Multi-scale modelling and simulation in systems biology

被引:122
作者
Dada, Joseph O. [1 ,2 ]
Mendes, Pedro [1 ,2 ,3 ]
机构
[1] Manchester Ctr Integrat Syst Biol, Manchester M1B, Lancs, England
[2] Univ Manchester, Sch Comp Sci, Manchester M13 9PL, Lancs, England
[3] Virginia Tech, Virginia Bioinformat Inst, Blacksburg, VA USA
基金
英国生物技术与生命科学研究理事会;
关键词
BIOCHEMICAL NETWORK MODELS; AVASCULAR TUMOR-GROWTH; AGENT-BASED SIMULATION; IUPS PHYSIOME PROJECT; MATHEMATICAL-MODEL; MARKUP LANGUAGE; CANCER; HEART; SCALE; DYNAMICS;
D O I
10.1039/c0ib00075b
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
The aim of systems biology is to describe and understand biology at a global scale where biological functions are recognised as a result of complex mechanisms that happen at several scales, from the molecular to the ecosystem. Modelling and simulation are computational tools that are invaluable for description, prediction and understanding these mechanisms in a quantitative and integrative way. Therefore the study of biological functions is greatly aided by multi-scale methods that enable the coupling and simulation of models spanning several spatial and temporal scales. Various methods have been developed for solving multi-scale problems in many scientific disciplines, and are applicable to continuum based modelling techniques, in which the relationship between system properties is expressed with continuous mathematical equations or discrete modelling techniques that are based on individual units to model the heterogeneous microscopic elements such as individuals or cells. In this review, we survey these multi-scale methods and explore their application in systems biology.
引用
收藏
页码:86 / 96
页数:11
相关论文
共 86 条
  • [1] Development of a Three Dimensional Multiscale Computational Model of the Human Epidermis
    Adra, Salem
    Sun, Tao
    MacNeil, Sheila
    Holcombe, Mike
    Smallwood, Rod
    [J]. PLOS ONE, 2010, 5 (01):
  • [2] Agent-based models in translational systems biology
    An, Gary
    Mi, Qi
    Dutta-Moscato, Joyeeta
    Vodovotz, Yoram
    [J]. WILEY INTERDISCIPLINARY REVIEWS-SYSTEMS BIOLOGY AND MEDICINE, 2009, 1 (02) : 159 - 171
  • [3] Introduction of an agent-based multi-scale modular architecture for dynamic knowledge representation of acute inflammation
    An, Gary
    [J]. THEORETICAL BIOLOGY AND MEDICAL MODELLING, 2008, 5
  • [4] AZUAJE F, 2010, BRIEF BIOINFORM, P1
  • [5] The Cardiac Physiome: perspectives for the future
    Bassingthwaighte, James
    Hunter, Peter
    Noble, Denis
    [J]. EXPERIMENTAL PHYSIOLOGY, 2009, 94 (05) : 597 - 605
  • [6] GENTEX, a general multiscale model for in vivo tissue exchanges and intraorgan metabolism
    Bassingthwaighte, James B.
    Raymond, Gary M.
    Ploger, Janies D.
    Schwartz, Lisa M.
    Bukowski, Thomas R.
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2006, 364 (1843): : 1423 - 1442
  • [7] Multiscale modeling of metabolism, flows, and exchanges in heterogeneous organs
    Bassingthwaighte, James B.
    Raymond, Gary M.
    Butterworth, Erik
    Alessio, Adam
    Caldwell, James H.
    [J]. ANALYSIS OF CARDIAC DEVELOPMENT: FROM EMBRYO TO OLD AGE, 2010, 1188 : 111 - 120
  • [8] CHASTE: incorporating a novel multi-scale spatial and temporal algorithm into a large-scale open source library
    Bernabeu, Miguel O.
    Bordas, Rafel
    Pathmanathan, Pras
    Pitt-Francis, Joe
    Cooper, Jonathan
    Garny, Alan
    Gavaghan, David J.
    Rodriguez, Blanca
    Southern, James A.
    Whiteley, Jonathan P.
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2009, 367 (1895): : 1907 - 1930
  • [9] Agent-based modeling: Methods and techniques for simulating human systems
    Bonabeau, E
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 : 7280 - 7287
  • [10] BRANDT A, 1977, MATH COMPUT, V31, P333, DOI 10.1090/S0025-5718-1977-0431719-X