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CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications
Somatic copy number alterations (CNAs) are a hallmark of cancer, but their role in tumorigenesis and clinical relevance remain largely unclear. Here, we developed CNApp, a web-based tool that allows a comprehensive exploration of CNAs by using purity-corrected segmented data from multiple genomic pl...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7010409/ https://www.ncbi.nlm.nih.gov/pubmed/31939734 http://dx.doi.org/10.7554/eLife.50267 |
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author | Franch-Expósito, Sebastià Bassaganyas, Laia Vila-Casadesús, Maria Hernández-Illán, Eva Esteban-Fabró, Roger Díaz-Gay, Marcos Lozano, Juan José Castells, Antoni Llovet, Josep Maria Castellví-Bel, Sergi Camps, Jordi |
author_facet | Franch-Expósito, Sebastià Bassaganyas, Laia Vila-Casadesús, Maria Hernández-Illán, Eva Esteban-Fabró, Roger Díaz-Gay, Marcos Lozano, Juan José Castells, Antoni Llovet, Josep Maria Castellví-Bel, Sergi Camps, Jordi |
author_sort | Franch-Expósito, Sebastià |
collection | PubMed |
description | Somatic copy number alterations (CNAs) are a hallmark of cancer, but their role in tumorigenesis and clinical relevance remain largely unclear. Here, we developed CNApp, a web-based tool that allows a comprehensive exploration of CNAs by using purity-corrected segmented data from multiple genomic platforms. CNApp generates genome-wide profiles, computes CNA scores for broad, focal and global CNA burdens, and uses machine learning-based predictions to classify samples. We applied CNApp to the TCGA pan-cancer dataset of 10,635 genomes showing that CNAs classify cancer types according to their tissue-of-origin, and that each cancer type shows specific ranges of broad and focal CNA scores. Moreover, CNApp reproduces recurrent CNAs in hepatocellular carcinoma and predicts colon cancer molecular subtypes and microsatellite instability based on broad CNA scores and discrete genomic imbalances. In summary, CNApp facilitates CNA-driven research by providing a unique framework to identify relevant clinical implications. CNApp is hosted at https://tools.idibaps.org/CNApp/. |
format | Online Article Text |
id | pubmed-7010409 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-70104092020-02-12 CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications Franch-Expósito, Sebastià Bassaganyas, Laia Vila-Casadesús, Maria Hernández-Illán, Eva Esteban-Fabró, Roger Díaz-Gay, Marcos Lozano, Juan José Castells, Antoni Llovet, Josep Maria Castellví-Bel, Sergi Camps, Jordi eLife Computational and Systems Biology Somatic copy number alterations (CNAs) are a hallmark of cancer, but their role in tumorigenesis and clinical relevance remain largely unclear. Here, we developed CNApp, a web-based tool that allows a comprehensive exploration of CNAs by using purity-corrected segmented data from multiple genomic platforms. CNApp generates genome-wide profiles, computes CNA scores for broad, focal and global CNA burdens, and uses machine learning-based predictions to classify samples. We applied CNApp to the TCGA pan-cancer dataset of 10,635 genomes showing that CNAs classify cancer types according to their tissue-of-origin, and that each cancer type shows specific ranges of broad and focal CNA scores. Moreover, CNApp reproduces recurrent CNAs in hepatocellular carcinoma and predicts colon cancer molecular subtypes and microsatellite instability based on broad CNA scores and discrete genomic imbalances. In summary, CNApp facilitates CNA-driven research by providing a unique framework to identify relevant clinical implications. CNApp is hosted at https://tools.idibaps.org/CNApp/. eLife Sciences Publications, Ltd 2020-01-15 /pmc/articles/PMC7010409/ /pubmed/31939734 http://dx.doi.org/10.7554/eLife.50267 Text en © 2020, Franch-Expósito et al http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Computational and Systems Biology Franch-Expósito, Sebastià Bassaganyas, Laia Vila-Casadesús, Maria Hernández-Illán, Eva Esteban-Fabró, Roger Díaz-Gay, Marcos Lozano, Juan José Castells, Antoni Llovet, Josep Maria Castellví-Bel, Sergi Camps, Jordi CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications |
title | CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications |
title_full | CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications |
title_fullStr | CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications |
title_full_unstemmed | CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications |
title_short | CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications |
title_sort | cnapp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications |
topic | Computational and Systems Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7010409/ https://www.ncbi.nlm.nih.gov/pubmed/31939734 http://dx.doi.org/10.7554/eLife.50267 |
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