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Erschienen in: Clinical and Experimental Medicine 5/2023

02.12.2022 | Research

Diagnostic serum biomarkers associated with ankylosing spondylitis

verfasst von: Huan Li, Liang Wang, Jing Zhu, Jialing Xiao, Huining Yang, Huanyue Hai, Jiarui Hu, Lin Li, Yi Shi, Man Yu, Ping Shuai, Yuping Liu, Xueming Ju, Gang Wu, Yu Zhou, Bolin Deng, Bo Gong

Erschienen in: Clinical and Experimental Medicine | Ausgabe 5/2023

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Abstract

Ankylosing spondylitis (AS) is an autoimmune rheumatic disease that mostly affects the axial skeleton. This study aimed to investigate reliable diagnostic serum biomarkers for AS. Serum samples were collected from 20 AS patients and 20 healthy controls (HCs) and analyzed using ultra-performance liquid chromatography–tandem mass spectrometry (UPLC–MS/MS). The differential metabolites between the AS patients and HCs were profiled using univariate and multivariate statistical analyses. Pathway analysis and a heat map were also conducted. Random forest (RF) analysis and the least absolute shrinkage and selection operator (LASSO) were used to establish predictive and diagnostic models. After controlling the variable importance in the projection (VIP) value > 1 and false discovery rate (FDR) < 0.05, a total of 61 differential metabolites were identified from 995 metabolites, which exhibited significant differences in the pathway analysis and heat map between the AS patients and HCs. RF as a predictive model also identified differential metabolites with 95% predictive accuracy and a high area under the curve (AUC) of 1. A diagnostic model comprising nine metabolites (cysteinylglycine disulfide, choline, N6, N6, N6-trimethyllysine, histidine, sphingosine, fibrinopeptide A, glycerol 3-phosphate, 1-linoleoyl-GPA (18:2), and fibrinopeptide A (3–16)) was generated using LASSO regression, capable of distinguishing HCs from AS with a high AUC of 1. Our results indicated that the UPLC–MS/MS analysis method is a powerful tool for identifying AS metabolite profiles. We developed a nine-metabolites-based model serving as a diagnostic tool to separate AS patients from HCs, and the identified diagnostic biomarkers appeared to have a diagnostic value for AS.
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Metadaten
Titel
Diagnostic serum biomarkers associated with ankylosing spondylitis
verfasst von
Huan Li
Liang Wang
Jing Zhu
Jialing Xiao
Huining Yang
Huanyue Hai
Jiarui Hu
Lin Li
Yi Shi
Man Yu
Ping Shuai
Yuping Liu
Xueming Ju
Gang Wu
Yu Zhou
Bolin Deng
Bo Gong
Publikationsdatum
02.12.2022
Verlag
Springer International Publishing
Erschienen in
Clinical and Experimental Medicine / Ausgabe 5/2023
Print ISSN: 1591-8890
Elektronische ISSN: 1591-9528
DOI
https://doi.org/10.1007/s10238-022-00958-2

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