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Robust and interpretable PAM50 reclassification exhibits survival advantage for myoepithelial and immune phenotypes

We introduce a classification of breast tumors into seven classes which are more clearly defined by interpretable mRNA signatures along the PAM50 gene set than the five traditional PAM50 intrinsic subtypes. Each intrinsic subtype is partially concordant with one of our classes, and the two additiona...

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Autores principales: Mathews, James C., Nadeem, Saad, Levine, Arnold J., Pouryahya, Maryam, Deasy, Joseph O., Tannenbaum, Allen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6733897/
https://www.ncbi.nlm.nih.gov/pubmed/31531391
http://dx.doi.org/10.1038/s41523-019-0124-8
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author Mathews, James C.
Nadeem, Saad
Levine, Arnold J.
Pouryahya, Maryam
Deasy, Joseph O.
Tannenbaum, Allen
author_facet Mathews, James C.
Nadeem, Saad
Levine, Arnold J.
Pouryahya, Maryam
Deasy, Joseph O.
Tannenbaum, Allen
author_sort Mathews, James C.
collection PubMed
description We introduce a classification of breast tumors into seven classes which are more clearly defined by interpretable mRNA signatures along the PAM50 gene set than the five traditional PAM50 intrinsic subtypes. Each intrinsic subtype is partially concordant with one of our classes, and the two additional classes correspond to division of the classes concordant with the Luminal B and the Normal intrinsic subtypes along expression of the Her2 gene group. Our Normal class shows similarity with the myoepithelial mammary cell phenotype, including TP63 expression (specificity: 80.8% and sensitivity: 82.8%), and exhibits the best overall survival (89.6% at 5 years). Though Luminal A tumors are traditionally considered the least aggressive, our analysis shows that only the Luminal A tumors which are now classified as myoepithelial have this phenotype, while tumors in our luminal class (concordant with Luminal A) may be more aggressive than previously thought. We also find that patients with basal tumors surviving to 48 months exhibit favorable continued survival rates when certain markers for B lymphocytes are present and poor survival rates when they are absent, which is consistent with recent findings.
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spelling pubmed-67338972019-09-17 Robust and interpretable PAM50 reclassification exhibits survival advantage for myoepithelial and immune phenotypes Mathews, James C. Nadeem, Saad Levine, Arnold J. Pouryahya, Maryam Deasy, Joseph O. Tannenbaum, Allen NPJ Breast Cancer Article We introduce a classification of breast tumors into seven classes which are more clearly defined by interpretable mRNA signatures along the PAM50 gene set than the five traditional PAM50 intrinsic subtypes. Each intrinsic subtype is partially concordant with one of our classes, and the two additional classes correspond to division of the classes concordant with the Luminal B and the Normal intrinsic subtypes along expression of the Her2 gene group. Our Normal class shows similarity with the myoepithelial mammary cell phenotype, including TP63 expression (specificity: 80.8% and sensitivity: 82.8%), and exhibits the best overall survival (89.6% at 5 years). Though Luminal A tumors are traditionally considered the least aggressive, our analysis shows that only the Luminal A tumors which are now classified as myoepithelial have this phenotype, while tumors in our luminal class (concordant with Luminal A) may be more aggressive than previously thought. We also find that patients with basal tumors surviving to 48 months exhibit favorable continued survival rates when certain markers for B lymphocytes are present and poor survival rates when they are absent, which is consistent with recent findings. Nature Publishing Group UK 2019-09-09 /pmc/articles/PMC6733897/ /pubmed/31531391 http://dx.doi.org/10.1038/s41523-019-0124-8 Text en © The Author(s) 2019 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Mathews, James C.
Nadeem, Saad
Levine, Arnold J.
Pouryahya, Maryam
Deasy, Joseph O.
Tannenbaum, Allen
Robust and interpretable PAM50 reclassification exhibits survival advantage for myoepithelial and immune phenotypes
title Robust and interpretable PAM50 reclassification exhibits survival advantage for myoepithelial and immune phenotypes
title_full Robust and interpretable PAM50 reclassification exhibits survival advantage for myoepithelial and immune phenotypes
title_fullStr Robust and interpretable PAM50 reclassification exhibits survival advantage for myoepithelial and immune phenotypes
title_full_unstemmed Robust and interpretable PAM50 reclassification exhibits survival advantage for myoepithelial and immune phenotypes
title_short Robust and interpretable PAM50 reclassification exhibits survival advantage for myoepithelial and immune phenotypes
title_sort robust and interpretable pam50 reclassification exhibits survival advantage for myoepithelial and immune phenotypes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6733897/
https://www.ncbi.nlm.nih.gov/pubmed/31531391
http://dx.doi.org/10.1038/s41523-019-0124-8
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