Cargando…
Integration of mRNA Expression Profile, Copy Number Alterations, and microRNA Expression Levels in Breast Cancer to Improve Grade Definition
Defining the aggressiveness and growth rate of a malignant cell population is a key step in the clinical approach to treating tumor disease. The correct grading of breast cancer (BC) is a fundamental part in determining the appropriate treatment. Biological variables can make it difficult to elucida...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4035288/ https://www.ncbi.nlm.nih.gov/pubmed/24866763 http://dx.doi.org/10.1371/journal.pone.0097681 |
_version_ | 1782318039682777088 |
---|---|
author | Cava, Claudia Bertoli, Gloria Ripamonti, Marilena Mauri, Giancarlo Zoppis, Italo Rosa, Pasquale Anthony Della Gilardi, Maria Carla Castiglioni, Isabella |
author_facet | Cava, Claudia Bertoli, Gloria Ripamonti, Marilena Mauri, Giancarlo Zoppis, Italo Rosa, Pasquale Anthony Della Gilardi, Maria Carla Castiglioni, Isabella |
author_sort | Cava, Claudia |
collection | PubMed |
description | Defining the aggressiveness and growth rate of a malignant cell population is a key step in the clinical approach to treating tumor disease. The correct grading of breast cancer (BC) is a fundamental part in determining the appropriate treatment. Biological variables can make it difficult to elucidate the mechanisms underlying BC development. To identify potential markers that can be used for BC classification, we analyzed mRNAs expression profiles, gene copy numbers, microRNAs expression and their association with tumor grade in BC microarray-derived datasets. From mRNA expression results, we found that grade 2 BC is most likely a mixture of grade 1 and grade 3 that have been misclassified, being described by the gene signature of either grade 1 or grade 3. We assessed the potential of the new approach of integrating mRNA expression profile, copy number alterations, and microRNA expression levels to select a limited number of genomic BC biomarkers. The combination of mRNA profile analysis and copy number data with microRNA expression levels led to the identification of two gene signatures of 42 and 4 altered genes (FOXM1, KPNA4, H2AFV and DDX19A) respectively, the latter obtained through a meta-analytical procedure. The 42-based gene signature identifies 4 classes of up- or down-regulated microRNAs (17 microRNAs) and of their 17 target mRNA, and the 4-based genes signature identified 4 microRNAs (Hsa-miR-320d, Hsa-miR-139-5p, Hsa-miR-567 and Hsa-let-7c). These results are discussed from a biological point of view with respect to pathological features of BC. Our identified mRNAs and microRNAs were validated as prognostic factors of BC disease progression, and could potentially facilitate the implementation of assays for laboratory validation, due to their reduced number. |
format | Online Article Text |
id | pubmed-4035288 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-40352882014-06-02 Integration of mRNA Expression Profile, Copy Number Alterations, and microRNA Expression Levels in Breast Cancer to Improve Grade Definition Cava, Claudia Bertoli, Gloria Ripamonti, Marilena Mauri, Giancarlo Zoppis, Italo Rosa, Pasquale Anthony Della Gilardi, Maria Carla Castiglioni, Isabella PLoS One Research Article Defining the aggressiveness and growth rate of a malignant cell population is a key step in the clinical approach to treating tumor disease. The correct grading of breast cancer (BC) is a fundamental part in determining the appropriate treatment. Biological variables can make it difficult to elucidate the mechanisms underlying BC development. To identify potential markers that can be used for BC classification, we analyzed mRNAs expression profiles, gene copy numbers, microRNAs expression and their association with tumor grade in BC microarray-derived datasets. From mRNA expression results, we found that grade 2 BC is most likely a mixture of grade 1 and grade 3 that have been misclassified, being described by the gene signature of either grade 1 or grade 3. We assessed the potential of the new approach of integrating mRNA expression profile, copy number alterations, and microRNA expression levels to select a limited number of genomic BC biomarkers. The combination of mRNA profile analysis and copy number data with microRNA expression levels led to the identification of two gene signatures of 42 and 4 altered genes (FOXM1, KPNA4, H2AFV and DDX19A) respectively, the latter obtained through a meta-analytical procedure. The 42-based gene signature identifies 4 classes of up- or down-regulated microRNAs (17 microRNAs) and of their 17 target mRNA, and the 4-based genes signature identified 4 microRNAs (Hsa-miR-320d, Hsa-miR-139-5p, Hsa-miR-567 and Hsa-let-7c). These results are discussed from a biological point of view with respect to pathological features of BC. Our identified mRNAs and microRNAs were validated as prognostic factors of BC disease progression, and could potentially facilitate the implementation of assays for laboratory validation, due to their reduced number. Public Library of Science 2014-05-27 /pmc/articles/PMC4035288/ /pubmed/24866763 http://dx.doi.org/10.1371/journal.pone.0097681 Text en © 2014 Cava et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Cava, Claudia Bertoli, Gloria Ripamonti, Marilena Mauri, Giancarlo Zoppis, Italo Rosa, Pasquale Anthony Della Gilardi, Maria Carla Castiglioni, Isabella Integration of mRNA Expression Profile, Copy Number Alterations, and microRNA Expression Levels in Breast Cancer to Improve Grade Definition |
title | Integration of mRNA Expression Profile, Copy Number Alterations, and microRNA Expression Levels in Breast Cancer to Improve Grade Definition |
title_full | Integration of mRNA Expression Profile, Copy Number Alterations, and microRNA Expression Levels in Breast Cancer to Improve Grade Definition |
title_fullStr | Integration of mRNA Expression Profile, Copy Number Alterations, and microRNA Expression Levels in Breast Cancer to Improve Grade Definition |
title_full_unstemmed | Integration of mRNA Expression Profile, Copy Number Alterations, and microRNA Expression Levels in Breast Cancer to Improve Grade Definition |
title_short | Integration of mRNA Expression Profile, Copy Number Alterations, and microRNA Expression Levels in Breast Cancer to Improve Grade Definition |
title_sort | integration of mrna expression profile, copy number alterations, and microrna expression levels in breast cancer to improve grade definition |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4035288/ https://www.ncbi.nlm.nih.gov/pubmed/24866763 http://dx.doi.org/10.1371/journal.pone.0097681 |
work_keys_str_mv | AT cavaclaudia integrationofmrnaexpressionprofilecopynumberalterationsandmicrornaexpressionlevelsinbreastcancertoimprovegradedefinition AT bertoligloria integrationofmrnaexpressionprofilecopynumberalterationsandmicrornaexpressionlevelsinbreastcancertoimprovegradedefinition AT ripamontimarilena integrationofmrnaexpressionprofilecopynumberalterationsandmicrornaexpressionlevelsinbreastcancertoimprovegradedefinition AT maurigiancarlo integrationofmrnaexpressionprofilecopynumberalterationsandmicrornaexpressionlevelsinbreastcancertoimprovegradedefinition AT zoppisitalo integrationofmrnaexpressionprofilecopynumberalterationsandmicrornaexpressionlevelsinbreastcancertoimprovegradedefinition AT rosapasqualeanthonydella integrationofmrnaexpressionprofilecopynumberalterationsandmicrornaexpressionlevelsinbreastcancertoimprovegradedefinition AT gilardimariacarla integrationofmrnaexpressionprofilecopynumberalterationsandmicrornaexpressionlevelsinbreastcancertoimprovegradedefinition AT castiglioniisabella integrationofmrnaexpressionprofilecopynumberalterationsandmicrornaexpressionlevelsinbreastcancertoimprovegradedefinition |