M&S Decisions, Moscow, Russian Federation.
Clinical Pharmacology & Safety Sciences, R&D BioPharmaceuticals, AstraZeneca, Waltham, Massachusetts.
Diabetes Obes Metab. 2019 Dec;21(12):2684-2693. doi: 10.1111/dom.13858. Epub 2019 Sep 9.
To develop a quantitative drug-disease systems model to investigate the paradox that sodium-glucose co-transporter (SGLT)2 is responsible for >80% of proximal tubule glucose reabsorption, yet SGLT2 inhibitor treatment results in only 30% to 50% less reabsorption in patients with type 2 diabetes mellitus (T2DM).
A physiologically based four-compartment model of renal glucose filtration, reabsorption and excretion via SGLT1 and SGLT2 was developed as a system of ordinary differential equations using R/IQRtools. SGLT2 inhibitor pharmacokinetics and pharmacodynamics were estimated from published concentration-time profiles in plasma and urine and from urinary glucose excretion (UGE) in healthy people and people with T2DM.
The final model showed that higher renal glucose reabsorption in people with T2DM versus healthy people was associated with 54% and 28% greater transporter capacity for SGLT1 and SGLT2, respectively. Additionally, the analysis showed that UGE is highly dependent on mean plasma glucose and estimated glomerular filtration rate (eGFR) and that their consideration is critical for interpreting clinical UGE findings.
Quantitative drug-disease system modelling revealed mechanistic differences in renal glucose reabsorption and UGE between healthy people and those with T2DM, and clearly showed that SGLT2 inhibition significantly increased glucose available to SGLT1 downstream in the tubule. Importantly, we found that the findings of lower than expected UGE with SGLT2 inhibition are explained by the shift to SGLT1, which recovered additional glucose (~30% of total).
开发一种定量药物-疾病系统模型,以研究以下悖论:SGLT2 负责超过 80%的近曲小管葡萄糖重吸收,但在 2 型糖尿病患者中,SGLT2 抑制剂治疗仅导致葡萄糖重吸收减少 30%至 50%。
使用 R/IQRtools 开发了一个基于生理学的肾脏葡萄糖过滤、通过 SGLT1 和 SGLT2 重吸收和排泄的四室模型,作为一个常微分方程系统。从已发表的血浆和尿液中的浓度-时间曲线以及健康人和 2 型糖尿病患者的尿葡萄糖排泄(UGE)中估算了 SGLT2 抑制剂的药代动力学和药效动力学。
最终模型表明,与健康人相比,2 型糖尿病患者的肾脏葡萄糖重吸收更高,与 SGLT1 和 SGLT2 的转运体容量分别增加了 54%和 28%有关。此外,该分析表明,UGE 高度依赖于平均血浆葡萄糖和估计的肾小球滤过率(eGFR),并且考虑它们对于解释临床 UGE 发现至关重要。
定量药物-疾病系统模型揭示了健康人和 2 型糖尿病患者之间肾脏葡萄糖重吸收和 UGE 的机制差异,并清楚地表明 SGLT2 抑制显著增加了管腔中 SGLT1 下游的葡萄糖可用性。重要的是,我们发现,SGLT2 抑制剂治疗导致的 UGE 低于预期的原因是 SGLT1 的转移,这恢复了额外的葡萄糖(约占总葡萄糖的 30%)。