Abstract
This paper addresses two topics in systems biology, the hypothesis that biological systems are modular and the problem of relating structure and function of biological systems. The focus here is on gene regulatory networks, represented by Boolean network models, a commonly used tool. Most of the research on gene regulatory network modularity has focused on network structure, typically represented through either directed or undirected graphs. But since gene regulation is a highly dynamic process as it determines the function of cells over time, it is natural to consider functional modularity as well. One of the main results is that the structural decomposition of a network into modules induces an analogous decomposition of the dynamic structure, exhibiting a strong relationship between network structure and function. An extensive simulation study provides evidence for the hypothesis that modularity might have evolved to increase phenotypic complexity while maintaining maximal dynamic robustness to external perturbations.
Original language | English |
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Article number | 20230505 |
Journal | Journal of the Royal Society Interface |
Volume | 20 |
Issue number | 207 |
DOIs | |
State | Published - Oct 25 2023 |
Bibliographical note
Publisher Copyright:© 2023 The Authors. Published by the Royal Society under the terms of the Creative Commons Attribution License.
Funding
This work was supported by the Simons foundation (grant nos. 712537 (to C.K.), 850896 (to D.M.), 516088 (to A.V.)); the National Institute of Health (grant no. 1 R01 HL169974-01 (to R.L.)) and the Defense Advanced Research Projects Agency (grant no. HR00112220038 (to R.L.)). Acknowledgements
Funders | Funder number |
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National Institutes of Health (NIH) | 1 R01 HL169974-01 |
National Institutes of Health (NIH) | |
Defense Advanced Research Projects Agency | HR00112220038 |
Defense Advanced Research Projects Agency | |
Simons Foundation | 850896, 712537, 516088 |
Simons Foundation |
Keywords
- Boolean networks
- decomposition theory
- structure and function of networks
ASJC Scopus subject areas
- Biotechnology
- Biophysics
- Bioengineering
- Biomaterials
- Biochemistry
- Biomedical Engineering