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ICU患者的衍生加权活性胰岛素控制建模与临床试验

Derivative weighted active insulin control modelling and clinical trials for ICU patients.

作者信息

Doran Carmen V, Hudson Nicolas H, Moorhead Katherine T, Chase J Geoffrey, Shaw Geoffrey M, Hann Chris E

机构信息

Department of Mechanical Engineering, University of Canterbury, Private Bag 4800, Christchurch, New Zealand.

出版信息

Med Eng Phys. 2004 Dec;26(10):855-66. doi: 10.1016/j.medengphy.2004.08.004.

Abstract

Close control of blood glucose levels significantly reduces vascular complications in Type 1 and Type 2 diabetic individuals. Heavy derivative controllers using the data density available from emerging biosensors are developed to provide tight, optimal control of elevated blood glucose levels, while robustly handling variation in patient response. A two-compartment glucose regulatory system model is developed for intravenous infusion from physiologically verified subcutaneous infusion models enabling a proof-of-concept clinical trial at the Christchurch Hospital Department of Intensive Care Medicine. This clinical trial is the first of its kind to test a high sample rate feedback control algorithm for tight glucose regulation. The clinical trial results show tight control with reductions of 79-89% in blood glucose excursions for an oral glucose tolerance test. Experimental performance is very similar to modelled behaviour. Results include a clear need for an additional accumulator dynamic for insulin behaviour in transport to the blood and strong correlation of 10% or less between modelled insulin infused and the amounts used in clinical trials. Finally, the heavy derivative PD control approach is seen to be able to bring blood glucose levels below the (elevated) basal level, showing the potential for truly tight control.

摘要

严格控制血糖水平可显著降低1型和2型糖尿病患者的血管并发症。利用新兴生物传感器提供的数据密度开发了重导数控制器,以对升高的血糖水平进行严格、优化的控制,同时有力地应对患者反应的变化。基于经过生理验证的皮下输注模型,开发了一种用于静脉输注的双室葡萄糖调节系统模型,从而能够在克赖斯特彻奇医院重症医学科进行概念验证临床试验。该临床试验是同类试验中首个测试用于严格血糖调节的高采样率反馈控制算法的试验。临床试验结果表明,在口服葡萄糖耐量试验中,严格控制可使血糖波动降低79 - 89%。实验性能与模型行为非常相似。结果包括明显需要为胰岛素在输送到血液中的行为增加一个累加器动态,以及模型输注胰岛素与临床试验中使用的量之间的相关性在10%或更低。最后,重导数PD控制方法被证明能够使血糖水平降至(升高的)基础水平以下,显示出真正严格控制的潜力。

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