx.doi.org/10.1371/journal.pone.0238108 Text en © 2020 Gong et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Gong, Tingting
Hayes, Vanessa M.
Chan, Eva K. F.
Shiny-SoSV: A web-based performance calculator for somatic structural variant detection
title Shiny-SoSV: A web-based performance calculator for somatic structural variant detection
title_full Shiny-SoSV: A web-based performance calculator for somatic structural variant detection
title_fullStr Shiny-SoSV: A web-based performance calculator for somatic structural variant detection
title_full_unstemmed Shiny-SoSV: A web-based performance calculator for somatic structural variant detection
title_short Shiny-SoSV: A web-based performance calculator for somatic structural variant detection
title_sort shiny-sosv: a web-based performance calculator for somatic structural variant detection
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7451576/
https://www.ncbi.nlm.nih.gov/pubmed/32853264
http://dx.doi.org/10.1371/journal.pone.0238108
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