Article | REF: AF1520 V1

Biomathematics, from the discrete to the continuous, at the service of modeling living systems

Author: Jacques DEMONGEOT

Publication date: October 10, 2012

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ABSTRACT

Biomarthematics comprise the techniques of mathematical modeling and simulation of dynamic phenomena observed in nature in the field of the living. These modeling techniques can be classified into two families, discrete biomathematics and continuous biomathematics, which have in common the recently explored field of hybrid systems. This article focuses on the modeling techniques of living systems. The development of tools allowing for the formalization of dynamics at every level of the complexity of the living system studied, from the gene to a population of individuals and including the cell and organisms, is to become essentail in the future. This article provides the example of innate and acquired immune mechanisms in mamals with a view to correcting in particular deficiencies of the paralysis type.

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AUTHOR

  • Jacques DEMONGEOT: Deputy Director of the AGIM laboratory, Medical Informatics, Biomathematics and Cognition Modeling - Faculty of Medicine, Joseph Fourier University (Grenoble)

 INTRODUCTION

Biomathematics brings together mathematical modeling and simulation techniques for dynamic phenomena observed in nature, and applied to the field of living systems. These modeling techniques can be broken down into two main families:

  • discrete biomathematics, illustrated by the theory of cellular automata (deterministic or random) and its applications to the modelling of genetic regulation networks and contagious diseases;

  • continuous biomathematics, illustrated by the theory of partial differential equations applied to embryological development and the modeling of the spread of infectious diseases.

These two families of modeling techniques have in common a fairly recently explored field, that of hybrid systems, having a discrete and a continuous part.

Despite the apparent disparity of the fields of application, the spectrum of life sciences being very broad, the constancy in the choice of classical tools, through recent articles in international reference journals in the field, leads us to believe that the originality of biomathematics lies more in the complexity of the systems to which it applies, at the limit of computational possibilities in terms of the dimension of the systems studied and the number of interactions between their components (which obliges the implementation of computational methods optimizing execution times), than in the creation of new theoretical tools. The introduction of multi-scale methods in time and space, hybrid systems and energy approaches such as Hodge decomposition (potential-Hamiltonian) represents an innovative attempt to find specific methodologies, without in itself representing a break with the paradigm of classical modeling, which would introduce totally new mathematical methods required by the specificities of living systems. However, such a development cannot be ruled out in the future, and we will outline a few prospects.

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Biomathematics, from discrete to continuous, at the service of life modelling