Multiple Glycation Sites in Blood Plasma Proteins as an Integrated Biomarker of Type 2 Diabetes Mellitus

被引:25
作者
Soboleva, Alena [1 ,2 ]
Mavropulo-Stolyarenko, Gregory [1 ]
Karonova, Tatiana [3 ,4 ]
Thieme, Domenika [5 ]
Hoehenwarter, Wolfgang [5 ]
Ihling, Christian [6 ]
Stefanov, Vasily [1 ]
Grishina, Tatiana [1 ]
Frolov, Andrej [1 ,2 ]
机构
[1] St Petersburg State Univ, Dept Biochem, St Petersburg 199034, Russia
[2] Leibniz Inst Plant Biochem, Dept Bioorgan Chem, D-06120 Halle, Saale, Germany
[3] Almazov Natl Med Res Ctr, St Petersburg 197341, Russia
[4] First Pavlov St Petersburg State Med Univ, Dept Fac Therapy, St Petersburg 197022, Russia
[5] Leibniz Inst Plant Biochem, Proteome Analyt Res Grp, D-06120 Halle, Saale, Germany
[6] Martin Luther Univ Halle Wittenberg, Inst Pharm, D-06120 Halle, Saale, Germany
基金
俄罗斯基础研究基金会;
关键词
Amadori compounds; biomarkers; glycation; glycation sites; label-free quantification; linear discriminant analysis; mass spectrometry; plasma proteins; type 2 diabetes mellitus; END-PRODUCTS; FRAGMENTATION BEHAVIOR; MASS-SPECTROMETRY; PEPTIDES; ALBUMIN; GLUCOSE; RISK; ASSOCIATION; OXIDATION; RESIDUES;
D O I
10.3390/ijms20092329
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Type 2 diabetes mellitus (T2DM) is one of the most widely spread metabolic diseases. Because of its asymptomatic onset and slow development, early diagnosis and adequate glycaemic control are the prerequisites for successful T2DM therapy. In this context, individual amino acid residues might be sensitive indicators of alterations in blood glycation levels. Moreover, due to a large variation in the half-life times of plasma proteins, a generalized biomarker, based on multiple glycation sites, might provide comprehensive control of the glycemic status across any desired time span. Therefore, here, we address the patterns of glycation sites in highly-abundant blood plasma proteins of T2DM patients and corresponding age- and gender-matched controls by comprehensive liquid chromatography-mass spectrometry (LC-MS). The analysis revealed 42 lysyl residues, significantly upregulated under hyperglycemic conditions. Thereby, for 32 glycation sites, biomarker behavior was demonstrated here for the first time. The differentially glycated lysines represented nine plasma proteins with half-lives from 2 to 21 days, giving access to an integrated biomarker based on multiple protein-specific Amadori peptides. The validation of this biomarker relied on linear discriminant analysis (LDA) with random sub-sampling of the training set and leave-one-out cross-validation (LOOCV), which resulted in an accuracy, specificity, and sensitivity of 92%, 100%, and 85%, respectively.
引用
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页数:25
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