Small molecule bio‐signature in childhood intra‐thoracic tuberculosis identified by metabolomics

代谢组学 谷氨酰胺 肌酸 结核分枝杆菌 胆碱 代谢途径 生物化学 代谢组 赖氨酸 医学 新陈代谢 氨基酸 生物 肺结核 化学 生物信息学 病理
作者
Nupur Sharma,Deepti Upadhyay,Hitender Gautam,Uma Sharma,Rakesh Lodha,S. K. Kabra,Bimal Kumar Das,Arti Kapil,Anant Mohan,N. R. Jagannathan,Randeep Guleria,Urvashi B. Singh
出处
期刊:NMR in Biomedicine [Wiley]
卷期号:36 (9) 被引量:1
标识
DOI:10.1002/nbm.4941
摘要

The diagnosis of pediatric tuberculosis (TB) remains a major challenge, hence the evaluation of new tools for improved diagnostics is urgently required. We investigated the serum metabolic profile of children with culture-confirmed intra-thoracic TB (ITTB) (n = 23) and compared it with those of non-TB controls (NTCs) (n = 13) using proton NMR spectroscopy-based targeted and untargeted metabolomics approaches. In targeted metabolic profiling, five metabolites (histidine, glycerophosphocholine, creatine/phosphocreatine, acetate, and choline) differentiated TB children from NTCs. Additionally, seven discriminatory metabolites (N-α-acetyl-lysine, polyunsaturated fatty acids, phenylalanine, lysine, lipids, glutamate + glutamine, and dimethylglycine) were identified in untargeted metabolic profiling. The pathway analysis revealed alterations in six metabolic pathways. The altered metabolites were associated with impaired protein synthesis, hindered anti-inflammatory and cytoprotective mechanisms, abnormalities in energy generation processes and membrane metabolism, and deregulated fatty acid and lipid metabolisms in children with ITTB. The diagnostic significance of the classification models obtained from significantly distinguishing metabolites showed sensitivity, specificity, and area under the curve of 78.2%, 84.6%, and 0.86, respectively, in the targeted profiling and 92.3%, 100%, and 0.99, respectively, in the untargeted profiling. Our findings highlight detectable metabolic changes in childhood ITTB; however, further validation is warranted in a large cohort of the pediatric population.
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