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The Role of Master Regulators in the Metabolic/Transcriptional Coupling in Breast Carcinomas
Metabolic transformations have been reported as involved in neoplasms survival. This suggests a role of metabolic pathways as potential cancer pharmacological targets. Modulating tumor's energy production pathways may become a substantial research area for cancer treatment. The significant role...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3428335/ https://www.ncbi.nlm.nih.gov/pubmed/22952604 http://dx.doi.org/10.1371/journal.pone.0042678 |
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author | Baca-López, Karol Mayorga, Miguel Hidalgo-Miranda, Alfredo Gutiérrez-Nájera, Nora Hernández-Lemus, Enrique |
author_facet | Baca-López, Karol Mayorga, Miguel Hidalgo-Miranda, Alfredo Gutiérrez-Nájera, Nora Hernández-Lemus, Enrique |
author_sort | Baca-López, Karol |
collection | PubMed |
description | Metabolic transformations have been reported as involved in neoplasms survival. This suggests a role of metabolic pathways as potential cancer pharmacological targets. Modulating tumor's energy production pathways may become a substantial research area for cancer treatment. The significant role of metabolic deregulation as inducing transcriptional instabilities and consequently whole-system failure, is thus of foremost importance. By using a data integration approach that combines experimental evidence for high-throughput genome wide gene expression, a non-equilibrium thermodynamics analysis, nonlinear correlation networks as well as database mining, we were able to outline the role that transcription factors MEF2C and MNDA may have as main master regulators in primary breast cancer phenomenology, as well as the possible interrelationship between malignancy and metabolic dysfunction. The present findings are supported by the analysis of 1191 whole genome gene expression experiments, as well as probabilistic inference of gene regulatory networks, and non-equilibrium thermodynamics of such data. Other evidence sources include pathway enrichment and gene set enrichment analyses, as well as motif comparison with a comprehensive gene regulatory network (of homologue genes) in Arabidopsis thaliana. Our key finding is that the non-equilibrium free energies provide a realistic description of transcription factor activation that when supplemented with gene regulatory networks made us able to find deregulated pathways. These analyses also suggest a novel potential role of transcription factor energetics at the onset of primary tumor development. Results are important in the molecular systems biology of cancer field, since deregulation and coupling mechanisms between metabolic activity and transcriptional regulation can be better understood by taking into account the way that master regulators respond to physicochemical constraints imposed by different phenotypic conditions. |
format | Online Article Text |
id | pubmed-3428335 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-34283352012-09-05 The Role of Master Regulators in the Metabolic/Transcriptional Coupling in Breast Carcinomas Baca-López, Karol Mayorga, Miguel Hidalgo-Miranda, Alfredo Gutiérrez-Nájera, Nora Hernández-Lemus, Enrique PLoS One Research Article Metabolic transformations have been reported as involved in neoplasms survival. This suggests a role of metabolic pathways as potential cancer pharmacological targets. Modulating tumor's energy production pathways may become a substantial research area for cancer treatment. The significant role of metabolic deregulation as inducing transcriptional instabilities and consequently whole-system failure, is thus of foremost importance. By using a data integration approach that combines experimental evidence for high-throughput genome wide gene expression, a non-equilibrium thermodynamics analysis, nonlinear correlation networks as well as database mining, we were able to outline the role that transcription factors MEF2C and MNDA may have as main master regulators in primary breast cancer phenomenology, as well as the possible interrelationship between malignancy and metabolic dysfunction. The present findings are supported by the analysis of 1191 whole genome gene expression experiments, as well as probabilistic inference of gene regulatory networks, and non-equilibrium thermodynamics of such data. Other evidence sources include pathway enrichment and gene set enrichment analyses, as well as motif comparison with a comprehensive gene regulatory network (of homologue genes) in Arabidopsis thaliana. Our key finding is that the non-equilibrium free energies provide a realistic description of transcription factor activation that when supplemented with gene regulatory networks made us able to find deregulated pathways. These analyses also suggest a novel potential role of transcription factor energetics at the onset of primary tumor development. Results are important in the molecular systems biology of cancer field, since deregulation and coupling mechanisms between metabolic activity and transcriptional regulation can be better understood by taking into account the way that master regulators respond to physicochemical constraints imposed by different phenotypic conditions. Public Library of Science 2012-08-27 /pmc/articles/PMC3428335/ /pubmed/22952604 http://dx.doi.org/10.1371/journal.pone.0042678 Text en © 2012 Baca-López 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 Baca-López, Karol Mayorga, Miguel Hidalgo-Miranda, Alfredo Gutiérrez-Nájera, Nora Hernández-Lemus, Enrique The Role of Master Regulators in the Metabolic/Transcriptional Coupling in Breast Carcinomas |
title | The Role of Master Regulators in the Metabolic/Transcriptional Coupling in Breast Carcinomas |
title_full | The Role of Master Regulators in the Metabolic/Transcriptional Coupling in Breast Carcinomas |
title_fullStr | The Role of Master Regulators in the Metabolic/Transcriptional Coupling in Breast Carcinomas |
title_full_unstemmed | The Role of Master Regulators in the Metabolic/Transcriptional Coupling in Breast Carcinomas |
title_short | The Role of Master Regulators in the Metabolic/Transcriptional Coupling in Breast Carcinomas |
title_sort | role of master regulators in the metabolic/transcriptional coupling in breast carcinomas |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3428335/ https://www.ncbi.nlm.nih.gov/pubmed/22952604 http://dx.doi.org/10.1371/journal.pone.0042678 |
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