Cargando…
Global Gene Expression Analysis of Canine Cutaneous Mast Cell Tumor: Could Molecular Profiling Be Useful for Subtype Classification and Prognostication?
Prognosis and therapeutic management of dogs with cutaneous mast cell tumors (MCTs) depend on clinical stage and histological grade. However, the prognostic value of this latter is still questionable. In the present study, MCT transcriptome was analyzed to identify a set of candidate genes potential...
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/PMC3991658/ https://www.ncbi.nlm.nih.gov/pubmed/24748173 http://dx.doi.org/10.1371/journal.pone.0095481 |
_version_ | 1782312478707810304 |
---|---|
author | Giantin, Mery Granato, Anna Baratto, Chiara Marconato, Laura Vascellari, Marta Morello, Emanuela M. Vercelli, Antonella Mutinelli, Franco Dacasto, Mauro |
author_facet | Giantin, Mery Granato, Anna Baratto, Chiara Marconato, Laura Vascellari, Marta Morello, Emanuela M. Vercelli, Antonella Mutinelli, Franco Dacasto, Mauro |
author_sort | Giantin, Mery |
collection | PubMed |
description | Prognosis and therapeutic management of dogs with cutaneous mast cell tumors (MCTs) depend on clinical stage and histological grade. However, the prognostic value of this latter is still questionable. In the present study, MCT transcriptome was analyzed to identify a set of candidate genes potentially useful for predicting the biological behavior of MCTs. Fifty-one canine MCT biopsies were analyzed. Isolated and purified total RNAs were individually hybridized to the Agilent Canine V2 4x44k DNA microarray. The comparison of reference differentiated and undifferentiated MCT transcriptome revealed a total of 597 differentially expressed genes (147 down-regulated and 450 up-regulated). The functional analysis of this set of genes provided evidence that they were mainly involved in cell cycle, DNA replication, p53 signaling pathway, nucleotide excision repair and pyrimidine metabolism. Class prediction analysis identified 13 transcripts providing the greatest accuracy of class prediction and divided samples into two categories (differentiated and undifferentiated), harboring a different prognosis. The Principal Component Analysis of all samples, made by using the selected 13 markers, confirmed MCT classification. The first three components accounted for 99.924% of the total variance. This molecular classification significantly correlated with survival time (p = 0.0026). Furthermore, among all marker genes, a significant association was found between mRNA expression and MCT-related mortality for FOXM1, GSN, FEN1 and KPNA2 (p<0.05). Finally, marker genes mRNA expression was evaluated in a cohort of 22 independent samples. Data obtained enabled to identify MCT cases with different prognosis. Overall, the molecular characterization of canine MCT transcriptome allowed the identification of a set of 13 transcripts that clearly separated differentiated from undifferentiated MCTs, thus predicting outcome regardless of the histological grade. These results may have clinical relevance and warrant future validation in a prospective study. |
format | Online Article Text |
id | pubmed-3991658 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-39916582014-04-21 Global Gene Expression Analysis of Canine Cutaneous Mast Cell Tumor: Could Molecular Profiling Be Useful for Subtype Classification and Prognostication? Giantin, Mery Granato, Anna Baratto, Chiara Marconato, Laura Vascellari, Marta Morello, Emanuela M. Vercelli, Antonella Mutinelli, Franco Dacasto, Mauro PLoS One Research Article Prognosis and therapeutic management of dogs with cutaneous mast cell tumors (MCTs) depend on clinical stage and histological grade. However, the prognostic value of this latter is still questionable. In the present study, MCT transcriptome was analyzed to identify a set of candidate genes potentially useful for predicting the biological behavior of MCTs. Fifty-one canine MCT biopsies were analyzed. Isolated and purified total RNAs were individually hybridized to the Agilent Canine V2 4x44k DNA microarray. The comparison of reference differentiated and undifferentiated MCT transcriptome revealed a total of 597 differentially expressed genes (147 down-regulated and 450 up-regulated). The functional analysis of this set of genes provided evidence that