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Colon cancer molecular subtypes identified by expression profiling and associated to stroma, mucinous type and different clinical behavior

BACKGROUND: Colon cancer patients with the same stage show diverse clinical behavior due to tumor heterogeneity. We aimed to discover distinct classes of tumors based on microarray expression patterns, to analyze whether the molecular classification correlated with the histopathological stages or ot...

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Autores principales: Perez Villamil, Beatriz, Romera Lopez, Alejandro, Hernandez Prieto, Susana, Lopez Campos, Guillermo, Calles, Antonio, Lopez Asenjo, Jose Antonio, Sanz Ortega, Julian, Fernandez Perez, Cristina, Sastre, Javier, Alfonso, Rosario, Caldes, Trinidad, Martin Sanchez, Fernando, Diaz Rubio, Eduardo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3571914/
https://www.ncbi.nlm.nih.gov/pubmed/22712570
http://dx.doi.org/10.1186/1471-2407-12-260
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author Perez Villamil, Beatriz
Romera Lopez, Alejandro
Hernandez Prieto, Susana
Lopez Campos, Guillermo
Calles, Antonio
Lopez Asenjo, Jose Antonio
Sanz Ortega, Julian
Fernandez Perez, Cristina
Sastre, Javier
Alfonso, Rosario
Caldes, Trinidad
Martin Sanchez, Fernando
Diaz Rubio, Eduardo
author_facet Perez Villamil, Beatriz
Romera Lopez, Alejandro
Hernandez Prieto, Susana
Lopez Campos, Guillermo
Calles, Antonio
Lopez Asenjo, Jose Antonio
Sanz Ortega, Julian
Fernandez Perez, Cristina
Sastre, Javier
Alfonso, Rosario
Caldes, Trinidad
Martin Sanchez, Fernando
Diaz Rubio, Eduardo
author_sort Perez Villamil, Beatriz
collection PubMed
description BACKGROUND: Colon cancer patients with the same stage show diverse clinical behavior due to tumor heterogeneity. We aimed to discover distinct classes of tumors based on microarray expression patterns, to analyze whether the molecular classification correlated with the histopathological stages or other clinical parameters and to study differences in the survival. METHODS: Hierarchical clustering was performed for class discovery in 88 colon tumors (stages I to IV). Pathways analysis and correlations between clinical parameters and our classification were analyzed. Tumor subtypes were validated using an external set of 78 patients. A 167 gene signature associated to the main subtype was generated using the 3-Nearest-Neighbor method. Coincidences with other prognostic predictors were assesed. RESULTS: Hierarchical clustering identified four robust tumor subtypes with biologically and clinically distinct behavior. Stromal components (p < 0.001), nuclear β-catenin (p = 0.021), mucinous histology (p = 0.001), microsatellite-instability (p = 0.039) and BRAF mutations (p < 0.001) were associated to this classification but it was independent of Dukes stages (p = 0.646). Molecular subtypes were established from stage I. High-stroma-subtype showed increased levels of genes and altered pathways distinctive of tumour-associated-stroma and components of the extracellular matrix in contrast to Low-stroma-subtype. Mucinous-subtype was reflected by the increased expression of trefoil factors and mucins as well as by a higher proportion of MSI and BRAF mutations. Tumor subtypes were validated using an external set of 78 patients. A 167 gene signature associated to the Low-stroma-subtype distinguished low risk patients from high risk patients in the external cohort (Dukes B and C:HR = 8.56(2.53-29.01); Dukes B,C and D:HR = 1.87(1.07-3.25)). Eight different reported survival gene signatures segregated our tumors into two groups the Low-stroma-subtype and the other tumor subtypes. CONCLUSIONS: We have identified novel molecular subtypes in colon cancer with distinct biological and clinical behavior that are established from the initiation of the tumor. Tumor microenvironment is important for the classification and for the malignant power of the tumor. Differential gene sets and biological pathways characterize each tumor subtype reflecting underlying mechanisms of carcinogenesis that may be used for the selection of targeted therapeutic procedures. This classification may contribute to an improvement in the management of the patients with CRC and to a more comprehensive prognosis.
