Disease Progression Modeling of Estimated Glomerular Filtration Rate (eGFR): A Pharmacometrics Approach

IF 3 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM
Sohail Aziz, Sabariah Noor Harun, Siti Maisharah Sheikh Ghadzi
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Abstract

Background

Estimated glomerular filtration rate (eGFR) is a key clinical marker for assessing kidney complications in type 2 diabetes mellitus (T2DM). This study aimed to develop and validate a disease progression model of eGFR in Malaysian T2DM patients, with and without diabetic nephropathy (DN).

Methods

Retrospective data from 251 patients (3241 observations) were analyzed using NONMEM software. Baseline eGFR was assessed without covariates, and both linear and non-linear models were tested. Model selection was based on the likelihood ratio test (5% significance level), objective function value (OFV), visual predictive check (VPC), relative standard error, and scientific plausibility. External validation was performed using data from 109 patients.

Results

A linear model best described disease progression, with a baseline eGFR of 84.6 mL/min/1.73 m2 and a decline rate of −0.0041 mL/min/1.73 m2/year. Cardiovascular disease (CVD) reduced eGFR by 1.05 mL/min/1.73 m2/year, while fasting blood sugar (FBS) above 7.4 mmol/L correlated with an additional decline of 0.043 mL/min/1.73 m2/year. Angiotensin receptor blockers (ARBs) improved eGFR by 0.4 mL/min/1.73 m2/year, whereas statins and metformin contributed improvements of 0.34 and 0.32 mL/min/1.73 m2/year, respectively. External validation confirmed model consistency with observed data.

Conclusion

Glycaemic control and CVD significantly impact eGFR decline. ARBs, statins, and metformin help preserve kidney function. Effective glycaemic management is crucial in slowing kidney deterioration, especially in T2DM patients at risk for DN.

估计肾小球滤过率(eGFR)的疾病进展模型:一种药物计量学方法
研究背景肾小球滤过率(eGFR)是评估2型糖尿病(T2DM)肾脏并发症的关键临床指标。本研究旨在建立和验证马来西亚T2DM患者eGFR的疾病进展模型,伴有和不伴有糖尿病肾病(DN)。方法采用NONMEM软件对251例患者3241例的回顾性资料进行分析。基线eGFR在没有协变量的情况下进行评估,并对线性和非线性模型进行测试。模型选择基于似然比检验(5%显著性水平)、目标函数值(OFV)、视觉预测检验(VPC)、相对标准误差和科学合理性。使用109例患者的数据进行外部验证。结果线性模型最能描述疾病进展,基线eGFR为84.6 mL/min/1.73 m2,下降率为- 0.0041 mL/min/1.73 m2/年。心血管疾病(CVD)使eGFR降低1.05 mL/min/1.73 m2/年,而空腹血糖(FBS)高于7.4 mmol/L与0.043 mL/min/1.73 m2/年相关。血管紧张素受体阻滞剂(ARBs)改善eGFR的速度为0.4 mL/min/1.73 m2/年,而他汀类药物和二甲双胍分别改善了0.34和0.32 mL/min/1.73 m2/年。外部验证证实了模型与观测数据的一致性。结论血糖控制和心血管疾病对eGFR下降有显著影响。arb、他汀类药物和二甲双胍有助于维持肾功能。有效的血糖管理对于减缓肾脏恶化至关重要,特别是对于有DN风险的T2DM患者。
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来源期刊
Journal of Diabetes
Journal of Diabetes ENDOCRINOLOGY & METABOLISM-
CiteScore
6.50
自引率
2.20%
发文量
94
审稿时长
>12 weeks
期刊介绍: Journal of Diabetes (JDB) devotes itself to diabetes research, therapeutics, and education. It aims to involve researchers and practitioners in a dialogue between East and West via all aspects of epidemiology, etiology, pathogenesis, management, complications and prevention of diabetes, including the molecular, biochemical, and physiological aspects of diabetes. The Editorial team is international with a unique mix of Asian and Western participation. The Editors welcome submissions in form of original research articles, images, novel case reports and correspondence, and will solicit reviews, point-counterpoint, commentaries, editorials, news highlights, and educational content.
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