Rapid prototyping of multi-compartment models for urea kinetics in hemodialysis: a System Dynamics approach.

IF 1.1 4区 医学 Q4 ENGINEERING, BIOMEDICAL Journal of Artificial Organs Pub Date : 2024-09-01 Epub Date: 2023-09-05 DOI:10.1007/s10047-023-01416-w
David M Rubin, Robyn F R Letts, Xriz L Richards, Shamin Achari, Adam Pantanowitz
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Abstract

Models of urea kinetics facilitate a mechanistic understanding of urea transfer and provide a tool for optimizing dialysis efficacy. Dual-compartment models have largely replaced single-compartment models as they are able to accommodate the urea rebound on the cessation of dialysis. Modeling the kinetics of urea and other molecular species is frequently regarded as a rarefied academic exercise with little relevance at the bedside. We demonstrate the utility of System Dynamics in creating multi-compartment models of urea kinetics by developing a dual-compartment model that is efficient, intuitive, and widely accessible to a range of practitioners. Notwithstanding its simplicity, we show that the System Dynamics model compares favorably with the performance of a more complex volume-average model in terms of calibration to clinical data and parameter estimation. Its intuitive nature, ease of development/modification, and excellent performance with real-world data may make System Dynamics an invaluable tool in widening the accessibility of hemodialysis modeling.

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血液透析中尿素动力学多室模型的快速原型开发:一种系统动力学方法。
尿素动力学模型有助于从机理上理解尿素转移,并为优化透析疗效提供了工具。双室模型已在很大程度上取代了单室模型,因为它们能够适应透析停止后的尿素反弹。尿素和其他分子物质的动力学建模经常被认为是高深莫测的学术活动,与床边工作关系不大。我们开发了一种高效、直观且广泛适用于各种从业人员的双室模型,证明了系统动力学在创建尿素动力学多室模型方面的实用性。尽管模型简单,但我们发现系统动力学模型在临床数据校准和参数估计方面的表现优于更复杂的容积平均模型。系统动力学模型的直观性、开发/修改的简便性以及在实际数据中的出色表现,可能会使其成为扩大血液透析模型使用范围的宝贵工具。
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来源期刊
Journal of Artificial Organs
Journal of Artificial Organs 医学-工程:生物医学
CiteScore
2.80
自引率
15.40%
发文量
68
审稿时长
6-12 weeks
期刊介绍: The aim of the Journal of Artificial Organs is to introduce to colleagues worldwide a broad spectrum of important new achievements in the field of artificial organs, ranging from fundamental research to clinical applications. The scope of the Journal of Artificial Organs encompasses but is not restricted to blood purification, cardiovascular intervention, biomaterials, and artificial metabolic organs. Additionally, the journal will cover technical and industrial innovations. Membership in the Japanese Society for Artificial Organs is not a prerequisite for submission.
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