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Updated: May 13, 2025

A Zebrafish Model of Diabetes Mellitus and Metabolic Memory
Published on: February 28, 2013
Quantitative assessment of metabolic memory and its prediction of renal function decline in patients with type 2
Kentaro Oniki1, Takuro Shigaki1, Ayami Kajiwara-Morita2
1Division of Pharmacology and Therapeutics, Graduate School of Pharmaceutical Sciences, Kumamoto University, Kumamoto, Japan.
Aims:
This study quantitatively assesses metabolic memory by modeling the relationship between hyperglycemic exposure and renal function decline in patients with type 2 diabetes (T2D).
Methods:
This retrospective longitudinal study included 381 Japanese patients with T2D. Hyperglycemic exposure was presented by calculating the area under the curve (AUC) for HbA1c ≥ 6 % (AUCHbA1c ≥ 6 %) during the observation period. A non-linear mixed-effects model was constructed to predict changes in estimated glomerular filtration rate (eGFR) based on AUCHbA1c ≥ 6 %.
Results:
The relationship between AUCHbA1c ≥ 6 % and eGFR changes was shown by a sigmoidal curve, with sex, age, diabetic retinopathy, dyslipidemia, and hypertension incorporated as covariates. The predictive utility of the model was validated using goodness-of-fit plot, visual predictive check, and bootstrap methods.
Conclusions:
We developed an AUCHbA1c ≥ 6 %-based model to predict renal function decline in patients with T2D, showing that AUCHbA1c ≥ 6 % may serve as a quantitative indicator of metabolic memory.
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