Bequette B Wayne
Department of Chemical and Biological Engineering, Rensselaer Polytechnic Institute, Troy, New York 12180-3590, USA.
J Diabetes Sci Technol. 2009 Sep 1;3(5):1005-13. doi: 10.1177/193229680900300503.
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.
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.
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.
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.
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。
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。
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。
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。