The Double Phospho/Dephosphorylation Cycle as a Benchmark to Validate an Effective Taylor Series Method to Integrate Ordinary Differential Equations

The double phosphorylation/dephosphorylation cycle consists of a symmetric network of biochemical reactions of paramount importance in many intracellular mechanisms. From a network perspective, they consist of four enzymatic reactions interconnected in a specular way. The general approach to model e...

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Main Authors: Alessandro Borri, Francesco Carravetta, Pasquale Palumbo
Format: Article
Language:English
Published: MDPI AG 2021-09-01
Series:Symmetry
Subjects:
Online Access:https://www.mdpi.com/2073-8994/13/9/1684
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spelling doaj-3d259ac8c7424b4aa00e64689fb40b012021-09-26T01:31:26ZengMDPI AGSymmetry2073-89942021-09-01131684168410.3390/sym13091684The Double Phospho/Dephosphorylation Cycle as a Benchmark to Validate an Effective Taylor Series Method to Integrate Ordinary Differential EquationsAlessandro Borri0Francesco Carravetta1Pasquale Palumbo2Institute for Systems Analysis and Computer Science “A. Ruberti”, National Research Council of Italy (CNR-IASI), 00185 Rome, ItalyInstitute for Systems Analysis and Computer Science “A. Ruberti”, National Research Council of Italy (CNR-IASI), 00185 Rome, ItalyDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, ItalyThe double phosphorylation/dephosphorylation cycle consists of a symmetric network of biochemical reactions of paramount importance in many intracellular mechanisms. From a network perspective, they consist of four enzymatic reactions interconnected in a specular way. The general approach to model enzymatic reactions in a deterministic fashion is by means of stiff Ordinary Differential Equations (ODEs) that are usually hard to integrate according to biologically meaningful parameter settings. Indeed, the quest for model simplification started more than one century ago with the seminal works by Michaelis and Menten, and their Quasi Steady-State Approximation methods are still matter of investigation nowadays. This work proposes an effective algorithm based on Taylor series methods that manages to overcome the problems arising in the integration of stiff ODEs, without settling for model approximations. The double phosphorylation/dephosphorylation cycle is exploited as a benchmark to validate the methodology from a numerical viewpoint.https://www.mdpi.com/2073-8994/13/9/1684systems biologyenzymatic reactionsquadratizationODE integration
collection DOAJ
language English
format Article
sources DOAJ
author Alessandro Borri
Francesco Carravetta
Pasquale Palumbo
spellingShingle Alessandro Borri
Francesco Carravetta
Pasquale Palumbo
The Double Phospho/Dephosphorylation Cycle as a Benchmark to Validate an Effective Taylor Series Method to Integrate Ordinary Differential Equations
Symmetry
systems biology
enzymatic reactions
quadratization
ODE integration
author_facet Alessandro Borri
Francesco Carravetta
Pasquale Palumbo
author_sort Alessandro Borri
title The Double Phospho/Dephosphorylation Cycle as a Benchmark to Validate an Effective Taylor Series Method to Integrate Ordinary Differential Equations
title_short The Double Phospho/Dephosphorylation Cycle as a Benchmark to Validate an Effective Taylor Series Method to Integrate Ordinary Differential Equations
title_full The Double Phospho/Dephosphorylation Cycle as a Benchmark to Validate an Effective Taylor Series Method to Integrate Ordinary Differential Equations
title_fullStr The Double Phospho/Dephosphorylation Cycle as a Benchmark to Validate an Effective Taylor Series Method to Integrate Ordinary Differential Equations
title_full_unstemmed The Double Phospho/Dephosphorylation Cycle as a Benchmark to Validate an Effective Taylor Series Method to Integrate Ordinary Differential Equations
title_sort double phospho/dephosphorylation cycle as a benchmark to validate an effective taylor series method to integrate ordinary differential equations
publisher MDPI AG
series Symmetry
issn 2073-8994
publishDate 2021-09-01
description The double phosphorylation/dephosphorylation cycle consists of a symmetric network of biochemical reactions of paramount importance in many intracellular mechanisms. From a network perspective, they consist of four enzymatic reactions interconnected in a specular way. The general approach to model enzymatic reactions in a deterministic fashion is by means of stiff Ordinary Differential Equations (ODEs) that are usually hard to integrate according to biologically meaningful parameter settings. Indeed, the quest for model simplification started more than one century ago with the seminal works by Michaelis and Menten, and their Quasi Steady-State Approximation methods are still matter of investigation nowadays. This work proposes an effective algorithm based on Taylor series methods that manages to overcome the problems arising in the integration of stiff ODEs, without settling for model approximations. The double phosphorylation/dephosphorylation cycle is exploited as a benchmark to validate the methodology from a numerical viewpoint.
topic systems biology
enzymatic reactions
quadratization
ODE integration
url https://www.mdpi.com/2073-8994/13/9/1684
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