Identification of parameters in systems biology

被引:12
作者
Abdulla, Ugur G. [1 ]
Poteau, Roby [1 ]
机构
[1] Florida Inst Technol, Dept Math Sci, 150 W Univ Blvd, Melbourne, FL 32901 USA
关键词
Systems biology; Parameter estimation; Nonlinear ODEs; Bistable switch; Genetic regulatory network; Repressilator model; Tikhonov regularization; IDENTIFIABILITY ANALYSIS; GLOBAL IDENTIFIABILITY; QUASI-LINEARIZATION; INVERSE PROBLEMS; MODELS; TOOLBOX; NETWORK; ROBUST;
D O I
10.1016/j.mbs.2018.09.004
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We consider the inverse problem for the identification of the finite dimensional set of parameters for systems of nonlinear ordinary differential equations (ODEs) arising in systems biology. A numerical method which combines Bellman's quasilinearization with sensitivity analysis and Tikhonov's regularization is implemented. We apply the method to various biological models such as the classical Lotka-Volterra system, bistable switch model in genetic regulatory networks, gene regulation and repressilator models from synthetic biology. The numerical results and application to real data demonstrate the quadratic convergence.
引用
收藏
页码:133 / 145
页数:13
相关论文
共 34 条
[1]  
Abdulla U., 2018, QLOPT V3 0
[2]   QUASI-LINEARIZATION AND INVERSE PROBLEMS OF NONLINEAR DYNAMICS [J].
ABDULLAEV, UG .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1995, 85 (03) :509-526
[3]   QUASI-LINEARIZATION AND INVERSE PROBLEMS FOR NONLINEAR CONTROL-SYSTEMS [J].
ABDULLAEV, UG .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1995, 85 (03) :527-543
[4]  
[Anonymous], 1999, SYSTEM IDENTIFICATIO
[5]   Global identifiability of nonlinear models of biological systems [J].
Audoly, S ;
Bellu, G ;
D'Angiò, L ;
Saccomani, MP ;
Cobelli, C .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2001, 48 (01) :55-65
[6]   AMIGO2, a toolbox for dynamic modeling, optimization and control in systems biology [J].
Balsa-Canto, Eva ;
Henriques, David ;
Gabor, Attila ;
Banga, Julio R. .
BIOINFORMATICS, 2016, 32 (21) :3357-3359
[7]  
Beckenbach E. F., 1961, Inequalities
[8]  
Bellman R. E., 1965, QUASILINEARIZATION N
[9]   GLOBAL IDENTIFIABILITY OF THE PARAMETERS OF NONLINEAR-SYSTEMS WITH SPECIFIED INPUTS - A COMPARISON OF METHODS [J].
CHAPPELL, MJ ;
GODFREY, KR ;
VAJDA, S .
MATHEMATICAL BIOSCIENCES, 1990, 102 (01) :41-73
[10]  
Chis O., 2011, PLOS ONE, V6, P41