DYNAMICAL MODEL FOR DNA-SEQUENCES

被引:76
作者
ALLEGRINI, P
BARBI, M
GRIGOLINI, P
WEST, BJ
机构
[1] UNIV PISA,DIPARTIMENTO FIS,I-56100 PISA,ITALY
[2] CNR,IST BIOFIS,I-56127 PISA,ITALY
来源
PHYSICAL REVIEW E | 1995年 / 52卷 / 05期
关键词
D O I
10.1103/PhysRevE.52.5281
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We address the problem of DNA sequences, developing a ''dynamical'' method based on the assumption that the statistical properties of DNA paths are determined by the joint action of two processes, one deterministic with long-range correlations and the other random and delta-function correlated. The generator of the deterministic evolution is a nonlinear map belonging to a class of maps recently tailored to mimic the processes of weak chaos responsible for the birth of anomalous diffusion. It is assumed that the deterministic process corresponds to unknown biological rules that determine the DNA path, whereas the noise mimics the influence of an infinite-dimensional environment on the biological process under study. We prove that the resulting diffusion process, if the effect of the random process is neglected, is an cu-stable Levy process with 1 < alpha < 2. We also show that, if the diffusion process is determined by the joint action of the deterministic and the random process, the correlation effects of the ''deterministic dynamics'' are canceled on the short-range scale, but show up in the long-range one. We denote our prescription to generate statistical sequences as the copying mistake map (CMM). We carry out our analysis of several DNA sequences and their CMM realizations with a variety of techniques and we especially focus on a method of regression to equilibrium, which we call the Onsager analysis. With these techniques we establish the statistical equivalence of the real DNA sequences with their CMM realizations. We show that long-range correlations are present in exons as well as in introns, but are difficult to detect, since the exon ''dynamics'' is shown to be determined by the entanglement of three distinct and independent CMM's.
引用
收藏
页码:5281 / 5296
页数:16
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