Clinical Pharmacology and Quantitative Pharmacology, Clinical Pharmacology and Safety Sciences, R&D, AstraZeneca, Gaithersburg, Maryland.
M&S Decisions, Moscow, Russia.
Diabetes Obes Metab. 2021 Apr;23(4):991-1000. doi: 10.1111/dom.14305. Epub 2021 Jan 25.
To develop a quantitative systems pharmacology model to describe the effect of dapagliflozin (a sodium-glucose co-transporter-2 [SGLT2] inhibitor) on glucose-insulin dynamics in type 2 diabetes mellitus (T2DM) patients, and to identify key determinants of treatment-mediated glycated haemoglobin (HbA1c) reduction.
Glycaemic control during dapagliflozin treatment was mechanistically characterized by integrating components representing dapagliflozin pharmacokinetics (PK), glucose-insulin homeostasis, renal glucose reabsorption, and HbA1c formation. The model was developed using PK variables, glucose, plasma insulin, and urinary glucose excretion (UGE) from a phase IIa dapagliflozin trial in patients with T2DM (NCT00162305). The model was used to predict dapagliflozin-induced HbA1c reduction; model predictions were compared to actual data from phase III trials (NCT00528879, NCT00683878, NCT00680745 and NCT00673231).
The integrated glucose-insulin-dapagliflozin model successfully described plasma glucose and insulin levels, as well as UGE in response to oral glucose tolerance tests and meal intake. HbA1c reduction was also well predicted. The results show that dapagliflozin-mediated glycaemic control is anticorrelated to steady-state insulin concentration and insulin sensitivity.
The developed model framework is the first to integrate SGLT2 inhibitor mechanism of action with both short-term glucose-insulin dynamics and long-term glucose control (HbA1c). The results suggest that dapagliflozin treatment is beneficial in patients with inadequate glycaemic control from insulin alone and this benefit increases as insulin control diminishes.
开发一种定量系统药理学模型,以描述达格列净(一种钠-葡萄糖共转运蛋白 2 [SGLT2] 抑制剂)对 2 型糖尿病(T2DM)患者葡萄糖-胰岛素动力学的影响,并确定治疗介导的糖化血红蛋白(HbA1c)降低的关键决定因素。
通过整合代表达格列净药代动力学(PK)、葡萄糖-胰岛素稳态、肾葡萄糖重吸收和 HbA1c 形成的成分,对达格列净治疗期间的血糖控制进行了机制描述。该模型是使用来自 T2DM 患者的 IIa 期达格列净试验的 PK 变量、血糖、血浆胰岛素和尿葡萄糖排泄(UGE)开发的(NCT00162305)。该模型用于预测达格列净诱导的 HbA1c 降低;将模型预测与来自 III 期试验的数据(NCT00528879、NCT00683878、NCT00680745 和 NCT00673231)进行比较。
综合的葡萄糖-胰岛素-达格列净模型成功描述了口服葡萄糖耐量试验和进餐时的血浆葡萄糖和胰岛素水平以及 UGE。HbA1c 降低也得到了很好的预测。结果表明,达格列净介导的血糖控制与稳态胰岛素浓度和胰岛素敏感性呈反相关。
所开发的模型框架是第一个将 SGLT2 抑制剂作用机制与短期葡萄糖-胰岛素动力学和长期葡萄糖控制(HbA1c)相结合的模型框架。结果表明,达格列净治疗对仅接受胰岛素治疗血糖控制不足的患者有益,并且这种益处随着胰岛素控制的减弱而增加。