IEEE Trans Biomed Eng. 2019 Oct;66(10):2889-2896. doi: 10.1109/TBME.2019.2897851. Epub 2019 Feb 6.
Glargine 100 U/mL (Gla-100) and 300 U/mL (Gla-300) are long-acting insulin analogs providing basal insulin supply in multiple daily injection (MDI) therapy of type 1 diabetes (T1D). Both insulins require extensive testing to arrive at the optimal dosing regimen, e.g., timing and amount. Here we aim at a simulation tool for evaluating benefits/risks of different dosing schemes and up-titration rules for both Gla-100 and Gla-300 before clinical testing.
A new pharmacokinetic (PK) model of both Gla-100 and Gla-300 was incorporated into the FDA-accepted University of Virginia/Padova T1D simulator: Specifically, a joint parameter distribution, built from PK parameter estimates, was used to generate individual PK parametrizations for each in silico subject. A virtual trial comparing Gla-100 vs. Gla-300 was performed and assessed against a clinical study to validate the glargine simulator.
Like in vivo, in silico both insulins performed similarly with respect to glucose control: percent time of glucose between [80-140] mg/dL with Gla-100 vs. Gla-300 (primary endpoint) were 41.5 ± 1.1% vs. 39.0 ± 1.2% (P = 0.11) in silico, 31.0 ± 1.6% vs. 31.8 ± 1.5% (P = 0.73) in vivo.
The glargine simulator reproduced the main findings of the clinical trial, proving its validity for testing MDI therapies.
In silico testing of MDI therapies can help designing clinical trials. Due to the more standardized settings in silico (e.g., standardized meals and strict adherence to titration rule), any potential treatment effect is reaching statistical significance in simulation vs. clinical trial.
甘精胰岛素 100U/mL(Gla-100)和 300U/mL(Gla-300)是长效胰岛素类似物,可在 1 型糖尿病(T1D)的多次每日注射(MDI)治疗中提供基础胰岛素供应。这两种胰岛素都需要进行广泛的测试,以确定最佳剂量方案,例如时间和剂量。在这里,我们旨在开发一种模拟工具,用于在临床测试之前评估两种胰岛素(Gla-100 和 Gla-300)的不同给药方案和上调规则的获益/风险。
我们将新的甘精胰岛素 100U/mL 和 300U/mL 的药代动力学(PK)模型纳入到经 FDA 认可的弗吉尼亚大学/帕多瓦 T1D 模拟器中:具体来说,我们使用从 PK 参数估算中构建的联合参数分布,为每个虚拟受试者生成个体 PK 参数化。我们进行了一项比较 Gla-100 与 Gla-300 的虚拟试验,并与一项临床研究进行了比较,以验证甘精胰岛素模拟器。
与体内情况一样,在模拟中,两种胰岛素在血糖控制方面表现相似:Gla-100 和 Gla-300 的葡萄糖时间百分比在[80-140]mg/dL 之间(主要终点)分别为 41.5±1.1%和 39.0±1.2%(P=0.11),分别为 31.0±1.6%和 31.8±1.5%(P=0.73)。
甘精胰岛素模拟器再现了临床试验的主要发现,证明了其用于测试 MDI 疗法的有效性。
MDI 疗法的模拟测试有助于设计临床试验。由于模拟中的设置更加标准化(例如,标准化的膳食和严格遵守滴定规则),任何潜在的治疗效果在模拟中都比临床试验更具有统计学意义。