In silico simulation of biological network dynamics

被引:51
作者
Salwinski, L [1 ]
Eisenberg, D [1 ]
机构
[1] Univ Calif Los Angeles, DOE, Inst Gen & Prote, Howard Hughes Med Inst,Mol Biol Inst, Los Angeles, CA 90095 USA
基金
美国国家卫生研究院;
关键词
D O I
10.1038/nbt991
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Realistic simulation of biological networks requires stochastic simulation approaches because of the small numbers of molecules per cell. The high computational cost of stochastic simulation on conventional microprocessor-based computers arises from the intrinsic disparity between the sequential steps executed by a microprocessor program and the highly parallel nature of information flow within biochemical networks. This disparity is reduced with the Field Programmable Gate Array (FPGA)-based approach presented here. The parallel architecture of FPGAs, which can simulate the basic reaction steps of biological networks, attains simulation rates at least an order of magnitude greater than currently available microprocessors.
引用
收藏
页码:1017 / 1019
页数:3
相关论文
共 15 条
[1]  
Arkin A, 1998, GENETICS, V149, P1633
[2]   PROTEIN MOLECULES AS COMPUTATIONAL ELEMENTS IN LIVING CELLS [J].
BRAY, D .
NATURE, 1995, 376 (6538) :307-312
[3]   Modelling cellular behaviour [J].
Endy, D ;
Brent, R .
NATURE, 2001, 409 (6818) :391-395
[4]   Efficient exact stochastic simulation of chemical systems with many species and many channels [J].
Gibson, MA ;
Bruck, J .
JOURNAL OF PHYSICAL CHEMISTRY A, 2000, 104 (09) :1876-1889
[5]   EXACT STOCHASTIC SIMULATION OF COUPLED CHEMICAL-REACTIONS [J].
GILLESPIE, DT .
JOURNAL OF PHYSICAL CHEMISTRY, 1977, 81 (25) :2340-2361
[6]   Improved leap-size selection for accelerated stochastic simulation [J].
Gillespie, DT ;
Petzold, LR .
JOURNAL OF CHEMICAL PHYSICS, 2003, 119 (16) :8229-8234
[7]   From molecular to modular cell biology [J].
Hartwell, LH ;
Hopfield, JJ ;
Leibler, S ;
Murray, AW .
NATURE, 1999, 402 (6761) :C47-C52
[8]   Approximate simulation of coupled fast and slow reactions for stochastic chemical kinetics [J].
Haseltine, EL ;
Rawlings, JB .
JOURNAL OF CHEMICAL PHYSICS, 2002, 117 (15) :6959-6969
[9]   Modeling a Hox gene network in silico using a stochastic simulation algorithm [J].
Kastner, J ;
Solomon, J ;
Fraser, S .
DEVELOPMENTAL BIOLOGY, 2002, 246 (01) :122-131
[10]   STOCKS: STOChastic kinetic Simulations of biochemical systems with gillespie algorithm [J].
Kierzek, AM .
BIOINFORMATICS, 2002, 18 (03) :470-481