Transcriptional override: a regulatory network model of indirect responses to modulations in microRNA expression

Christopher G Hill, Lilya V Matyunina, Deette Walker

  • 1Integrated Cancer Research Center, School of Biology, and Parker H, Petit Institute of Bioengineering and Biosciences, Georgia Institute of Technology, 315 Ferst Dr, Atlanta, GA 30332, USA. john.mcdonald@biology.gatech.edu.

BMC Systems Biology
|March 27, 2014
PubMed
Abstract

Insights

MicroRNA (miRNA) levels change in diseases like cancer. A new model, the Transcriptional Override Model (TOM), helps predict miRNA effects, aiding cancer treatment development.

Area of Science:

  • Molecular Biology
  • Systems Biology
  • Oncology

Background:

  • MicroRNAs (miRNAs) are increasingly recognized as disease biomarkers and potential therapeutics.
  • Predicting the downstream molecular and cellular effects of miRNA dysregulation remains a significant challenge.
  • Current methods struggle to accurately forecast indirect effects of miRNA perturbations.

Purpose of the Study:

  • To investigate the regulatory consequences of miRNA expression changes in ovarian cancer.
  • To develop and validate a predictive model for miRNA-target interactions in vivo.
  • To address the discrepancy between predicted and observed mRNA target regulation by miRNAs.

Main Methods:

  • Microarray analysis of miRNA and mRNA expression in normal precursor and ovarian cancer cells.
  • Comparison of expression profiles to identify dysregulated miRNAs and their targets.
  • Development and experimental validation of the Transcriptional Override Model (TOM).

Main Results:

  • 31 miRNAs showed significantly elevated expression in ovarian cancer samples.
  • Observed mRNA target downregulation occurred in only 20-30% of cases, contrary to direct predictions.
  • The Transcriptional Override Model (TOM) successfully explains these unexpected regulatory outcomes.

Conclusions:

  • In vivo miRNA regulatory effects are complex and interactive, but predictable using systems-level modeling.
  • The developed TOM provides a framework for understanding miRNA-mediated gene regulation.
  • TOM shows potential for broader applications in cancer and other diseases for rational therapeutic design.

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