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Integrating machine learning and nontargeted plasma lipidomics to explore lipid characteristics of premetabolic syndrome and metabolic syndrome

ObjectiveTo identify plasma lipid characteristics associated with premetabolic syndrome (pre-MetS) and metabolic syndrome (MetS) and provide biomarkers through machine learning methods.MethodsPlasma lipidomics profiling was conducted using samples from healthy individuals, pre-MetS patients, and Met...

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Principais autores: Xinfeng Huang, Qing He, Haiping Hu, Huanhuan Shi, Xiaoyang Zhang, Youqiong Xu
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2024-03-01
Serier:Frontiers in Endocrinology
Fag:
machine learning
nontargeted lipidomics
premetabolic syndrome
metabolic syndrome
biomarkers
Online adgang:https://www.frontiersin.org/articles/10.3389/fendo.2024.1335269/full
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