Metabolomics study reveals blood biomarkers for early diagnosis of chronic kidney disease and IgA nephropathy: A retrospective cross-sectional study

被引:5
作者
Fu, Xian [1 ,2 ,3 ,4 ]
Luo, Zhi-Xiao [5 ]
Yin, Hou-Hua [1 ,2 ,3 ]
Liu, Ya-Nan [1 ,2 ,3 ]
Du, Xiao-Gang [6 ]
Cheng, Wei [5 ]
Liu, Jun-Yan [1 ,2 ,3 ,4 ]
机构
[1] Chongqing Med Univ, CNTTI Inst Life Sci, Chongqing 400016, Peoples R China
[2] Chongqing Med Univ, Affiliated Hosp 2, Anesthesia Dept, Chongqing 400016, Peoples R China
[3] Minist Educ, Basic Med Res & Innovat Ctr Novel Target & Therape, Chongqing 400016, Peoples R China
[4] Chongqing Med Univ, Coll Pharm, Chongqing 400016, Peoples R China
[5] Chongqing Med Univ, Ctr Clin Mol Med Detect, Affiliated Hosp 1, Chongqing 400016, Peoples R China
[6] Chongqing Med Univ, Dept Nephrol, Affiliated Hosp 1, Chongqing 400016, Peoples R China
基金
中国国家自然科学基金;
关键词
Chronic kidney disease; Early diagnosis; IgA nephropathy; Indole-3-lactic acid; Melatonin; Tryptophan metabolism; TRYPTOPHAN-METABOLISM; MELATONIN;
D O I
10.1016/j.cca.2024.117815
中图分类号
R446 [实验室诊断]; R-33 [实验医学、医学实验];
学科分类号
1001 ;
摘要
Background and aims: Chronic kidney disease (CKD) causes low quality of life and alarming morbidity and mortality. The crucial to retard CKD progression is to diagnose early for timely treatment. IgA nephropathy (IgAN) is a typical CKD and the most common glomerulonephritis. Both CKD and IgAN lack accurate and sensitive blood biomarkers for early diagnosis. Here we report the potential of plasma biomarkers for early diagnosis of CKD and IgAN. Materials and methods: Plasma levels of metabolites derived from tryptophan were quantified with an LC-MS/MSbased metabolomics for two cohorts. Based on the predictive probability of each metabolite, multivariate models including logistic regression and random forest were used to establish the early diagnostic biomarkers for CKD and IgAN. Results: The plasma melatonin diagnosed early CKD (stages I-II) with an accuracy exceeding 95%, and a panel of melatonin and tryptophan achieved a remarkable 100% accuracy in diagnosing early CKD. Furthermore, indole3-lactic acid had an excellent ability to distinguish IgAN among CKD patients. Based on the CKD screening and IgAN diagnosis primarily contributed by melatonin and indole-3-lactic acid, early IgAN could be diagnosed with an accuracy of over 85%. Conclusions: This study provides promising plasma biomarkers for early diagnosis of CKD and IgAN.
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页数:9
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