TY - JOUR
T1 - Modeling complexity in biology
AU - Louzoun, Yoram
AU - Solomon, Sorin
AU - Atlan, Henri
AU - Cohen, Irun R.
PY - 2001/8/1
Y1 - 2001/8/1
N2 - Biological systems, unlike physical or chemical systems, are characterized by the very inhomogeneous distribution of their components. The immune system, in particular, is notable for self-organizing its structure. Classically, the dynamics of natural systems have been described using differential equations. But, differential equation models fail to account for the emergence of large-scale inhomogeneities and for the influence of inhomogeneity on the overall dynamics of biological systems. Here, we show that a microscopic simulation methodology enables us to model the emergence of large-scale objects and to extend the scope of mathematical modeling in biology. We take a simple example from immunology and illustrate that the methods of classical differential equations and microscopic simulation generate contradictory results. Microscopic simulations generate a more faithful approximation of the reality of the immune system.
AB - Biological systems, unlike physical or chemical systems, are characterized by the very inhomogeneous distribution of their components. The immune system, in particular, is notable for self-organizing its structure. Classically, the dynamics of natural systems have been described using differential equations. But, differential equation models fail to account for the emergence of large-scale inhomogeneities and for the influence of inhomogeneity on the overall dynamics of biological systems. Here, we show that a microscopic simulation methodology enables us to model the emergence of large-scale objects and to extend the scope of mathematical modeling in biology. We take a simple example from immunology and illustrate that the methods of classical differential equations and microscopic simulation generate contradictory results. Microscopic simulations generate a more faithful approximation of the reality of the immune system.
KW - Emergency
KW - Germinal centers
KW - Inhomogeneity
KW - Microscopic simulation
KW - ODE
UR - http://www.scopus.com/inward/record.url?scp=0035426487&partnerID=8YFLogxK
U2 - 10.1016/s0378-4371(01)00201-1
DO - 10.1016/s0378-4371(01)00201-1
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AN - SCOPUS:0035426487
SN - 0378-4371
VL - 297
SP - 242
EP - 252
JO - Physica A: Statistical Mechanics and its Applications
JF - Physica A: Statistical Mechanics and its Applications
IS - 1-2
ER -