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Updated: May 18, 2026

Systems Biology of Metabolic Regulation by Estrogen Receptor Signaling in Breast Cancer
Published on: March 17, 2016
The role of master regulators in the metabolic/transcriptional coupling in breast carcinomas
Karol Baca-López1, Miguel Mayorga, Alfredo Hidalgo-Miranda
1Computational Genomics Department, National Institute of Genomic Medicine, México City, México.
Abstract:
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.
Insights
Cancer cells
Area of Science:
- Molecular Systems Biology
- Cancer Research
- Bioenergetics
Background:
- Metabolic pathways are crucial for cancer survival and represent potential therapeutic targets.
- Metabolic deregulation contributes to transcriptional instability and cellular dysfunction in neoplasms.
- Understanding the interplay between metabolism and gene regulation is vital for cancer treatment.
Purpose of the Study:
- To investigate the role of transcription factors MEF2C and MNDA in primary breast cancer.
- To explore the relationship between malignancy and metabolic dysfunction using a data integration approach.
- To identify deregulated pathways and potential therapeutic targets in cancer.
Main Methods:
- Data integration of high-throughput genome-wide gene expression.
- Non-equilibrium thermodynamics analysis and nonlinear correlation networks.
- Probabilistic inference of gene regulatory networks and pathway enrichment analyses.
Main Results:
- Identified MEF2C and MNDA as key master regulators in primary breast cancer.
- Demonstrated the link between metabolic dysfunction and transcriptional regulation in cancer.
- Found that non-equilibrium free energies accurately describe transcription factor activation.
Conclusions:
- Transcription factor energetics play a novel role in primary tumor development.
- Deregulation and coupling mechanisms between metabolism and transcription are better understood through master regulator responses.
- Findings advance the molecular systems biology of cancer by elucidating physicochemical constraints on master regulators.
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