CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications — Sebastià Franch‐Expósito (2020) | RDL Network
CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications
eLife 9
Article 2020 English
Authors
SF
Sebastià Franch‐Expósito
LB
Laia Bassaganyas
MV
María Vila-Casadesús
Abstract
1 min read
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/.
Sebastià Franch‐Expósito, Laia Bassaganyas, María Vila-Casadesús, Eva Hernández‐Illán, Roger Esteban-Fabró, Marcos Díaz‐Gay, Juan José Lozano, Antoni Castells, Josep M. Llovet, Sergi Castellví–Bel, Jordi Camps
Sebastià Franch‐Expósito, Laia Bassaganyas, María Vila-Casadesús, Eva Hernández‐Illán, Roger Esteban-Fabró, Marcos Díaz‐Gay, Juan José Lozano, Antoni Castells, Josep M. Llovet, Sergi Castellví–Bel, Jordi Camps
Sebastià Franch‐Expósito, Laia Bassaganyas, María Vila-Casadesús, Eva Hernández‐Illán, Roger Esteban-Fabró, Marcos Díaz‐Gay, Juan José Lozano, Antoni Castells, Josep M. Llovet, Sergi Castellví–Bel, Jordi Camps
Laia Bassaganyas, Roser Pinyol, Roger Esteban-Fabró, Laura Torrens, Sara Torrecilla, Catherine E. Willoughby, Sebastià Franch‐Expósito, María Vila-Casadesús, Itziar Salaverría, Robert Montal, Vincenzo Mazzaferro, Jordi Camps, Daniela Sia, Josep M. Llovet
Laia Bassaganyas, Roser Pinyol, Roger Esteban-Fabró, Laura Torrens, Sara Torrecilla, Catherine E. Willoughby, Sebastià Franch‐Expósito, María Vila-Casadesús, Itziar Salaverría, Robert Montal, Vincenzo Mazzaferro, Jordi Camps, Daniela Sia, Josep M. Llovet
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