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Artificial pancreas clinical trials: Moving towards closed-loop control using insulin-on-board constraints

机译:人工胰腺临床试验:使用机载胰岛素限制剂实现闭环控制

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Artificial pancreas (AP) systems for people with type 1 diabetes (T1DM) combine the use of a smart insulin pump with a Continuous Glucose Monitor (CGM) and a control algorithm to improve the regulation of glycaemia. Based on the extensive clinical evidence provided by the main research groups in the area, a hybrid control algorithm combining insulin meal boluses and glucose feedback action has been recently approved. However, this sort of algorithms should be refined especially during the postprandial period. In turn, fully closed-loop control strategies have to be further developed. In either case, intensive in vivo validation is necessary to ensure the viability of the proposed strategy as an effective method to treat TI DM patients. In this paper, a safety layer called SAFE loop [1] is reformulated to be employed during clinical trials in two different ways: the time enable mode to gradually activate the closed-loop control after an insulin meal bolus in hybrid configurations; and the amplitude enable mode to activate the full closed-loop control as long as the insulin infusion does not exceed the conventional therapy to a given extent. The SAFE module decides the activation of the controller as a function of a constraint on the insulin on board (IOB). In the case of the Time Enable, this results in the use of a constant restriction on the IOB, whereas in the amplitude enable it results in the use of a time-varying 10B constraint. Both operation modes are evaluated in silico using broadly accepted high-order models and the results contrasted with the ones obtained without the SAFE protection. (C) 2018 Elsevier Ltd. All rights reserved.
机译:针对1型糖尿病(T1DM)患者的人工胰腺(AP)系统将智能胰岛素泵与连续血糖监测仪(CGM)和控制算法结合使用,以改善血糖调节。基于该地区主要研究小组提供的广泛临床证据,最近已批准了结合胰岛素餐食团和葡萄糖反馈作用的混合控制算法。但是,尤其是在餐后期间,应改进此类算法。反过来,必须进一步开发完全闭环控制策略。在这两种情况下,都必须进行深入的体内验证,以确保所提出策略作为治疗TI DM患者的有效方法的可行性。在本文中,重新设计了一种称为SAFE loop [1]的安全层,以两种不同的方式在临床试验中使用:时间使能模式,以在混合配置中餐后推入胰岛素餐后逐渐激活闭环控制;只要胰岛素输注在给定程度上不超过常规疗法,振幅启用模式就可以激活完全闭环控制。 SAFE模块根据对板上胰岛素(IOB)的约束来决定控制器的激活。在使用时间启用的情况下,这会导致对IOB使用恒定的限制,而在启用幅度的情况下,这会导致使用随时间变化的10B约束。使用广泛接受的高阶模型对两种操作模式进行了计算机评估,结果与没有SAFE保护的情况进行了对比。 (C)2018 Elsevier Ltd.保留所有权利。

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