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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 |
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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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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.</description><identifier>ISSN: 0952-3480</identifier><identifier>EISSN: 1099-1492</identifier><identifier>DOI: 10.1002/nbm.4941</identifier><identifier>PMID: 36999218</identifier><language>eng</language><publisher>England: Wiley Subscription Services, Inc</publisher><subject>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</subject><ispartof>NMR in biomedicine, 2023-09, Vol.36 (9), p.e4941-n/a</ispartof><rights>2023 John Wiley & Sons Ltd.</rights><rights>2023 John Wiley & Sons, Ltd.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c3101-a620d308e21b44a33524db3af73748e12ff8a3f3de622b283aa413ac3f7c4a913</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27903,27904</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36999218$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Sharma, Nupur</creatorcontrib><creatorcontrib>Upadhyay, Deepti</creatorcontrib><creatorcontrib>Gautam, Hitender</creatorcontrib><creatorcontrib>Sharma, Uma</creatorcontrib><creatorcontrib>Lodha, Rakesh</creatorcontrib><creatorcontrib>Kabra, Sushil Kumar</creatorcontrib><creatorcontrib>Das, Bimal Kumar</creatorcontrib><creatorcontrib>Kapil, Arti</creatorcontrib><creatorcontrib>Mohan, Anant</creatorcontrib><creatorcontrib>Jagannathan, Naranamangalam Raghunathan</creatorcontrib><creatorcontrib>Guleria, Randeep</creatorcontrib><creatorcontrib>Singh, Urvashi Balbir</creatorcontrib><title>Small molecule bio‐signature in childhood intra‐thoracic tuberculosis identified by metabolomics</title><title>NMR in biomedicine</title><addtitle>NMR Biomed</addtitle><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.</description><subject>1H NMR spectroscopy</subject><subject>Abnormalities</subject><subject>Acetic acid</subject><subject>Biological products</subject><subject>biomarkers</subject><subject>childhood TB</subject><subject>Children</subject><subject>Choline</subject><subject>Creatine</subject><subject>Deregulation</subject><subject>Dimethylglycine</subject><subject>Fatty acids</subject><subject>Glutamine</subject><subject>Histidine</subject><subject>Inflammation</subject><subject>intra‐thoracic TB</subject><subject>Lipid metabolism</subject><subject>Lipids</subject><subject>Lysine</subject><subject>Magnetic resonance spectroscopy</subject><subject>Metabolic pathways</subject><subject>Metabolism</subject><subject>Metabolites</subject><subject>Metabolomics</subject><subject>NMR spectroscopy</subject><subject>Pediatrics</subject><subject>Phenylalanine</subject><subject>Phosphocreatine</subject><subject>Polyunsaturated fatty acids</subject><subject>Protein biosynthesis</subject><subject>Protein synthesis</subject><subject>Thorax</subject><subject>Tuberculosis</subject><issn>0952-3480</issn><issn>1099-1492</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNp1kN1KHTEQx4NU9FQFn0AWeuPNapKJZ5PLVuwHaHuhXod8zHoi2Y0mu5Rz5yP0GX2SxvpRKPRqGOY3P2b-hOwzesQo5cejHY6EEmyDLBhVqmVC8XdkQdUJb0FIuk3el3JLKZUC-BbZhqVSijO5IP5yMDE2Q4ro5oiNDenx4VcJN6OZ5oxNGBu3CtGvUvK1mbKp42mVsnHBNdNsMde9VEJpgsdxCn1A39h1M-BkbIppCK7sks3exIJ7L3WHXH8-uzr92p7_-PLt9ON564BR1polpx6oRM6sEAbghAtvwfQddEIi430vDfTgccm55RKMEQyMg75zwigGO-Tw2XuX0_2MZdJDKA5jNCOmuWjeKah_A19W9MM_6G2a81iv01wKIVWnmPordDmVkrHXdzkMJq81o_opeV2T10_JV_TgRTjbAf0b-Bp1Bdpn4GeIuP6vSH__dPFH-Bt2h49E</recordid><startdate>202309</startdate><enddate>202309</enddate><creator>Sharma, Nupur</creator><creator>Upadhyay, Deepti</creator><creator>Gautam, Hitender</creator><creator>Sharma, Uma</creator><creator>Lodha, Rakesh</creator><creator>Kabra, Sushil