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Queueing theory model of pentose phosphate pathway

Sylwester M. Kloska, Krzysztof Pałczyński, Tomasz Marciniak, Tomasz Talaśka, Marissa Miller, Beata J. Wysocki, Paul H. Davis, Tadeusz A. Wysocki

2022Scientific Reports28 citationsDOIOpen Access PDF

Abstract

Due to its role in maintaining the proper functioning of the cell, the pentose phosphate pathway (PPP) is one of the most important metabolic pathways. It is responsible for regulating the concentration of simple sugars and provides precursors for the synthesis of amino acids and nucleotides. In addition, it plays a critical role in maintaining an adequate level of NADPH, which is necessary for the cell to fight oxidative stress. These reasons prompted the authors to develop a computational model, based on queueing theory, capable of simulating changes in PPP metabolites' concentrations. The model has been validated with empirical data from tumor cells. The obtained results prove the stability and accuracy of the model. By applying queueing theory, this model can be further expanded to include successive metabolic pathways. The use of the model may accelerate research on new drugs, reduce drug costs, and reduce the reliance on laboratory animals necessary for this type of research on which new methods are tested.

Topics & Concepts

Pentose phosphate pathwayQueueing theoryPentoseComputer scienceMetabolic pathwayChemistryMetabolismComputational biologyBiochemistryBiochemical engineeringBiologyGlycolysisComputer networkFermentationEngineeringPancreatic function and diabetesEndoplasmic Reticulum Stress and DiseaseLiver Disease Diagnosis and Treatment