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  5. CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications

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Article
English
2020

CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications

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0 Files

English
2020
eLife
Vol 9
DOI: 10.7554/elife.50267

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Josep M. Llovet
Josep M. Llovet

Translational Research In Hepatic Oncology

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Sebastià Franch‐Expósito
Laia Bassaganyas
María Vila-Casadesús
+8 more

Abstract

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/.

How to cite this publication

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 (2020). CNApp, a tool for the quantification of copy number alterations and integrative analysis revealing clinical implications. eLife, 9, DOI: 10.7554/elife.50267.

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Publication Details

Type

Article

Year

2020

Authors

11

Datasets

0

Total Files

0

Language

English

Journal

eLife

DOI

10.7554/elife.50267

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