Petri net-based approach to modeling and analysis of selected aspects of the molecular regulation of angiogenesis

PLoS One. 2017 Mar 2;12(3):e0173020. doi: 10.1371/journal.pone.0173020. eCollection 2017.

Abstract

The functioning of both normal and pathological tissues depends on an adequate supply of oxygen through the blood vessels. A process called angiogenesis, in which new endothelial cells and smooth muscles interact with each other, forming new blood vessels either from the existing ones or from a primary vascular plexus, is particularly important and interesting, due to new therapeutic possibilities it offers. This is a multi-step and very complex process, so an accurate understanding of the underlying mechanisms is a significant task, especially in recent years, with the constantly increasing amount of new data that must be taken into account. A systems approach is necessary for these studies because it is not sufficient to analyze the properties of the building blocks separately and an analysis of the whole network of interactions is essential. This approach is based on building a mathematical model of the system, while the model is expressed in the formal language of a mathematical theory. Recently, the theory of Petri nets was shown to be especially promising for the modeling and analysis of biological phenomena. This analysis, based mainly on t-invariants, has led to a particularly important finding that a direct link (close connection) exist between transforming growth factor β1 (TGF-β1), endothelial nitric oxide synthase (eNOS), nitric oxide (NO), and hypoxia-inducible factor 1, the molecules that play a crucial roles during angiogenesis. We have shown that TGF-β1 may participate in the inhibition of angiogenesis through the upregulation of eNOS expression, which is responsible for catalyzing NO production. The results obtained in the previous studies, concerning the effects of NO on angiogenesis, have not been conclusive, and therefore, our study may contribute to a better understanding of this phenomenon.

MeSH terms

  • Animals
  • Cluster Analysis
  • Humans
  • Models, Biological*
  • Neovascularization, Pathologic*

Grants and funding

This research has been supported by the National Science Centre (Poland) grant No. 2012/07/B/ST6/01537 (DF, MR, PF). The funder had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.