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本文引用的文献

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Mathematical modeling research to support the development of automated insulin-delivery systems.支持自动胰岛素输送系统开发的数学建模研究。
J Diabetes Sci Technol. 2009 Mar 1;3(2):388-95. doi: 10.1177/193229680900300223.
2
Safety constraints in an artificial pancreatic beta cell: an implementation of model predictive control with insulin on board.人工胰腺β细胞中的安全约束:机载胰岛素模型预测控制的实现
J Diabetes Sci Technol. 2009 May 1;3(3):536-44. doi: 10.1177/193229680900300319.
3
An analysis of how to measure glucose during glucose clamps: are glucose meters ready for research?葡萄糖钳夹试验中葡萄糖测量方法的分析:血糖仪是否适用于研究?
J Diabetes Sci Technol. 2008 Sep;2(5):896-8. doi: 10.1177/193229680800200522.
4
FreeStyle Mini blood glucose results are accurate and suitable for use in glycemic clamp protocols.FreeStyle Mini血糖仪的血糖检测结果准确,适用于血糖钳夹试验方案。
J Diabetes Sci Technol. 2008 Sep;2(5):890-5. doi: 10.1177/193229680800200521.
5
The pharmacokinetic and pharmacodynamic properties of different formulations of biphasic insulin aspart: a randomized, glucose clamp, crossover study.双相门冬胰岛素不同制剂的药代动力学和药效学特性:一项随机、葡萄糖钳夹、交叉研究。
Diabetes Technol Ther. 2008 Dec;10(6):479-85. doi: 10.1089/dia.2008.0019.
6
Bolus calculator: a review of four "smart" insulin pumps.大剂量计算器:四款“智能”胰岛素泵的综述
Diabetes Technol Ther. 2008 Dec;10(6):441-4. doi: 10.1089/dia.2007.0284.
7
Insulin glulisine: a faster onset of action compared with insulin lispro.赖脯胰岛素:与门冬胰岛素相比,起效更快。
Diabetes Obes Metab. 2007 Sep;9(5):746-53. doi: 10.1111/j.1463-1326.2007.00746.x. Epub 2007 Jun 26.
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Insulin control of glucose metabolism in man: a new kinetic analysis.胰岛素对人体葡萄糖代谢的控制:一项新的动力学分析。
J Clin Invest. 1975 May;55(5):1057-66. doi: 10.1172/JCI108006.
9
Insulin kinetics in type-I diabetes: continuous and bolus delivery of rapid acting insulin.I型糖尿病中的胰岛素动力学:速效胰岛素的持续输注和大剂量注射
IEEE Trans Biomed Eng. 2005 Jan;52(1):3-12. doi: 10.1109/TBME.2004.839639.
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Nonlinear model predictive control of glucose concentration in subjects with type 1 diabetes.1型糖尿病患者血糖浓度的非线性模型预测控制
Physiol Meas. 2004 Aug;25(4):905-20. doi: 10.1088/0967-3334/25/4/010.

葡萄糖钳夹技术算法与胰岛素时效曲线

Glucose clamp algorithms and insulin time-action profiles.

作者信息

Bequette B Wayne

机构信息

Department of Chemical and Biological Engineering, Rensselaer Polytechnic Institute, Troy, New York 12180-3590, USA.

出版信息

J Diabetes Sci Technol. 2009 Sep 1;3(5):1005-13. doi: 10.1177/193229680900300503.

DOI:10.1177/193229680900300503
PMID:20144413
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2769898/
Abstract

MOTIVATION

Most current insulin pumps include an insulin-on-board (IOB) feature to help subjects avoid problems associated with "insulin stacking." In addition, many control algorithms proposed for a closed-loop artificial pancreas make use of IOB to reduce the probability of hypoglycemic events that often occur due to the integral action of the controller. The IOB curves are generated from the pharmacodynamic (time-activity profiles) actions of subcutaneous insulin, which are obtained from glycemic clamp studies.

METHODS

Glycemic clamp algorithms are reviewed and in silico studies are performed to analyze the effect of glucose meter bias and noise on glycemic control and the manipulated glucose infusion rates. The glucose infusion rates are used to obtain insulin time-activity profiles, which are then used to generate IOB curves.

RESULTS

A model-based, three-step-ahead controller is shown to be equivalent to a proportional-integral control algorithm with time-delay compensation. A systematic glucose meter bias of +6 mg/dl results in a decrease in the glucose area under the curve of 3% but no change in the IOB profiles.

CONCLUSIONS

Based on these preliminary simulation studies, a substantial amount of glucose meter bias and noise during a glycemic clamp can be tolerated with little net effect on the IOB curves. It is suggested that handheld glucose meters can therefore be used in clamp studies if the measurements are filtered (averaged) before processing by the control algorithm. Clinical studies are needed to confirm these preliminary results.

摘要

动机

目前大多数胰岛素泵都具备胰岛素储备(IOB)功能,以帮助患者避免与“胰岛素叠加”相关的问题。此外,许多为闭环人工胰腺提出的控制算法利用IOB来降低因控制器积分作用而经常发生的低血糖事件的概率。IOB曲线由皮下胰岛素的药效学(时间 - 活性曲线)作用生成,这些作用来自血糖钳夹研究。

方法

回顾血糖钳夹算法并进行计算机模拟研究,以分析血糖仪偏差和噪声对血糖控制及操纵的葡萄糖输注速率的影响。葡萄糖输注速率用于获取胰岛素时间 - 活性曲线,然后用于生成IOB曲线。

结果

基于模型的三步超前控制器被证明等同于具有时延补偿的比例积分控制算法。 +6 mg/dl的系统性血糖仪偏差导致曲线下葡萄糖面积减少3%,但IOB曲线无变化。

结论

基于这些初步模拟研究,血糖钳夹期间大量的血糖仪偏差和噪声可以被容忍,对IOB曲线的净影响很小。因此建议,如果在控制算法处理之前对测量值进行滤波(平均),则手持式血糖仪可用于钳夹研究。需要临床研究来证实这些初步结果。