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DOI | 10.1186/s13098-023-01124-8 |
Integrated biomarker profiling of the metabolome associated with type 2 diabetes mellitus among Tibetan in China | |
Meng, Jinli; Huang, Fangfang; Shi, Jing; Zhang, Chenghui; Feng, Li; Wang, Suyuan; Li, Hengyan; Guo, Yongyue; Hu, Xin; Li, Xiaomei; He, Wanlin; Cheng, Jian; Wu, Yunhong | |
发表日期 | 2023 |
EISSN | 1758-5996 |
卷号 | 15期号:1 |
英文摘要 | IntroductionMetabolomic signatures of type 2 diabetes mellitus (T2DM) in Tibetan Chinese population, a group with high diabetes burden, remain largely unclear. Identifying the serum metabolite profile of Tibetan T2DM (T-T2DM) individuals may provide novel insights into early T2DM diagnosis and intervention.MethodsHence, we conducted untargeted metabolomics analysis of plasma samples from a retrospective cohort study with 100 healthy controls and 100 T-T2DM patients by using liquid chromatography-mass spectrometry.ResultsThe T-T2DM group had significant metabolic alterations that are distinct from known diabetes risk indicators, such as body mass index, fasting plasma glucose, and glycosylated hemoglobin levels. The optimal metabolite panels for predicting T-T2DM were selected using a tenfold cross-validation random forest classification model. Compared with the clinical features, the metabolite prediction model provided a better predictive value. We also analyzed the correlation of metabolites with clinical indices and found 10 metabolites that were independently predictive of T-T2DM.ConclusionBy using the metabolites identified in this study, we may provide stable and accurate biomarkers for early T-T2DM warning and diagnosis. Our study also provides a rich and open-access data resource for optimizing T-T2DM management. |
关键词 | TibetanType 2 diabetes mellitusSerum metabolomicsMachine learningBiomarker |
英文关键词 | SERUM URIC-ACID; INSULIN-RESISTANCE; FASTING GLUCOSE; PLASMA-GLUCOSE; PREVALENCE; RISK; PROGRESSION; MARKERS; HEALTH |
WOS研究方向 | Endocrinology & Metabolism |
WOS记录号 | WOS:001021019200001 |
来源期刊 | DIABETOLOGY & METABOLIC SYNDROME |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/283801 |
作者单位 | Hubei University of Chinese Medicine; Sichuan University |
推荐引用方式 GB/T 7714 | Meng, Jinli,Huang, Fangfang,Shi, Jing,et al. Integrated biomarker profiling of the metabolome associated with type 2 diabetes mellitus among Tibetan in China[J],2023,15(1). |
APA | Meng, Jinli.,Huang, Fangfang.,Shi, Jing.,Zhang, Chenghui.,Feng, Li.,...&Wu, Yunhong.(2023).Integrated biomarker profiling of the metabolome associated with type 2 diabetes mellitus among Tibetan in China.DIABETOLOGY & METABOLIC SYNDROME,15(1). |
MLA | Meng, Jinli,et al."Integrated biomarker profiling of the metabolome associated with type 2 diabetes mellitus among Tibetan in China".DIABETOLOGY & METABOLIC SYNDROME 15.1(2023). |
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