DETERMINING METABOLIC SENSITIVITY COEFFICIENTS DIRECTLY FROM EXPERIMENTAL-DATA

被引:22
作者
SCHLOSSER, PM
HOLCOMB, T
BAILEY, JE
机构
[1] CALTECH, DEPT CHEM ENGN, PASADENA, CA 91125 USA
[2] CHEM IND INST TOXICOL, RES TRIANGLE PK, NC 27709 USA
关键词
SENSITIVITY COEFFICIENTS; METABOLIC SENSITIVITY COEFFICIENTS; ELASTICITIES;
D O I
10.1002/bit.260411105
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
The application of metabolic control theory (MCT), or other methods of determining metabolic sensitivity to the rates of specific cellular processes, such as enzymatic reactions, requires knowledge of the elasticity coefficients (system partial derivatives) for the processes under study. Although rate equations are available in the literature for some enzymatic reactions, there are many reactions and processes for which this is not the case. Although one could perform the experiments necessary to determine the rate equations for a given system, these equations are, in fact, not required for the calculation of sensitivities-only the elasticities (the derivatives) are needed. A more direct and efficient approach would be to compute elasticities directly from experimental data. Errors can arise in such an approach, however, because data is invariably corrupted by noise and the linear regression used in such a calculation may be quite sensitive to this noise. Error analysis and alternative regression techniques are presented which not only allow one to eliminate data components with excessive noise, but also provide guidance as to what additional data may be required for accurate sensitivity analysis. This information indicates which measurements require more accuracy and what additional experiments should be conducted to reduce errors in calculated metabolic sensitivity coefficients.
引用
收藏
页码:1027 / 1038
页数:12
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