Kumar</creator><creator>Das, Bimal Kumar</creator><creator>Kapil, Arti</creator><creator>Mohan, Anant</creator><creator>Jagannathan, Naranamangalam Raghunathan</creator><creator>Guleria, Randeep</creator><creator>Singh, Urvashi Balbir</creator><general>Wiley Subscription Services, Inc</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QO</scope><scope>8FD</scope><scope>FR3</scope><scope>P64</scope><scope>7X8</scope></search><sort><creationdate>202309</creationdate><title>Small molecule bio‐signature in childhood intra‐thoracic tuberculosis identified by metabolomics</title><author>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</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3101-a620d308e21b44a33524db3af73748e12ff8a3f3de622b283aa413ac3f7c4a913</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>1H NMR spectroscopy</topic><topic>Abnormalities</topic><topic>Acetic acid</topic><topic>Biological products</topic><topic>biomarkers</topic><topic>childhood TB</topic><topic>Children</topic><topic>Choline</topic><topic>Creatine</topic><topic>Deregulation</topic><topic>Dimethylglycine</topic><topic>Fatty acids</topic><topic>Glutamine</topic><topic>Histidine</topic><topic>Inflammation</topic><topic>intra‐thoracic TB</topic><topic>Lipid metabolism</topic><topic>Lipids</topic><topic>Lysine</topic><topic>Magnetic resonance spectroscopy</topic><topic>Metabolic pathways</topic><topic>Metabolism</topic><topic>Metabolites</topic><topic>Metabolomics</topic><topic>NMR spectroscopy</topic><topic>Pediatrics</topic><topic>Phenylalanine</topic><topic>Phosphocreatine</topic><topic>Polyunsaturated fatty acids</topic><topic>Protein biosynthesis</topic><topic>Protein synthesis</topic><topic>Thorax</topic><topic>Tuberculosis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Sharma, Nupur</creatorcontrib><creatorcontrib>Upadhyay, Deepti</creatorcontrib><creatorcontrib>Gautam, Hitender</creatorcontrib><creatorcontrib>Sharma, Uma</creatorcontrib><creatorcontrib>Lodha, Rakesh</creatorcontrib><creatorcontrib>Kabra, Sushil Kumar</creatorcontrib><creatorcontrib>Das, Bimal Kumar</creatorcontrib><creatorcontrib>Kapil, Arti</creatorcontrib><creatorcontrib>Mohan, Anant</creatorcontrib><creatorcontrib>Jagannathan, Naranamangalam Raghunathan</creatorcontrib><creatorcontrib>Guleria, Randeep</creatorcontrib><creatorcontrib>Singh, Urvashi Balbir</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>Biotechnology Research Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>NMR in biomedicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Sharma, Nupur</au><au>Upadhyay, Deepti</au><au>Gautam, Hitender</au><au>Sharma, Uma</au><au>Lodha, Rakesh</au><au>Kabra, Sushil Kumar</au><au>Das, Bimal Kumar</au><au>Kapil, Arti</au><au>Mohan, Anant</au><au>Jagannathan, Naranamangalam Raghunathan</au><au>Guleria, Randeep</au><au>Singh, Urvashi Balbir</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Small molecule bio‐signature in childhood intra‐thoracic tuberculosis identified by metabolomics</atitle><jtitle>NMR in biomedicine</jtitle><addtitle>NMR Biomed</addtitle><date>2023-09</date><risdate>2023</risdate><volume>36</volume><issue>9</issue><spage>e4941</spage><epage>n/a</epage><pages>e4941-n/a</pages><issn>0952-3480</issn><eissn>1099-1492</eissn><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.
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.</abstract><cop>England</cop><pub>Wiley Subscription Services, Inc</pub><pmid>36999218</pmid><doi>10.1002/nbm.4941</doi><tpages>11</tpages></addata></record> |
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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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