they were mainly involved in cell cycle, DNA replication, p53 signaling pathway, nucleotide excision repair and pyrimidine metabolism. Class prediction analysis identified 13 transcripts providing the greatest accuracy of class prediction and divided samples into two categories (differentiated and undifferentiated), harboring a different prognosis. The Principal Component Analysis of all samples, made by using the selected 13 markers, confirmed MCT classification. The first three components accounted for 99.924% of the total variance. This molecular classification significantly correlated with survival time (p = 0.0026). Furthermore, among all marker genes, a significant association was found between mRNA expression and MCT-related mortality for FOXM1, GSN, FEN1 and KPNA2 (p<0.05). Finally, marker genes mRNA expression was evaluated in a cohort of 22 independent samples. Data obtained enabled to identify MCT cases with different prognosis. Overall, the molecular characterization of canine MCT transcriptome allowed the identification of a set of 13 transcripts that clearly separated differentiated from undifferentiated MCTs, thus predicting outcome regardless of the histological grade. These results may have clinical relevance and warrant future validation in a prospective study. Public Library of Science 2014-04-18 /pmc/articles/PMC3991658/ /pubmed/24748173 http://dx.doi.org/10.1371/journal.pone.0095481 Text en © 2014 Giantin 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 Giantin, Mery Granato, Anna Baratto, Chiara Marconato, Laura Vascellari, Marta Morello, Emanuela M. Vercelli, Antonella Mutinelli, Franco Dacasto, Mauro Global Gene Expression Analysis of Canine Cutaneous Mast Cell Tumor: Could Molecular Profiling Be Useful for Subtype Classification and Prognostication? |
title | Global Gene Expression Analysis of Canine Cutaneous Mast Cell Tumor: Could Molecular Profiling Be Useful for Subtype Classification and Prognostication? |
title_full | Global Gene Expression Analysis of Canine Cutaneous Mast Cell Tumor: Could Molecular Profiling Be Useful for Subtype Classification and Prognostication? |
title_fullStr | Global Gene Expression Analysis of Canine Cutaneous Mast Cell Tumor: Could Molecular Profiling Be Useful for Subtype Classification and Prognostication? |
title_full_unstemmed | Global Gene Expression Analysis of Canine Cutaneous Mast Cell Tumor: Could Molecular Profiling Be Useful for Subtype Classification and Prognostication? |
title_short | Global Gene Expression Analysis of Canine Cutaneous Mast Cell Tumor: Could Molecular Profiling Be Useful for Subtype Classification and Prognostication? |
title_sort | global gene expression analysis of canine cutaneous mast cell tumor: could molecular profiling be useful for subtype classification and prognostication? |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3991658/ https://www.ncbi.nlm.nih.gov/pubmed/24748173 http://dx.doi.org/10.1371/journal.pone.0095481 |
work_keys_str_mv | AT giantinmery globalgeneexpressionanalysisofcaninecutaneousmastcelltumorcouldmolecularprofilingbeusefulforsubtypeclassificationandprognostication AT granatoanna globalgeneexpressionanalysisofcaninecutaneousmastcelltumorcouldmolecularprofilingbeusefulforsubtypeclassificationandprognostication AT barattochiara globalgeneexpressionanalysisofcaninecutaneousmastcelltumorcouldmolecularprofilingbeusefulforsubtypeclassificationandprognostication AT marconatolaura globalgeneexpressionanalysisofcaninecutaneousmastcelltumorcouldmolecularprofilingbeusefulforsubtypeclassificationandprognostication AT vascellarimarta globalgeneexpressionanalysisofcaninecutaneousmastcelltumorcouldmolecularprofilingbeusefulforsubtypeclassificationandprognostication AT morelloemanuelam globalgeneexpressionanalysisofcaninecutaneousmastcelltumorcouldmolecularprofilingbeusefulforsubtypeclassificationandprognostication AT vercelliantonella globalgeneexpressionanalysisofcaninecutaneousmastcelltumorcouldmolecularprofilingbeusefulforsubtypeclassificationandprognostication AT mutinellifranco globalgeneexpressionanalysisofcaninecutaneousmastcelltumorcouldmolecularprofilingbeusefulforsubtypeclassificationandprognostication AT dacastomauro globalgeneexpressionanalysisofcaninecutaneousmastcelltumorcouldmolecularprofilingbeusefulforsubtypeclassificationandprognostication |