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

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‐...

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Published in:NMR in biomedicine 2023-09, Vol.36 (9), p.e4941-n/a
Main Authors: Sharma, Nupur, Upadhyay, Deepti, Gautam, Hitender, Sharma, Uma, Lodha, Rakesh, Kabra, Sushil Kumar, Das, Bimal Kumar, Kapil, Arti, Mohan, Anant, Jagannathan, Naranamangalam Raghunathan, Guleria, Randeep, Singh, Urvashi Balbir
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creator Sharma, Nupur
Upadhyay, Deepti
Gautam, Hitender
Sharma, Uma
Lodha, Rakesh
Kabra, Sushil Kumar
Das, Bimal Kumar
Kapil, Arti
Mohan, Anant
Jagannathan, Naranamangalam Raghunathan
Guleria, Randeep
Singh, Urvashi Balbir
description 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. 1H NMR spectroscopy‐based targeted and untargeted metabolomics approaches coupled with multivariate analysis were used to investigate TB‐specific biomarkers by comparing serum metabolites of children with culture‐confirmed TB and non‐TB subjects. Results indicated significant changes in metabolism of culture‐confirmed TB children with disturbances in metabolites associated with protein synthesis, anti‐inflammatory and cytoprotective mechanisms, membrane metabolism, energy generation processes, and fatty acid and lipid metabolisms.
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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. 1H NMR spectroscopy‐based targeted and untargeted metabolomics approaches coupled with multivariate analysis were used to investigate TB‐specific biomarkers by comparing serum metabolites of children with culture‐confirmed TB and non‐TB subjects. 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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. 1H NMR spectroscopy‐based targeted and untargeted metabolomics approaches coupled with multivariate analysis were used to investigate TB‐specific biomarkers by comparing serum metabolites of children with culture‐confirmed TB and non‐TB subjects. 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subjects 1H NMR spectroscopy
Abnormalities
Acetic acid
Biological products
biomarkers
childhood TB
Children
Choline
Creatine
Deregulation
Dimethylglycine
Fatty acids
Glutamine
Histidine
Inflammation
intra‐thoracic TB
Lipid metabolism
Lipids
Lysine
Magnetic resonance spectroscopy
Metabolic pathways
Metabolism
Metabolites
Metabolomics
NMR spectroscopy
Pediatrics
Phenylalanine
Phosphocreatine
Polyunsaturated fatty acids
Protein biosynthesis
Protein synthesis
Thorax
Tuberculosis
title Small molecule bio‐signature in childhood intra‐thoracic tuberculosis identified by metabolomics
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