Visentin Roberto, Schiavon Michele, Man Chiara Dalla
Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:5111-5114. doi: 10.1109/EMBC44109.2020.9175271.
Therapies for treatment of type 2 diabetes (T2D) involve a variety of medications, depending on the stage of T2D progression. It is now an accepted knowledge that in silico trials can help to accelerate drug development and support treatment optimization. A T2D simulator (T2DS), consisting of a model of the glucose-insulin system and an in silico population describing glucose-insulin dynamics in T2D subjects, has been recently developed based on early-stage T2D data, studied with sophisticated experimental techniques. This limits the domain of validity of the simulator to this specific sub-population of T2D. Here we proposed a method for tuning the T2DS to any desired T2D target population, e.g. insulin-naïve (i.e., not experienced with insulin) patients, without the need to resort to complex and expensive clinical studies. This will allow to use the T2DS for testing treatments in the target population. To illustrate the methodology, we used a case study: extending the T2DS to reproduce the behavior of insulin-naïve T2D subjects. The methodology described here can be extended to other stages of T2D, allowing an extensive in silico testing phase of different treatments before human trials.
2型糖尿病(T2D)的治疗方法包括多种药物,具体取决于T2D的进展阶段。目前,计算机模拟试验有助于加速药物研发并支持治疗优化,这已成为公认的知识。一种T2D模拟器(T2DS)最近基于早期T2D数据开发而成,它由葡萄糖-胰岛素系统模型和描述T2D患者葡萄糖-胰岛素动态变化的计算机模拟人群组成,并采用了复杂的实验技术进行研究。这将模拟器的有效性范围限制在了T2D的这一特定亚人群中。在此,我们提出了一种方法,可将T2DS调整至任何所需的T2D目标人群,例如初治(即未使用过胰岛素)患者,而无需借助复杂且昂贵的临床研究。这将使得能够使用T2DS在目标人群中测试治疗方法。为了说明该方法,我们进行了一个案例研究:扩展T2DS以重现初治T2D患者的行为。这里描述的方法可以扩展到T2D的其他阶段,从而在人体试验之前允许对不同治疗方法进行广泛的计算机模拟测试阶段。