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spelling pubmed-35719142013-02-14 Colon cancer molecular subtypes identified by expression profiling and associated to stroma, mucinous type and different clinical behavior Perez Villamil, Beatriz Romera Lopez, Alejandro Hernandez Prieto, Susana Lopez Campos, Guillermo Calles, Antonio Lopez Asenjo, Jose Antonio Sanz Ortega, Julian Fernandez Perez, Cristina Sastre, Javier Alfonso, Rosario Caldes, Trinidad Martin Sanchez, Fernando Diaz Rubio, Eduardo BMC Cancer Research Article BACKGROUND: Colon cancer patients with the same stage show diverse clinical behavior due to tumor heterogeneity. We aimed to discover distinct classes of tumors based on microarray expression patterns, to analyze whether the molecular classification correlated with the histopathological stages or other clinical parameters and to study differences in the survival. METHODS: Hierarchical clustering was performed for class discovery in 88 colon tumors (stages I to IV). Pathways analysis and correlations between clinical parameters and our classification were analyzed. Tumor subtypes were validated using an external set of 78 patients. A 167 gene signature associated to the main subtype was generated using the 3-Nearest-Neighbor method. Coincidences with other prognostic predictors were assesed. RESULTS: Hierarchical clustering identified four robust tumor subtypes with biologically and clinically distinct behavior. Stromal components (p < 0.001), nuclear β-catenin (p = 0.021), mucinous histology (p = 0.001), microsatellite-instability (p = 0.039) and BRAF mutations (p < 0.001) were associated to this classification but it was independent of Dukes stages (p = 0.646). Molecular subtypes were established from stage I. High-stroma-subtype showed increased levels of genes and altered pathways distinctive of tumour-associated-stroma and components of the extracellular matrix in contrast to Low-stroma-subtype. Mucinous-subtype was reflected by the increased expression of trefoil factors and mucins as well as by a higher proportion of MSI and BRAF mutations. Tumor subtypes were validated using an external set of 78 patients. A 167 gene signature associated to the Low-stroma-subtype distinguished low risk patients from high risk patients in the external cohort (Dukes B and C:HR = 8.56(2.53-29.01); Dukes B,C and D:HR = 1.87(1.07-3.25)). Eight different reported survival gene signatures segregated our tumors into two groups the Low-stroma-subtype and the other tumor subtypes. CONCLUSIONS: We have identified novel molecular subtypes in colon cancer with distinct biological and clinical behavior that are established from the initiation of the tumor. Tumor microenvironment is important for the classification and for the malignant power of the tumor. Differential gene sets and biological pathways characterize each tumor subtype reflecting underlying mechanisms of carcinogenesis that may be used for the selection of targeted therapeutic procedures. This classification may contribute to an improvement in the management of the patients with CRC and to a more comprehensive prognosis. BioMed Central 2012-06-19 /pmc/articles/PMC3571914/ /pubmed/22712570 http://dx.doi.org/10.1186/1471-2407-12-260 Text en Copyright ©2012 Perez-Villamil et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Perez Villamil, Beatriz
Romera Lopez, Alejandro
Hernandez Prieto, Susana
Lopez Campos, Guillermo
Calles, Antonio
Lopez Asenjo, Jose Antonio
Sanz Ortega, Julian
Fernandez Perez, Cristina
Sastre, Javier
Alfonso, Rosario
Caldes, Trinidad
Martin Sanchez, Fernando
Diaz Rubio, Eduardo
Colon cancer molecular subtypes identified by expression profiling and associated to stroma, mucinous type and different clinical behavior
title Colon cancer molecular subtypes identified by expression profiling and associated to stroma, mucinous type and different clinical behavior
title_full Colon cancer molecular subtypes identified by expression profiling and associated to stroma, mucinous type and different clinical behavior
title_fullStr Colon cancer molecular subtypes identified by expression profiling and associated to stroma, mucinous type and different clinical behavior
title_full_unstemmed Colon cancer molecular subtypes identified by expression profiling and associated to stroma, mucinous type and different clinical behavior
title_short Colon cancer molecular subtypes identified by expression profiling and associated to stroma, mucinous type and different clinical behavior
title_sort colon cancer molecular subtypes identified by expression profiling and associated to stroma, mucinous type and different clinical behavior
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3571914/
https://www.ncbi.nlm.nih.gov/pubmed/22712570
http://dx.doi.org/10.1186/1471-2407-12-260
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