دورية أكاديمية

Parameter Identification in Metabolic Reaction Networks by Means of Multiple Steady-State Measurements

التفاصيل البيبلوغرافية
العنوان: Parameter Identification in Metabolic Reaction Networks by Means of Multiple Steady-State Measurements
المؤلفون: Giovanni Palombo, Alessandro Borri, Federico Papa, Marco Papi, Pasquale Palumbo
المصدر: Symmetry, Vol 15, Iss 2, p 368 (2023)
بيانات النشر: MDPI AG, 2023.
سنة النشر: 2023
المجموعة: LCC:Mathematics
مصطلحات موضوعية: metabolic reaction networks, kinetic metabolic models, parameter identification, Mathematics, QA1-939
الوصف: In this work, we investigate some theoretical aspects related to the estimation approach proposed by Liebermeister and Klipp, 2006, in which general rate laws, derived from standardized enzymatic mechanisms, are exploited to kinetically describe the fluxes of a metabolic reaction network, and multiple metabolic steady-state measurements are exploited to estimate the unknown kinetic parameters. Further mathematical details are deeply investigated, and necessary conditions on the amount of information required to solve the identification problem are given. Moreover, theoretical results for the parameter identifiability are provided, and symmetrical and modular properties of the proposed approach are highlighted when the global identification problem is decoupled into smaller and simpler identification problems related to the single reactions of the network. Among the advantages of the proposed innovative approach are (i) non-restrictive conditions to guarantee the solvability of the parameter estimation problem, (ii) the unburden of the usual computational complexity for such identification problems, and (iii) the ease of obtaining the required number of measurements, which are actually steady-state data, experimentally easier to obtain with respect to the time-dependent ones. A simple example concludes the paper, highlighting the mentioned advantages of the method and the implementation of the related theoretical result.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2073-8994
Relation: https://www.mdpi.com/2073-8994/15/2/368; https://doaj.org/toc/2073-8994
DOI: 10.3390/sym15020368
URL الوصول: https://doaj.org/article/ef4bb4492ce84dfe9a4f30325e8ddcf9
رقم الأكسشن: edsdoj.f4bb4492ce84dfe9a4f30325e8ddcf9
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20738994
DOI:10.3390/sym15020368