Kidney Disease Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China.
Key Laboratory of Kidney Disease Prevention and Control Technology, Institute of Nephrology, Zhejiang University, Hangzhou 310003, China.
Nutrients. 2022 Aug 15;14(16):3345. doi: 10.3390/nu14163345.
Metabolomics is useful in elucidating the progression of diabetes; however, the follow-up changes in metabolomics among health, diabetes mellitus, and diabetic kidney disease (DKD) have not been reported. This study was aimed to reveal metabolomic signatures in diabetes development and progression.
In this cross-sectional study, we compared healthy (n = 30), type 2 diabetes mellitus (T2DM) (n = 30), and DKD (n = 30) subjects with the goal of identifying gradual altering metabolites. Then, a prospective study was performed in T2DM patients to evaluate these altered metabolites in the onset of DKD. Logistic regression was conducted to predict rapid eGFR decline in T2DM subjects using altered metabolites. The prospective association of metabolites with the risk of developing DKD was examined using logistic regression and restricted cubic spline regression models.
In this cross-sectional study, impaired amino acid metabolism was the main metabolic signature in the onset and development of diabetes, which was characterized by increased N-acetylaspartic acid, L-valine, isoleucine, asparagine, betaine, and L-methionine levels in both the T2DM and DKD groups. These candidate metabolites could distinguish the DKD group from the T2DM group. In the follow-up study, higher baseline levels of L-valine and isoleucine were significantly associated with an increased risk of rapid eGFR decline in T2DM patients. Of these, L-valine and isoleucine were independent risk factors for the development of DKD. Notably, nonlinear associations were also observed for higher baseline levels of L-valine and isoleucine, with an increased risk of DKD among patients with T2DM.
Amino acid metabolism was disturbed in diabetes, and N-acetylaspartic acid, L-valine, isoleucine, asparagine, betaine, and L-methionine could be biomarkers for the onset and progression of diabetes. Furthermore, high levels of L-valine and isoleucine may be risk factors for DKD development.
代谢组学在阐明糖尿病的进展方面具有重要作用;然而,尚未有研究报道健康人群、糖尿病患者和糖尿病肾病(DKD)患者之间代谢组学的随访变化。本研究旨在揭示糖尿病发生和进展过程中的代谢组学特征。
在这项横断面研究中,我们比较了健康(n = 30)、2 型糖尿病(T2DM)(n = 30)和 DKD(n = 30)患者,以确定逐渐改变的代谢物。然后,对 T2DM 患者进行了一项前瞻性研究,以评估这些代谢物在 DKD 发病中的变化。使用改变的代谢物,通过逻辑回归来预测 T2DM 患者的 eGFR 快速下降。使用逻辑回归和限制立方样条回归模型检查代谢物与 DKD 发病风险的前瞻性关联。
在这项横断面研究中,氨基酸代谢受损是糖尿病发生和发展的主要代谢特征,其特征是 T2DM 和 DKD 组中 N-乙酰天冬氨酸、L-缬氨酸、异亮氨酸、天冬酰胺、甜菜碱和 L-蛋氨酸水平升高。这些候选代谢物可以将 DKD 组与 T2DM 组区分开来。在随访研究中,较高的基线 L-缬氨酸和异亮氨酸水平与 T2DM 患者 eGFR 快速下降的风险增加显著相关。其中,L-缬氨酸和异亮氨酸是 DKD 发生的独立危险因素。值得注意的是,较高的基线 L-缬氨酸和异亮氨酸水平与 T2DM 患者 DKD 的发生风险呈非线性关联。
氨基酸代谢在糖尿病中受到干扰,N-乙酰天冬氨酸、L-缬氨酸、异亮氨酸、天冬酰胺、甜菜碱和 L-蛋氨酸可能是糖尿病发病和进展的生物标志物。此外,较高的 L-缬氨酸和异亮氨酸水平可能是 DKD 发展的危险因素。