Tan Yan Ming, Gao Yan, Teo Guoshou, Koh Hiromi W L, Tai E Shyong, Khoo Chin Meng, Choi Kwok Pui, Zhou Lei, Choi Hyungwon
Department of Statistics and Applied Probability, Faculty of Science, National University of Singapore, Singapore 117546, Singapore.
Singapore Eye Research Institute, The Academia, 20 College Road, Singapore 169856, Singapore.
Metabolites. 2021 Apr 8;11(4):228. doi: 10.3390/metabo11040228.
We conducted untargeted metabolomics analysis of plasma samples from a cross-sectional case-control study with 30 healthy controls, 30 patients with diabetes mellitus and normal renal function (DM-N), and 30 early diabetic nephropathy (DKD) patients using liquid chromatography-mass spectrometry (LC-MS). We employed two different modes of MS acquisition on a high-resolution MS instrument for identification and semi-quantification, and analyzed data using an advanced multivariate method for prioritizing differentially abundant metabolites. We obtained semi-quantification data for 1088 unique compounds (~55% lipids), excluding compounds that may be either exogenous compounds or treated as medication. Supervised classification analysis over a confounding-free partial correlation network shows that prostaglandins, phospholipids, nucleotides, sugars, and glycans are elevated in the DM-N and DKD patients, whereas glutamine, phenylacetylglutamine, 3-indoxyl sulfate, acetylphenylalanine, xanthine, dimethyluric acid, and asymmetric dimethylarginine are increased in DKD compared to DM-N. The data recapitulate the well-established plasma metabolome changes associated with DM-N and suggest uremic solutes and oxidative stress markers as the compounds indicating early renal function decline in DM patients.
我们使用液相色谱 - 质谱联用技术(LC-MS)对一项横断面病例对照研究中的血浆样本进行了非靶向代谢组学分析。该研究包括30名健康对照者、30名肾功能正常的糖尿病患者(DM-N)和30名早期糖尿病肾病(DKD)患者。我们在高分辨率质谱仪上采用两种不同的质谱采集模式进行鉴定和半定量,并使用先进的多变量方法分析数据,以对差异丰富的代谢物进行优先级排序。我们获得了1088种独特化合物(约55%为脂质)的半定量数据,不包括可能是外源性化合物或被视为药物的化合物。在无混杂因素的偏相关网络上进行的监督分类分析表明,前列腺素、磷脂、核苷酸、糖类和聚糖在DM-N和DKD患者中升高,而与DM-N相比,DKD患者中谷氨酰胺、苯乙酰谷氨酰胺、3-吲哚硫酸盐、乙酰苯丙氨酸、黄嘌呤、二甲基尿酸和不对称二甲基精氨酸增加。这些数据概括了与DM-N相关的已确立的血浆代谢组变化,并表明尿毒症溶质和氧化应激标志物是指示糖尿病患者早期肾功能下降的化合物。