Signatory metabolomics biomarkers of stress, anxiety, and depression: a proof of concept for precision health among university students: A cross-sectional study

IF 1.9 Q2 MEDICINE, GENERAL & INTERNAL Precision and Future Medicine Pub Date : 2023-03-31 DOI:10.23838/pfm.2022.00128
Nur Izzati Umar Zaman, T. L. Kek, Rohana Ahmad, Mohd Nur Fakhruzzaman Noorizhab, M. Rofiee, R. James, N. M. Nor, Mawarni Mohamed, Teoh Sian Hoon, P. Singh, R. Janor, S. H. A. Bakar, M. Z. Salleh
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Abstract

Purpose: The highly competitive nature of tertiary education and the pressure to perform academically have increased psychological morbidity like emotional distress. Untargeted metabolomics was used to analyze serum samples of university students for biomarkers and perturbated metabolism due to stress, anxiety, and depression (SAD).Methods: Depression, Anxiety, Stress Scale 21 (DASS-21) was used to assess the severity of SAD in university students. The metabolite fingerprint of each subject was obtained using liquid chromatography-mass spectrometry quadrupole time-of-flight (LC/MS QTOF). The signature metabolites for each trait were determined by projections to latent structures discriminant analysis (PLS-DA) with variable importance for the projection (VIP) score > 1.0 (P<0.05) and subjected to analysis using the area under the receiver operating characteristic curve (AUROC). Potential biomarkers with an area under the curve (AUC) value exceeding 0.65 were identified.Results: Various groups of glycerophospholipids were upregulated in the studied traits. On the other hand, metabolites such as glycocholic acid was upregulated in depression, while hypoxanthine was upregulated in anxiety, and PE-Cer(d14:1(4E)/22:1(13Z)) was upregulated in stress.Conclusion: To our knowledge, this is the first study to assess the relationship of the differentially expressed metabolites in university students of different categories of SAD using the DASS-21 screening tool in Malaysia as we move forward with precision health.
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压力、焦虑和抑郁的标志性代谢组学生物标志物:大学生精确健康概念的证明:一项横断面研究
目的:高等教育的高度竞争性质和学业上的压力增加了心理疾病,如情绪困扰。非靶向代谢组学用于分析大学生血清样本的生物标志物和由压力、焦虑和抑郁(SAD)引起的代谢紊乱。方法:采用抑郁、焦虑、压力量表21 (DASS-21)对大学生SAD的严重程度进行评估。采用液相色谱-质谱联用四极杆飞行时间(LC/MS QTOF)获得各受试者代谢物指纹图谱。每个性状的特征代谢物采用投影潜结构判别分析(PLS-DA)确定,对投影(VIP)评分> 1.0 (P<0.05)具有可变重要性,并使用受试者工作特征曲线下面积(AUROC)进行分析。鉴定出曲线下面积(AUC)大于0.65的潜在生物标志物。结果:不同组的甘油磷脂在研究性状中表达上调。另一方面,代谢物如糖胆酸在抑郁时上调,次黄嘌呤在焦虑时上调,PE-Cer(d14:1(4E)/22:1(13Z))在应激时上调。结论:据我们所知,这是第一个在马来西亚使用DASS-21筛选工具评估不同类别SAD大学生差异表达代谢物之间关系的研究,因为我们正在推进精准健康。
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来源期刊
Precision and Future Medicine
Precision and Future Medicine MEDICINE, GENERAL & INTERNAL-
自引率
0.00%
发文量
15
审稿时长
10 weeks
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