Human Metabolomics, Faculty of Natural and Agricultural Sciences, North‒West University, Potchefstroom, South Africa.
Biosystems Data Analysis, Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands.
Sci Rep. 2024 Aug 22;14(1):19471. doi: 10.1038/s41598-024-70419-1.
Tuberculous meningitis (TBM)-the extrapulmonary form of tuberculosis, is the most severe complication associated with tuberculosis, particularly in infants and children. The gold standard for the diagnosis of TBM requires cerebrospinal fluid (CSF) through lumbar puncture-an invasive sample collection method, and currently available CSF assays are often not sufficient for a definitive TBM diagnosis. Urine is metabolite-rich and relatively unexplored in terms of its potential to diagnose neuroinfectious diseases. We used an untargeted proton magnetic resonance (H-NMR) metabolomics approach to compare the urine from 32 patients with TBM (stratified into stages 1, 2 and 3) against that from 39 controls in a South African paediatric cohort. Significant spectral bins had to satisfy three of our four strict cut-off quantitative statistical criteria. Five significant biological metabolites were identified-1-methylnicotinamide, 3-hydroxyisovaleric acid, 5-aminolevulinic acid, N-acetylglutamine and methanol-which had no correlation with medication metabolites. ROC analysis revealed that methanol lacked diagnostic sensitivity, but the other four metabolites showed good diagnostic potential. Furthermore, we compared mild (stage 1) TBM and severe (stages 2 and 3) TBM, and our multivariate metabolic model could successfully classify severe but not mild TBM. Our results show that urine can potentially be used to diagnose severe TBM.
结核性脑膜炎(TBM)是肺结核的肺外形式,是与肺结核相关的最严重的并发症,尤其是在婴儿和儿童中。TBM 的诊断金标准需要通过腰椎穿刺获取脑脊液(CSF),这是一种有创的样本采集方法,而目前可用的 CSF 检测方法通常不足以明确 TBM 诊断。尿液中富含代谢物,但其在诊断神经感染性疾病方面的潜力尚未得到充分探索。我们使用非靶向质子磁共振(H-NMR)代谢组学方法,比较了南非儿科队列中 32 例 TBM 患者(分为 1 期、2 期和 3 期)和 39 名对照者的尿液。必须满足我们四个严格的定量统计标准中的三个,才能确定有统计学意义的光谱峰。鉴定出 5 种有统计学意义的生物代谢产物-1-甲基烟酰胺、3-羟基异戊酸、5-氨基乙酰丙酸、N-乙酰谷氨酸和甲醇,它们与药物代谢物没有相关性。ROC 分析显示甲醇缺乏诊断敏感性,但其他四种代谢物具有良好的诊断潜力。此外,我们比较了轻度(1 期)TBM 和重度(2 期和 3 期)TBM,我们的多变量代谢模型可以成功地对重度 TBM 进行分类,但不能对轻度 TBM 进行分类。我们的结果表明,尿液可能可以用于诊断严重的 TBM。