IEEE Trans Biomed Eng. 2018 Sep;65(9):2079-2086. doi: 10.1109/TBME.2017.2784101. Epub 2017 Dec 15.
Subcutaneous (sc) administration of fast-acting insulin analogues is the key in conventional therapy of type 1 diabetes (T1D). A model of sc insulin absorption would be helpful for optimizing insulin therapy and test new open- and closed-loop treatment strategies in in silico platforms. Some models have been published in the literature, but none was assessed on a frequently-sampled large dataset of T1D subjects. The aim here is to propose a model of sc absorption of fast-acting insulin, which is able to describe the data and precisely estimate model parameters with a clear physiological interpretation.
Three candidate models were identified on 116 T1D subjects, who underwent a single sc injection of fast-acting insulin and were compared on the basis of their ability to describe the data and their numerical identifiability.
A linear two-compartment model including a subject-specific delay in sc insulin absorption is proposed. On average, a delay of 7.6 min in insulin appearance in the first compartment is detected, then the insulin is slowly absorbed into plasma (in 23% of the subjects) with a rate of 0.0034 min-1, while the remaining diffuses into the second compartment, with a rate constant of 0.028 min-1, and then finally absorbed into plasma with a rate constant of 0.014 min-1.
Among the three tested models, the one proposed here is the only one able to both accurately describe plasma insulin data after a single sc injection and precisely estimate physiologically plausible parameters. The model needs to be further tested in case of variable sc insulin delivery and/or multiple insulin doses.
Results are expected to help the development of new open- and closed-loop insulin treatment strategies.
速效胰岛素类似物经皮下(sc)给药是 1 型糖尿病(T1D)常规治疗的关键。sc 胰岛素吸收模型有助于优化胰岛素治疗,并在计算机模拟平台上测试新的开环和闭环治疗策略。文献中已经发表了一些模型,但没有一个模型在 T1D 受试者的频繁采样大数据库中进行评估。本研究旨在提出一种描述速效胰岛素 sc 吸收的模型,该模型能够描述数据,并通过清晰的生理解释准确估计模型参数。
在 116 名接受速效胰岛素单次 sc 注射的 T1D 受试者中,确定了三种候选模型,并根据其描述数据的能力及其数值可识别性进行了比较。
提出了一种包含 sc 胰岛素吸收个体差异延迟的线性双室模型。平均而言,在第一隔室中检测到胰岛素出现延迟 7.6 分钟,然后胰岛素缓慢吸收到血浆中(在 23%的受试者中),吸收速率为 0.0034 min-1,而其余部分扩散到第二隔室,速率常数为 0.028 min-1,然后最终以 0.014 min-1 的速率常数吸收到血浆中。
在所测试的三种模型中,本文提出的模型是唯一能够准确描述单次 sc 注射后血浆胰岛素数据并精确估计生理上合理参数的模型。该模型需要在可变 sc 胰岛素输送和/或多次胰岛素剂量的情况下进一步测试。
研究结果有望有助于开发新的开环和闭环胰岛素治疗策略。