Modern and traditional approaches combined into an effective gray-box mathematical model of full-blood acid-base.

Q1 Mathematics
Filip Ježek, Jiří Kofránek
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引用次数: 5

Abstract

Background: The acidity of human body fluids, expressed by the pH, is physiologically regulated in a narrow range, which is required for the proper function of cellular metabolism. Acid-base disorders are common especially in intensive care, and the acid-base status is one of the vital clinical signs for the patient management. Because acid-base balance is connected to many bodily processes and regulations, complex mathematical models are needed to get insight into the mixed disorders and to act accordingly. The goal of this study is to develop a full-blood acid-base model, designed to be further integrated into more complex human physiology models.

Results: We have developed computationally simple and robust full-blood model, yet thorough enough to cover most of the common pathologies. Thanks to its simplicity and usage of Modelica language, it is suitable to be embedded within more elaborate systems. We achieved the simplification by a combination of behavioral Siggaard-Andersen's traditional approach for erythrocyte modeling and the mechanistic Stewart's physicochemical approach for plasma modeling. The resulting model is capable of providing variations in arterial pCO2, base excess, strong ion difference, hematocrit, plasma protein, phosphates and hemodilution/hemoconcentration, but insensitive to DPG and CO concentrations.

Conclusions: This study presents a straightforward unification of Siggaard-Andersen's and Stewart's acid-base models. The resulting full-blood acid-base model is designed to be a core part of a complex dynamic whole-body acid-base and gas transfer model.

Abstract Image

Abstract Image

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现代和传统方法结合成一个有效的全血酸碱灰盒数学模型。
背景:以pH值表示的人体体液的酸度在一个狭窄的范围内受到生理调节,这是细胞代谢正常运作所必需的。酸碱失调在重症监护中尤为常见,酸碱状态是患者管理的重要临床指标之一。由于酸碱平衡与许多身体过程和规律有关,因此需要复杂的数学模型来深入了解混合紊乱并采取相应的行动。本研究的目标是建立一个全血酸碱模型,旨在进一步整合到更复杂的人体生理学模型中。结果:我们建立了计算简单、健壮的全血模型,但足够全面,涵盖了大多数常见的病理。由于它的简单性和Modelica语言的使用,它适合嵌入到更复杂的系统中。我们通过结合行为Siggaard-Andersen的红细胞建模传统方法和机械Stewart的血浆建模物理化学方法实现了简化。由此建立的模型能够提供动脉pCO2、碱过量、强离子差、红细胞压积、血浆蛋白、磷酸盐和血液稀释/血液浓度的变化,但对DPG和CO浓度不敏感。结论:本研究提出了Siggaard-Andersen和Stewart酸碱模型的直接统一。由此产生的全血酸碱模型被设计为复杂的动态全身酸碱和气体传递模型的核心部分。
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来源期刊
Theoretical Biology and Medical Modelling
Theoretical Biology and Medical Modelling MATHEMATICAL & COMPUTATIONAL BIOLOGY-
自引率
0.00%
发文量
0
审稿时长
6-12 weeks
期刊介绍: Theoretical Biology and Medical Modelling is an open access peer-reviewed journal adopting a broad definition of "biology" and focusing on theoretical ideas and models associated with developments in biology and medicine. Mathematicians, biologists and clinicians of various specialisms, philosophers and historians of science are all contributing to the emergence of novel concepts in an age of systems biology, bioinformatics and computer modelling. This is the field in which Theoretical Biology and Medical Modelling operates. We welcome submissions that are technically sound and offering either improved understanding in biology and medicine or progress in theory or method.
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