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Metabolic Biomarkers for Prognostic Prediction of Pre-diabetes: results from a longitudinal cohort study

机译:糖尿病生物标记物对糖尿病前期的预后预测:一项纵向队列研究的结果

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To investigate the metabolic biomarkers of predicting the transition from pre-diabetes (pre-DM) to normal glucose regulation (NGR) and diabetes (DM) in a longitudinal cohort study. 108 participants with pre-DM were followed up for ten years and divided into 3 groups according to different glycemic outcomes. 20 participants progressed to DM, 20 regressed to NGR, and 68 remained at pre-DM. Alterations in plasma metabolites in these groups were evaluated by untargeted ultra-performance liquid chromatography-quadrupole time-of-flight mass spectrometry (UPLC-QTOF-MS). Twenty three metabolites related to glycerophospholipid metabolism, oxidation and antioxidation were associated with the process from pre-DM to NGR, while twenty two metabolites related to amino acid metabolism, glycerophospholipid metabolism and mitochondrial β-oxidation played important roles in the progression to DM. Results from stepwise logistic regression analysis showed that five biomarkers (20-Hydroxy-leukotriene E4, Lysopc(20:4), 5-methoxytryptamine, Endomorphin-1, Lysopc(20:3)) were good prediction for the restoration to NGR, and five biomarkers (Iso-valeraldehyde, linoleic acid, Lysopc(18:1), 2-Pyrroloylglycine, Dityrosine) for the development of DM. The findings suggest that the combination of these potential metabolites may be used for the prognosis of pre-DM. Targeting the pathways that involved in these prognostic biomarkers would be beneficial for the regression to NGR and the early prevention of DM among pre-DM.
机译:在一项纵向队列研究中,研究预测从糖尿病前(DM)到正常葡萄糖调节(NGR)和糖尿病(DM)转变的代谢生物标志物。对108名患有DM的参与者进行了为期十年的随访,并根据不同的血糖结果分为3组。有20位参与者进入了DM,有20位参与者退回到了NGR,还有68位仍处于DM前。通过非靶向超高效液相色谱-四极杆飞行时间质谱(UPLC-QTOF-MS)评估了这些组中血浆代谢物的变化。从前DM到NGR的过程中有二十三个与甘油磷脂代谢,氧化和抗氧化有关的代谢产物,而与氨基酸代谢,甘油磷脂代谢和线粒体β-氧化有关的二十二个代谢产物在向DM的发展中起重要作用。逐步逻辑回归分析的结果表明,五个生物标记物(20-羟基-白三烯E4,Lysopc(20:4),5-甲氧基色胺,Endomorphin-1,Lysopc(20:3))是恢复NGR的良好预测,并且DM的五种生物标记物(异戊醛,亚油酸,Lysopc(18:1),2-吡咯酰甘氨酸,二酪氨酸)。这些发现表明,这些潜在代谢物的组合可用于DM前期的预后。靶向参与这些预后生物标志物的途径将有利于糖尿病前期患者向NGR的回归和DM的早期预防。

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