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
收藏
页数:25
相关论文
共 50 条
  • [1] Glycation sites of human plasma proteins are affected to different extents by hyperglycemic conditions in type 2 diabetes mellitus
    Andrej Frolov
    Matthias Blüher
    Ralf Hoffmann
    Analytical and Bioanalytical Chemistry, 2014, 406 : 5755 - 5763
  • [2] Glycation sites of human plasma proteins are affected to different extents by hyperglycemic conditions in type 2 diabetes mellitus
    Frolov, Andrej
    Blueher, Matthias
    Hoffmann, Ralf
    ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2014, 406 (24) : 5755 - 5763
  • [3] Plasma Adipsin as a Biomarker and Its Implication in Type 2 Diabetes Mellitus
    Tafere, Gebrehiwot Gebremedhin
    Wondafrash, Dawit Zewdu
    Zewdie, Kaleab Alemayehu
    Assefa, Brhane Teklebrhan
    Ayza, Muluken Altaye
    DIABETES METABOLIC SYNDROME AND OBESITY-TARGETS AND THERAPY, 2020, 13 : 1855 - 1861
  • [4] Site-specific analysis of advanced glycation end products in plasma proteins of type 2 diabetes mellitus patients
    Greifenhagen, Uta
    Frolov, Andrej
    Blueher, Matthias
    Hoffmann, Ralf
    ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2016, 408 (20) : 5557 - 5566
  • [5] Site-specific analysis of advanced glycation end products in plasma proteins of type 2 diabetes mellitus patients
    Uta Greifenhagen
    Andrej Frolov
    Matthias Blüher
    Ralf Hoffmann
    Analytical and Bioanalytical Chemistry, 2016, 408 : 5557 - 5566
  • [6] Integrated lipids biomarker of the prediabetes and type 2 diabetes mellitus Chinese patients
    Yang, Jiaying
    Wang, Mei
    Yang, Dawei
    Yan, Han
    Wang, Zhigang
    Yan, Dan
    Guo, Na
    FRONTIERS IN ENDOCRINOLOGY, 2023, 13
  • [7] Association of plasma proteins at multiple stages of glycation and antioxidant status with erythrocyte oxidative stress in patients with type 2 diabetes
    Tupe, R. S.
    Diwan, A. G.
    Mittal, V. D.
    Narayanam, P. S.
    Mahajan, K. B.
    BRITISH JOURNAL OF BIOMEDICAL SCIENCE, 2014, 71 (03) : 93 - 99
  • [8] Quantification of Specific Glycation Sites in Human Serum Albumin as Prospective Type 2 Diabetes Mellitus Biomarkers
    Spiller, Sandro
    Frolov, Andrej
    Hoffmann, Ralf
    PROTEIN AND PEPTIDE LETTERS, 2017, 24 (10): : 887 - 896
  • [9] Effect of augmented glycation in mobilization of plasma free fatty acids in type 2 diabetes mellitus
    Chandra, Kailash
    Jain, Vineet
    Azhar, Masood
    Khan, Washim
    Alam, Ozair
    Ahmad, Sayeed
    Jain, Swatantra Kumar
    DIABETES & METABOLIC SYNDROME-CLINICAL RESEARCH & REVIEWS, 2020, 14 (05) : 1385 - 1389
  • [10] Levels of carbonyl groups in plasma proteins of type 2 diabetes mellitus subjects
    Odetti, P
    Garibaldi, S
    Noberasco, G
    Aragno, I
    Valentini, S
    Traverso, N
    Marinari, UM
    ACTA DIABETOLOGICA, 1999, 36 (04) : 179 - 183