A Blood-Based, Metabolite and Demographic Characteristic Markers Panel For The Diagnosis of Alzheimer's Disease

逻辑回归 疾病 代谢物 医学 代谢组学 内科学 诊断模型 生物 生物信息学 计算机科学 数据挖掘
作者
Li Yang,Qilong Tan,Wenjing Wan,Zhibin Bu,Renjie Chen,Caiyan Yu,Jiong Wu,Jing Yan
出处
期刊:Bioanalysis [Newlands Press Ltd]
卷期号:15 (20): 1247-1258
标识
DOI:10.4155/bio-2023-0043
摘要

Aims: This work was designed to provide early diagnosis strategies for Alzheimer's disease (AD) based on the identification of blood metabolic biomarkers. Patients & methods: A total of 90 subjects aged 60 years or older were included in this study; 45 patients were assigned to the case group and control group, respectively. A total of 31 target metabolites were quantitatively analyzed by parallel reaction monitoring between the two groups. Results & conclusion: Three metabolites were screened out, including cystine, serine and alanine/sarcosine. Logistic regression and random forest analysis were used to establish AD diagnosis models, and the model combining metabolic biomarkers and demographic variables had higher detection efficiency (area under the curve = 0.869). A combination diagnostic model to provide a scientific reference for early screening and diagnosis of AD was constructed.

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