Department of Cell Physiology and Metabolism, University of Geneva Medical Centre, Geneva, Switzerland.
Faculty Diabetes Centre, University of Geneva Medical Centre, Geneva, Switzerland.
Diabetes. 2019 Dec;68(12):2272-2286. doi: 10.2337/db19-0131. Epub 2019 Sep 19.
Identification of individuals with decreased functional β-cell mass is essential for the prevention of diabetes. However, in vivo detection of early asymptomatic β-cell defect remains unsuccessful. Metabolomics has emerged as a powerful tool in providing readouts of early disease states before clinical manifestation. We aimed at identifying novel plasma biomarkers for loss of functional β-cell mass in the asymptomatic prediabetes stage. Nontargeted and targeted metabolomics were applied in both lean β-Phb2 (β-cell-specific prohibitin-2 knockout) mice and obese (leptin receptor mutant) mice, two distinct mouse models requiring neither chemical nor dietary treatments to induce spontaneous decline of functional β-cell mass promoting progressive diabetes development. Nontargeted metabolomics on β-Phb2 mice identified 48 and 82 significantly affected metabolites in liver and plasma, respectively. Machine learning analysis pointed to deoxyhexose sugars consistently reduced at the asymptomatic prediabetes stage, including in mice, showing strong correlation with the gradual loss of β-cells. Further targeted metabolomics by gas chromatography-mass spectrometry uncovered the identity of the deoxyhexose, with 1,5-anhydroglucitol displaying the most substantial changes. In conclusion, this study identified 1,5-anhydroglucitol as associated with the loss of functional β-cell mass and uncovered metabolic similarities between liver and plasma, providing insights into the systemic effects caused by early decline in β-cells.
鉴定功能性β细胞质量下降的个体对于预防糖尿病至关重要。然而,目前仍无法在体内检测到无症状的β细胞早期缺陷。代谢组学已成为在临床症状出现之前提供早期疾病状态读数的有力工具。我们旨在鉴定无症状前驱糖尿病阶段功能性β细胞质量丧失的新型血浆生物标志物。非靶向和靶向代谢组学分别应用于瘦β-Phb2(β细胞特异性抑制素-2 敲除)小鼠和肥胖(瘦素受体突变)小鼠,这两种不同的小鼠模型都不需要化学或饮食处理来诱导功能性β细胞质量的自发下降,从而促进进行性糖尿病的发展。在β-Phb2 小鼠上进行的非靶向代谢组学分析分别在肝脏和血浆中鉴定出 48 种和 82 种显著受影响的代谢物。机器学习分析指出,在无症状前驱糖尿病阶段,脱氧己糖持续减少,包括在 小鼠中,与β细胞的逐渐丧失具有很强的相关性。通过气相色谱-质谱联用的进一步靶向代谢组学揭示了脱氧己糖的身份,其中 1,5-脱水葡萄糖醇的变化最大。总之,本研究鉴定出 1,5-脱水葡萄糖醇与功能性β细胞质量的丧失相关,并揭示了肝脏和血浆之间的代谢相似性,为早期β细胞下降引起的全身效应提供了新的见解。