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Rosen's (M,R) system as an X-machine.

Michael L Palmer1, Richard A Williams2, Derek Gatherer1

  • 1Division of Biomedical & Life Sciences, Faculty of Health & Medicine, Lancaster University, Lancaster LA14YW, UK.

Journal of Theoretical Biology
|August 14, 2016
PubMed
Summary
This summary is machine-generated.

Robert Rosen's (M,R) system presents challenges for computational systems biology due to its self-referential nature. This study proposes communicating X-machines and object-orientation as a formal basis for modeling these complex biological networks.

Keywords:
Communicating X-machineComputabilityFinite state machineMechanismReductionismSelf-referenceStream X-machineSystems biologyTuring machineUMLUnified Modelling Language

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Area of Science:

  • Systems Biology
  • Theoretical Biology
  • Computational Biology

Background:

  • Robert Rosen's (M,R) system is an abstract biological network model.
  • Its self-referential structure poses challenges for reductionist and mechanistic approaches in systems biology.
  • The non-computability of the (M,R) system on a Turing machine questions the feasibility of accurate computational modeling.

Purpose of the Study:

  • To investigate the limitations of existing formal architectures in modeling the (M,R) system.
  • To propose a novel computational framework capable of representing the self-referential properties of the (M,R) system.
  • To lay the groundwork for future software instantiations of (M,R) systems.

Main Methods:

  • Analysis of finite state machine and stream X-machine formalisms for (M,R) system representation.
  • Demonstration of the failure of these architectures to capture self-referential requirements.
  • Development of a solution using communicating X-machines and object-orientation.

Main Results:

  • Finite state machine and stream X-machine architectures are insufficient for modeling the self-referential (M,R) system.
  • Communicating X-machines, through parallel computation, can effectively remove self-reference.
  • A synthesis of communicating X-machines with object-orientation provides a formal basis for (M,R) system software.

Conclusions:

  • The (M,R) system's complexity necessitates advanced computational approaches beyond traditional models.
  • Communicating X-machines offer a viable method for handling the self-referential aspects of biological networks.
  • Object-oriented communicating X-machines provide a robust formal foundation for computational systems biology research.