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Sequencing-based breast cancer diagnostics as an alternative to routine biomarkers

Sequencing-based breast cancer diagnostics have the potential to replace routine biomarkers and provide molecular characterization that enable personalized precision medicine. Here we investigate the concordance between sequencing-based and routine diagnostic biomarkers and to what extent tumor sequ...

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Autores principales: Rantalainen, Mattias, Klevebring, Daniel, Lindberg, Johan, Ivansson, Emma, Rosin, Gustaf, Kis, Lorand, Celebioglu, Fuat, Fredriksson, Irma, Czene, Kamila, Frisell, Jan, Hartman, Johan, Bergh, Jonas, Grönberg, Henrik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5128815/
https://www.ncbi.nlm.nih.gov/pubmed/27901097
http://dx.doi.org/10.1038/srep38037
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author Rantalainen, Mattias
Klevebring, Daniel
Lindberg, Johan
Ivansson, Emma
Rosin, Gustaf
Kis, Lorand
Celebioglu, Fuat
Fredriksson, Irma
Czene, Kamila
Frisell, Jan
Hartman, Johan
Bergh, Jonas
Grönberg, Henrik
author_facet Rantalainen, Mattias
Klevebring, Daniel
Lindberg, Johan
Ivansson, Emma
Rosin, Gustaf
Kis, Lorand
Celebioglu, Fuat
Fredriksson, Irma
Czene, Kamila
Frisell, Jan
Hartman, Johan
Bergh, Jonas
Grönberg, Henrik
author_sort Rantalainen, Mattias
collection PubMed
description Sequencing-based breast cancer diagnostics have the potential to replace routine biomarkers and provide molecular characterization that enable personalized precision medicine. Here we investigate the concordance between sequencing-based and routine diagnostic biomarkers and to what extent tumor sequencing contributes clinically actionable information. We applied DNA- and RNA-sequencing to characterize tumors from 307 breast cancer patients with replication in up to 739 patients. We developed models to predict status of routine biomarkers (ER, HER2,Ki-67, histological grade) from sequencing data. Non-routine biomarkers, including mutations in BRCA1, BRCA2 and ERBB2(HER2), and additional clinically actionable somatic alterations were also investigated. Concordance with routine diagnostic biomarkers was high for ER status (AUC = 0.95;AUC(replication) = 0.97) and HER2 status (AUC = 0.97;AUC(replication) = 0.92). The transcriptomic grade model enabled classification of histological grade 1 and histological grade 3 tumors with high accuracy (AUC = 0.98;AUC(replication) = 0.94). Clinically actionable mutations in BRCA1, BRCA2 and ERBB2(HER2) were detected in 5.5% of patients, while 53% had genomic alterations matching ongoing or concluded breast cancer studies. Sequencing-based molecular profiling can be applied as an alternative to histopathology to determine ER and HER2 status, in addition to providing improved tumor grading and clinically actionable mutations and molecular subtypes. Our results suggest that sequencing-based breast cancer diagnostics in a near future can replace routine biomarkers.
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spelling pubmed-51288152016-12-09 Sequencing-based breast cancer diagnostics as an alternative to routine biomarkers Rantalainen, Mattias Klevebring, Daniel Lindberg, Johan Ivansson, Emma Rosin, Gustaf Kis, Lorand Celebioglu, Fuat Fredriksson, Irma Czene, Kamila Frisell, Jan Hartman, Johan Bergh, Jonas Grönberg, Henrik Sci Rep Article Sequencing-based breast cancer diagnostics have the potential to replace routine biomarkers and provide molecular characterization that enable personalized precision medicine. Here we investigate the concordance between sequencing-based and routine diagnostic biomarkers and to what extent tumor sequencing contributes clinically actionable information. We applied DNA- and RNA-sequencing to characterize tumors from 307 breast cancer patients with replication in up to 739 patients. We developed models to predict status of routine biomarkers (ER, HER2,Ki-67, histological grade) from sequencing data. Non-routine biomarkers, including mutations in BRCA1, BRCA2 and ERBB2(HER2), and additional clinically actionable somatic alterations were also investigated. Concordance with routine diagnostic biomarkers was high for ER status (AUC = 0.95;AUC(replication) = 0.97) and HER2 status (AUC = 0.97;AUC(replication) = 0.92). The transcriptomic grade model enabled classification of histological grade 1 and histological grade 3 tumors with high accuracy (AUC = 0.98;AUC(replication) = 0.94). Clinically actionable mutations in BRCA1, BRCA2 and ERBB2(HER2) were detected in 5.5% of patients, while 53% had genomic alterations matching ongoing or concluded breast cancer studies. Sequencing-based molecular profiling can be applied as an alternative to histopathology to determine ER and HER2 status, in addition to providing improved tumor grading and clinically actionable mutations and molecular subtypes. Our results suggest that sequencing-based breast cancer diagnostics in a near future can replace routine biomarkers. Nature Publishing Group 2016-11-30 /pmc/articles/PMC5128815/ /pubmed/27901097 http://dx.doi.org/10.1038/srep38037 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Rantalainen, Mattias
Klevebring, Daniel
Lindberg, Johan
Ivansson, Emma
Rosin, Gustaf
Kis, Lorand
Celebioglu, Fuat
Fredriksson, Irma
Czene, Kamila
Frisell, Jan
Hartman, Johan
Bergh, Jonas
Grönberg, Henrik
Sequencing-based breast cancer diagnostics as an alternative to routine biomarkers
title Sequencing-based breast cancer diagnostics as an alternative to routine biomarkers
title_full Sequencing-based breast cancer diagnostics as an alternative to routine biomarkers
title_fullStr Sequencing-based breast cancer diagnostics as an alternative to routine biomarkers
title_full_unstemmed Sequencing-based breast cancer diagnostics as an alternative to routine biomarkers
title_short Sequencing-based breast cancer diagnostics as an alternative to routine biomarkers
title_sort sequencing-based breast cancer diagnostics as an alternative to routine biomarkers
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5128815/
https://www.ncbi.nlm.nih.gov/pubmed/27901097
http://dx.doi.org/10.1038/srep38037
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