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Morphisms of reaction networks that couple structure to function
1Microsoft Research, 21 Station Road, Cambridge CB1 2FB, UK. luca@microsoft.com.
BMC Systems Biology
|August 17, 2014
Summary
Network morphisms reveal structural similarities between biological networks. This allows complex systems
Area of Science:
- Systems biology
- Computational biology
- Network theory
Background:
- Biological systems are often modeled as networks to understand their mechanisms.
- While network kinetics and structure-behavior relationships are studied, structural relationships better reveal mechanistic similarity.
Purpose of the Study:
- To define network morphisms (mappings) that establish structural connections between reaction networks.
- To determine if these structural connections can predict kinetic similarity statically.
- To relate the kinetics of complex biological networks to simpler ones and population algorithms.
Main Methods:
- Definition of network morphisms between reaction networks.
- Static analysis of network structures to identify emulating relationships.
- Application of morphisms to compare kinetics of diverse biological networks.
Main Results:
- Network morphisms establish structural connections, some implying kinetic similarity.
- Complex networks can be shown to emulate simpler networks' kinetics statically.
- This approach relates various biological networks and a population algorithm.
Conclusions:
- Network morphisms are a powerful tool for revealing structural similarity in reaction networks.
- Structural similarity elucidates mechanistic and functional aspects by relating complex networks to simpler ones.
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