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Sample Preparation of Mycobacterium tuberculosis Extracts for Nuclear Magnetic Resonance Metabolomic Studies
Published on: September 3, 2012
Small molecule bio-signature in childhood intra-thoracic tuberculosis identified by metabolomics
Nupur Sharma1, Deepti Upadhyay2, Hitender Gautam1
1Department of Microbiology, All India Institute of Medical Sciences, New Delhi, India.
Insights
Diagnosing pediatric tuberculosis (TB) is challenging. This study found distinct serum metabolic profiles in children with intra-thoracic TB (ITTB), offering potential new diagnostic markers for this serious childhood illness.
Area of Science:
- Pediatric infectious diseases
- Metabolomics
- Biochemistry
Background:
- Pediatric tuberculosis (TB) diagnosis presents significant challenges.
- Improved diagnostic tools are crucial for timely intervention in childhood TB.
Purpose of the Study:
- To investigate the serum metabolic profiles of children with culture-confirmed intra-thoracic TB (ITTB).
- To identify potential metabolic biomarkers for diagnosing pediatric ITTB using metabolomics.
Main Methods:
- Proton NMR spectroscopy-based targeted and untargeted metabolomics were employed.
- Serum samples from children with ITTB (n=23) and non-TB controls (NTCs, n=13) were analyzed.
- Metabolic pathway analysis was performed on identified discriminatory metabolites.
Main Results:
- Five metabolites (histidine, glycerophosphocholine, creatine/phosphocreatine, acetate, choline) differentiated ITTB from NTCs in targeted profiling.
- Seven metabolites (N-α-acetyl-lysine, polyunsaturated fatty acids, phenylalanine, lysine, lipids, glutamate + glutamine, dimethylglycine) were identified in untargeted profiling.
- Classification models achieved high diagnostic performance (untargeted: 92.3% sensitivity, 100% specificity, 0.99 AUC).
Conclusions:
- Children with ITTB exhibit detectable alterations in serum metabolites related to protein synthesis, energy metabolism, and lipid metabolism.
- Metabolomics approaches show promise for developing novel diagnostic strategies for pediatric ITTB.
- Further validation in larger pediatric cohorts is necessary to confirm these findings.
Abstract:
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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