GENERALIZED LEVY-WALK MODEL FOR DNA NUCLEOTIDE-SEQUENCES

被引:142
作者
BULDYREV, SV
GOLDBERGER, AL
HAVLIN, S
PENG, CK
SIMONS, M
STANLEY, HE
机构
[1] BOSTON UNIV,DEPT PHYS,BOSTON,MA 02215
[2] HARVARD UNIV,BETH ISRAEL HOSP,SCH MED,DIV CARDIOVASC,BOSTON,MA 02215
[3] BAR ILAN UNIV,DEPT PHYS,RAMAT GAN,ISRAEL
来源
PHYSICAL REVIEW E | 1993年 / 47卷 / 06期
关键词
D O I
10.1103/PhysRevE.47.4514
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 propose a generalized Levy walk to model fractal landscapes observed in noncoding DNA sequences. We find that this model provides a very close approximation to the empirical data and explains a number of statistical properties of genomic DNA sequences such as the distribution of strand-biased regions (those with an excess of one type of nucleotide) as well as local changes in the slope of the correlation exponent alpha. The generalized Levy-walk model simultaneously accounts for the long-range correlations in noncoding DNA sequences and for the apparently paradoxical finding of long subregions of biased random walks (length l(j)) within these correlated sequences. In the generalized Levy-walk model, the l(j) are chosen from a power-law distribution P(l(j)) is-proportional-to l(j)-u. The correlation exponent alpha is related to mu through alpha = 2 - mu/2 if 2 < mu < 3. The model is consistent with the finding of ''repetitive elements'' of variable length interspersed within noncoding DNA.
引用
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页码:4514 / 4523
页数:10
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