Modeling genetic networks and their evolution: A complex dynamical systems perspective

被引:36
作者
Bornholdt, S [1 ]
机构
[1] Univ Kiel, Inst Theoret Phys, D-24098 Kiel, Germany
关键词
complex systems; evolutionary genomics; functional genomics; genetic networks; genome-wide modeling; simulation studies; self-organization;
D O I
10.1515/BC.2001.161
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
After finishing the sequence of the human genome, a functional understanding of genome dynamics is the next major step on the agenda of the biosciences. New approaches, such as microarray techniques, and new methods of bioinformatics provide powerful tools aiming in this direction. In the last few years, important parts of genome organization and dynamics in a number of model organisms have been determined. However, an integrated view of gene regulation on a genomic scale is still lacking. Here, genome function is discussed from a complex dynamical systems perspective: which dynamical properties can a large genomic system exhibit in principle, given the local mechanisms governing the small subsystems that we know today? Models of artificial genetic networks are used to explore dynamical principles and possible emergent dynamical phenomena in networks of genetic switches. One observes evolution of robustness and dynamical self-organization in large networks of artificial regulators that are based on the dynamic mechanism of transcriptional regulators as observed in biological gene regulation. Possible biological observables and ways of experimental testing of global phenomena in genome function and dynamics are discussed. Models of artificial genetic networks provide a tool to address questions in genome dynamics and their evolution and allow simulation studies in evolutionary genomics.
引用
收藏
页码:1289 / 1299
页数:11
相关论文
共 63 条
[41]   Genomic evolution during a 10,000-generation experiment with bacteria [J].
Papadopoulos, D ;
Schneider, D ;
Meier-Eiss, J ;
Arber, W ;
Lenski, RE ;
Blot, M .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1999, 96 (07) :3807-3812
[42]  
Patel NH, 2000, GENOME BIOL, V1
[43]   Developing a new view of evolution [J].
Pennisi, E ;
Roush, W .
SCIENCE, 1997, 277 (5322) :34-37
[44]   Genome-wide location and function of DNA binding proteins [J].
Ren, B ;
Robert, F ;
Wyrick, JJ ;
Aparicio, O ;
Jennings, EG ;
Simon, I ;
Zeitlinger, J ;
Schreiber, J ;
Hannett, N ;
Kanin, E ;
Volkert, TL ;
Wilson, CJ ;
Bell, SP ;
Young, RA .
SCIENCE, 2000, 290 (5500) :2306-+
[46]   Landscapes and molecular evolution [J].
Schuster, P .
PHYSICA D-NONLINEAR PHENOMENA, 1997, 107 (2-4) :351-365
[47]   Genome system architecture and natural genetic engineering in evolution [J].
Shapiro, JA .
MOLECULAR STRATEGIES IN BIOLOGICAL EVOLUTION, 1999, 870 :23-35
[48]   Extinction and self-organized criticality in a model of large-scale evolution [J].
Sole, RV ;
Manrubia, SC .
PHYSICAL REVIEW E, 1996, 54 (01) :R42-R45
[49]   Self-similarity of extinction statistics in the fossil record [J].
Sole, RV ;
Manrubia, SC ;
Benton, MJ ;
Bak, P .
NATURE, 1997, 388 (6644) :764-767
[50]  
SOLE RV, 1998, COMPLEXITY, V1, P40