摘要
通量平衡分析是代谢工程研究中能够定量预测细胞内通量分布情况的有效工具,然而其预测准确性的前提是需要设计合理的代谢目标函数。研究了克雷伯氏杆菌歧化甘油生产1,3-丙二醇的代谢目标函数计算问题。该问题的数学形式是一个双层规划模型,首先应用线性规划的对偶理论将其转化为等价的单层非线性优化问题,然后采用非线性优化算法对其进行求解。与已有的研究结果相比,所提方法获得了克雷伯氏杆菌歧化甘油代谢的全局最优通量分布情况。
Flux balance analysis is an effective tool that can quantitatively predict the flux distribution of cellular metabo-lism in the study of metabolic engineering. The accuracy of this kind of predictions can be achieved by computing a rea-sonable objective function. This paper considers the problem of computing an objective function of glycerol metabolism in Klebsiella pneumoniae for 1, 3-propanediol production. The mathematical representation of this problem is a bilevel programming model. The dual theory of linear programming is firstly used to transform the above bilevel programming into an equivalent nonlinear optimization problem. Then the obtained problem can be solved by nonlinear optimization algo-rithms. Compared with the current method, the proposed approach obtains the globally optimal flux distribution of glycerol metabolism in Klebsiella pneumoniae for 1, 3-propanediol production.
出处
《计算机工程与应用》
CSCD
2014年第8期226-230,264,共6页
Computer Engineering and Applications
基金
国家自然科学基金(No.11101051
No.11371071)
辽宁省高等学校优秀人才支持计划资助项目(No.LJQ2013115)
关键词
优化
通量平衡分析
双层规划
对偶理论
代谢
1
3-丙二醇
甘油
optimization
flux balance analysis
bilevel programming
duality theory
metabolism
1, 3-propanediol
glycerol
