Cargando…

CAPICE: a computational method for Consequence-Agnostic Pathogenicity Interpretation of Clinical Exome variations

Exome sequencing is now mainstream in clinical practice. However, identification of pathogenic Mendelian variants remains time-consuming, in part, because the limited accuracy of current computational prediction methods requires manual classification by experts. Here we introduce CAPICE, a new machi...

Descripción completa

Detalles Bibliográficos
Autores principales: Li, Shuang, van der Velde, K. Joeri, de Ridder, Dick, van Dijk, Aalt D. J., Soudis, Dimitrios, Zwerwer, Leslie R., Deelen, Patrick, Hendriksen, Dennis, Charbon, Bart, van Gijn, Marielle E., Abbott, Kristin, Sikkema-Raddatz, Birgit, van Diemen, Cleo C., Kerstjens-Frederikse, Wilhelmina S., Sinke, Richard J., Swertz, Morris A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7446154/
https://www.ncbi.nlm.nih.gov/pubmed/32831124
http://dx.doi.org/10.1186/s13073-020-00775-w
_version_ 1783574112439894016
author Li, Shuang
van der Velde, K. Joeri
de Ridder, Dick
van Dijk, Aalt D. J.
Soudis, Dimitrios
Zwerwer, Leslie R.
Deelen, Patrick
Hendriksen, Dennis
Charbon, Bart
van Gijn, Marielle E.
Abbott, Kristin
Sikkema-Raddatz, Birgit
van Diemen, Cleo C.
Kerstjens-Frederikse, Wilhelmina S.
Sinke, Richard J.
Swertz, Morris A.
author_facet Li, Shuang
van der Velde, K. Joeri
de Ridder, Dick
van Dijk, Aalt D. J.
Soudis, Dimitrios
Zwerwer, Leslie R.
Deelen, Patrick
Hendriksen, Dennis
Charbon, Bart
van Gijn, Marielle E.
Abbott, Kristin
Sikkema-Raddatz, Birgit
van Diemen, Cleo C.
Kerstjens-Frederikse, Wilhelmina S.
Sinke, Richard J.
Swertz, Morris A.
author_sort Li, Shuang
collection PubMed
description Exome sequencing is now mainstream in clinical practice. However, identification of pathogenic Mendelian variants remains time-consuming, in part, because the limited accuracy of current computational prediction methods requires manual classification by experts. Here we introduce CAPICE, a new machine-learning-based method for prioritizing pathogenic variants, including SNVs and short InDels. CAPICE outperforms the best general (CADD, GAVIN) and consequence-type-specific (REVEL, ClinPred) computational prediction methods, for both rare and ultra-rare variants. CAPICE is easily added to diagnostic pipelines as pre-computed score file or command-line software, or using online MOLGENIS web service with API. Download CAPICE for free and open-source (LGPLv3) at https://github.com/molgenis/capice.
format Online
Article
Text
id pubmed-7446154
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-74461542020-08-26 CAPICE: a computational method for Consequence-Agnostic Pathogenicity Interpretation of Clinical Exome variations Li, Shuang van der Velde, K. Joeri de Ridder, Dick van Dijk, Aalt D. J. Soudis, Dimitrios Zwerwer, Leslie R. Deelen, Patrick Hendriksen, Dennis Charbon, Bart van Gijn, Marielle E. Abbott, Kristin Sikkema-Raddatz, Birgit van Diemen, Cleo C. Kerstjens-Frederikse, Wilhelmina S. Sinke, Richard J. Swertz, Morris A. Genome Med Method Exome sequencing is now mainstream in clinical practice. However, identification of pathogenic Mendelian variants remains time-consuming, in part, because the limited accuracy of current computational prediction methods requires manual classification by experts. Here we introduce CAPICE, a new machine-learning-based method for prioritizing pathogenic variants, including SNVs and short InDels. CAPICE outperforms the best general (CADD, GAVIN) and consequence-type-specific (REVEL, ClinPred) computational prediction methods, for both rare and ultra-rare variants. CAPICE is easily added to diagnostic pipelines as pre-computed score file or command-line software, or using online MOLGENIS web service with API. Download CAPICE for free and open-source (LGPLv3) at https://github.com/molgenis/capice. BioMed Central 2020-08-24 /pmc/articles/PMC7446154/ /pubmed/32831124 http://dx.doi.org/10.1186/s13073-020-00775-w Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Method
Li, Shuang
van der Velde, K. Joeri
de Ridder, Dick
van Dijk, Aalt D. J.
Soudis, Dimitrios
Zwerwer, Leslie R.
Deelen, Patrick
Hendriksen, Dennis
Charbon, Bart
van Gijn, Marielle E.
Abbott, Kristin
Sikkema-Raddatz, Birgit
van Diemen, Cleo C.
Kerstjens-Frederikse, Wilhelmina S.
Sinke, Richard J.
Swertz, Morris A.
CAPICE: a computational method for Consequence-Agnostic Pathogenicity Interpretation of Clinical Exome variations
title CAPICE: a computational method for Consequence-Agnostic Pathogenicity Interpretation of Clinical Exome variations
title_full CAPICE: a computational method for Consequence-Agnostic Pathogenicity Interpretation of Clinical Exome variations
title_fullStr CAPICE: a computational method for Consequence-Agnostic Pathogenicity Interpretation of Clinical Exome variations
title_full_unstemmed CAPICE: a computational method for Consequence-Agnostic Pathogenicity Interpretation of Clinical Exome variations
title_short CAPICE: a computational method for Consequence-Agnostic Pathogenicity Interpretation of Clinical Exome variations
title_sort capice: a computational method for consequence-agnostic pathogenicity interpretation of clinical exome variations
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7446154/
https://www.ncbi.nlm.nih.gov/pubmed/32831124
http://dx.doi.org/10.1186/s13073-020-00775-w
work_keys_str_mv AT lishuang capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT vanderveldekjoeri capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT deridderdick capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT vandijkaaltdj capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT soudisdimitrios capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT zwerwerleslier capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT deelenpatrick capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT hendriksendennis capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT charbonbart capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT vangijnmariellee capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT abbottkristin capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT sikkemaraddatzbirgit capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT vandiemencleoc capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT kerstjensfrederiksewilhelminas capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT sinkerichardj capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations
AT swertzmorrisa capiceacomputationalmethodforconsequenceagnosticpathogenicityinterpretationofclinicalexomevariations