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Gene network analyses point to the importance of human tissue kallikreins in melanoma progression

BACKGROUND: A wide variety of high-throughput microarray platforms have been used to identify molecular targets associated with biological and clinical tumor phenotypes by comparing samples representing distinct pathological states. METHODS: The gene expression profiles of human cutaneous melanomas...

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Autores principales: Martins, Waleska K, Esteves, Gustavo H, Almeida, Otávio M, Rezze, Gisele G, Landman, Gilles, Marques, Sarah M, Carvalho, Alex F, L Reis, Luiz F, Duprat, João P, Stolf, Beatriz S
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3212933/
https://www.ncbi.nlm.nih.gov/pubmed/22032772
http://dx.doi.org/10.1186/1755-8794-4-76
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author Martins, Waleska K
Esteves, Gustavo H
Almeida, Otávio M
Rezze, Gisele G
Landman, Gilles
Marques, Sarah M
Carvalho, Alex F
L Reis, Luiz F
Duprat, João P
Stolf, Beatriz S
author_facet Martins, Waleska K
Esteves, Gustavo H
Almeida, Otávio M
Rezze, Gisele G
Landman, Gilles
Marques, Sarah M
Carvalho, Alex F
L Reis, Luiz F
Duprat, João P
Stolf, Beatriz S
author_sort Martins, Waleska K
collection PubMed
description BACKGROUND: A wide variety of high-throughput microarray platforms have been used to identify molecular targets associated with biological and clinical tumor phenotypes by comparing samples representing distinct pathological states. METHODS: The gene expression profiles of human cutaneous melanomas were determined by cDNA microarray analysis. Next, a robust analysis to determine functional classifications and make predictions based on data-oriented hypotheses was performed. Relevant networks that may be implicated in melanoma progression were also considered. RESULTS: In this study we aimed to analyze coordinated gene expression changes to find molecular pathways involved in melanoma progression. To achieve this goal, ontologically-linked modules with coordinated expression changes in melanoma samples were identified. With this approach, we detected several gene networks related to different modules that were induced or repressed during melanoma progression. Among them we observed high coordinated expression levels of genes involved in a) cell communication (KRT4, VWF and COMP); b) epidermal development (KLK7, LAMA3 and EVPL); and c) functionally related to kallikreins (EVPL, KLK6, KLK7, KLK8, SERPINB13, SERPING1 and SLPI). Our data also indicated that hKLK7 protein expression was significantly associated with good prognosis and survival. CONCLUSIONS: Our findings, derived from a different type of analysis of microarray data, highlight the importance of analyzing coordinated gene expression to find molecular pathways involved in melanoma progression.
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spelling pubmed-32129332011-11-14 Gene network analyses point to the importance of human tissue kallikreins in melanoma progression Martins, Waleska K Esteves, Gustavo H Almeida, Otávio M Rezze, Gisele G Landman, Gilles Marques, Sarah M Carvalho, Alex F L Reis, Luiz F Duprat, João P Stolf, Beatriz S BMC Med Genomics Research Article BACKGROUND: A wide variety of high-throughput microarray platforms have been used to identify molecular targets associated with biological and clinical tumor phenotypes by comparing samples representing distinct pathological states. METHODS: The gene expression profiles of human cutaneous melanomas were determined by cDNA microarray analysis. Next, a robust analysis to determine functional classifications and make predictions based on data-oriented hypotheses was performed. Relevant networks that may be implicated in melanoma progression were also considered. RESULTS: In this study we aimed to analyze coordinated gene expression changes to find molecular pathways involved in melanoma progression. To achieve this goal, ontologically-linked modules with coordinated expression changes in melanoma samples were identified. With this approach, we detected several gene networks related to different modules that were induced or repressed during melanoma progression. Among them we observed high coordinated expression levels of genes involved in a) cell communication (KRT4, VWF and COMP); b) epidermal development (KLK7, LAMA3 and EVPL); and c) functionally related to kallikreins (EVPL, KLK6, KLK7, KLK8, SERPINB13, SERPING1 and SLPI). Our data also indicated that hKLK7 protein expression was significantly associated with good prognosis and survival. CONCLUSIONS: Our findings, derived from a different type of analysis of microarray data, highlight the importance of analyzing coordinated gene expression to find molecular pathways involved in melanoma progression. BioMed Central 2011-10-27 /pmc/articles/PMC3212933/ /pubmed/22032772 http://dx.doi.org/10.1186/1755-8794-4-76 Text en Copyright ©2011 Martins 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
Martins, Waleska K
Esteves, Gustavo H
Almeida, Otávio M
Rezze, Gisele G
Landman, Gilles
Marques, Sarah M
Carvalho, Alex F
L Reis, Luiz F
Duprat, João P
Stolf, Beatriz S
Gene network analyses point to the importance of human tissue kallikreins in melanoma progression
title Gene network analyses point to the importance of human tissue kallikreins in melanoma progression
title_full Gene network analyses point to the importance of human tissue kallikreins in melanoma progression
title_fullStr Gene network analyses point to the importance of human tissue kallikreins in melanoma progression
title_full_unstemmed Gene network analyses point to the importance of human tissue kallikreins in melanoma progression
title_short Gene network analyses point to the importance of human tissue kallikreins in melanoma progression
title_sort gene network analyses point to the importance of human tissue kallikreins in melanoma progression
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3212933/
https://www.ncbi.nlm.nih.gov/pubmed/22032772
http://dx.doi.org/10.1186/1755-8794-4-76
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