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A robust methodology for kinetic model parameter estimation for biocatalytic reactions

메타 데이터

바이오화학분류
    • 바이오정밀화학
      1. 용매
    • 화장품용 기능성소재
      1. 계면활성제⁄증점제
    • 의료용 화학소재
      1. 치료제
      2. 식품첨가제
논문

A robust methodology for kinetic model parameter estimation for biocatalytic reactions

학술지

Biotechnology progress

저자명

Al-Haque, Naweed; Santacoloma, Paloma A.; Neto, Watson; Tufvesson, Pä r; Gani, Rafiqul; Woodley, John M.

초록

<P>Effective estimation of parameters in biocatalytic reaction kinetic expressions are very important when building process models to enable evaluation of process technology options and alternative biocatalysts. The kinetic models used to describe enzyme-catalyzed reactions generally include several parameters, which are strongly correlated with each other. State-of-the-art methodologies such as nonlinear regression (using progress curves) or graphical analysis (using initial rate data, for example, the Lineweaver-Burke plot, Hanes plot or Dixon plot) often incorporate errors in the estimates and rarely lead to globally optimized parameter values. In this article, a robust methodology to estimate parameters for biocatalytic reaction kinetic expressions is proposed. The methodology determines the parameters in a systematic manner by exploiting the best features of several of the current approaches. The parameter estimation problem is decomposed into five hierarchical steps, where the solution of each of the steps becomes the input for the subsequent step to achieve the final model with the corresponding regressed parameters. The model is further used for validating its performance and determining the correlation of the parameters. The final model with the fitted parameters is able to describe both initial rate and dynamic experiments. Application of the methodology is illustrated with a case study using the ω-transaminase catalyzed synthesis of 1-phenylethylamine from acetophenone and 2-propylamine.</P>

발행연도

2012

발행기관

Wiley (John WileySons)

ISSN

8756-7938

ISSN

1520-6033

28

5

페이지

pp.1186-1196

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1 2023-12-11

논문; 2012-07-25

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