Integration of metabolomics and transcriptomics reveals novel biomarkers in the blood for tuberculosis diagnosis in children.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
11 11 2020
Historique:
received: 10 06 2020
accepted: 13 10 2020
entrez: 12 11 2020
pubmed: 13 11 2020
medline: 7 5 2021
Statut: epublish

Résumé

Pediatric tuberculosis (TB) remains a major global health problem. Improved pediatric diagnostics using readily available biosources are urgently needed. We used liquid chromatography-mass spectrometry to analyze plasma metabolite profiles of Indian children with active TB (n = 16) and age- and sex-matched, Mycobacterium tuberculosis-exposed but uninfected household contacts (n = 32). Metabolomic data were integrated with whole blood transcriptomic data for each participant at diagnosis and throughout treatment for drug-susceptible TB. A decision tree algorithm identified 3 metabolites that correctly identified TB status at distinct times during treatment. N-acetylneuraminate achieved an area under the receiver operating characteristic curve (AUC) of 0.66 at diagnosis. Quinolinate achieved an AUC of 0.77 after 1 month of treatment, and pyridoxate achieved an AUC of 0.87 after successful treatment completion. A set of 4 metabolites (gamma-glutamylalanine, gamma-glutamylglycine, glutamine, and pyridoxate) identified treatment response with an AUC of 0.86. Pathway enrichment analyses of these metabolites and corresponding transcriptional data correlated N-acetylneuraminate with immunoregulatory interactions between lymphoid and non-lymphoid cells, and correlated pyridoxate with p53-regulated metabolic genes and mitochondrial translation. Our findings shed new light on metabolic dysregulation in children with TB and pave the way for new diagnostic and treatment response markers in pediatric TB.

Identifiants

pubmed: 33177551
doi: 10.1038/s41598-020-75513-8
pii: 10.1038/s41598-020-75513-8
pmc: PMC7658223
doi:

Substances chimiques

Antitubercular Agents 0
Biomarkers 0

Types de publication

Journal Article Observational Study Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

19527

Subventions

Organisme : NIAID NIH HHS
ID : K23AI135102
Pays : United States
Organisme : NIAID NIH HHS
ID : UM1AI069465
Pays : United States
Organisme : NIAID NIH HHS
ID : K24AI143447
Pays : United States
Organisme : NIH HHS
ID : R25TW009340
Pays : United States
Organisme : NIAID NIH HHS
ID : P30 AI094189
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR001079
Pays : United States
Organisme : NIAID NIH HHS
ID : R21 AI122922
Pays : United States

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Auteurs

Noton K Dutta (NK)

Center for Tuberculosis Research, Department of Medicine, Johns Hopkins University School of Medicine, 1551 East Jefferson Street, Room 110, Baltimore, MD, 21287, USA. notonkumardutta@gmail.com.

Jeffrey A Tornheim (JA)

Center for Tuberculosis Research, Department of Medicine, Johns Hopkins University School of Medicine, 1551 East Jefferson Street, Room 110, Baltimore, MD, 21287, USA.
Center for Clinical Global Health Education, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.

Kiyoshi F Fukutani (KF)

Laboratório de Inflamação E Biomarcadores, Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil.
Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil.
Curso de Medicina, Faculdade de Tecnologia E Ciências, Salvador, Brazil.

Mandar Paradkar (M)

Byramjee Jeejeebhoy Government Medical College, Johns Hopkins University Clinical Research Site, Pune, Maharashtra, India.

Rafael T Tiburcio (RT)

Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil.
Curso de Medicina, Faculdade de Tecnologia E Ciências, Salvador, Brazil.

Aarti Kinikar (A)

Byramjee Jeejeebhoy Government Medical College, Pune, Maharashtra, India.

Chhaya Valvi (C)

Byramjee Jeejeebhoy Government Medical College, Pune, Maharashtra, India.

Vandana Kulkarni (V)

Byramjee Jeejeebhoy Government Medical College, Johns Hopkins University Clinical Research Site, Pune, Maharashtra, India.

Neeta Pradhan (N)

Byramjee Jeejeebhoy Government Medical College, Johns Hopkins University Clinical Research Site, Pune, Maharashtra, India.

Shri Vijay Bala Yogendra Shivakumar (SVBY)

Johns Hopkins University - India Office (CCGHE), Pune, Maharashtra, India.

Anju Kagal (A)

Byramjee Jeejeebhoy Government Medical College, Pune, Maharashtra, India.

Akshay Gupte (A)

Center for Clinical Global Health Education, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.

Nikhil Gupte (N)

Center for Clinical Global Health Education, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
Byramjee Jeejeebhoy Government Medical College, Johns Hopkins University Clinical Research Site, Pune, Maharashtra, India.

Vidya Mave (V)

Center for Clinical Global Health Education, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
Byramjee Jeejeebhoy Government Medical College, Johns Hopkins University Clinical Research Site, Pune, Maharashtra, India.

Amita Gupta (A)

Center for Tuberculosis Research, Department of Medicine, Johns Hopkins University School of Medicine, 1551 East Jefferson Street, Room 110, Baltimore, MD, 21287, USA.
Center for Clinical Global Health Education, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
Byramjee Jeejeebhoy Government Medical College, Johns Hopkins University Clinical Research Site, Pune, Maharashtra, India.
Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.

Bruno B Andrade (BB)

Multinational Organization Network Sponsoring Translational and Epidemiological Research (MONSTER) Initiative, Salvador, Brazil.
Curso de Medicina, Faculdade de Tecnologia E Ciências, Salvador, Brazil.
Byramjee Jeejeebhoy Government Medical College, Johns Hopkins University Clinical Research Site, Pune, Maharashtra, India.
Universidade Salvador (UNIFACS), Laureate Universities, Salvador, Brazil.
Escola Bahiana de Medicina E Saúde Pública (EBMSP), Salvador, Brazil.

Petros C Karakousis (PC)

Center for Tuberculosis Research, Department of Medicine, Johns Hopkins University School of Medicine, 1551 East Jefferson Street, Room 110, Baltimore, MD, 21287, USA. petros@jhmi.edu.
Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA. petros@jhmi.edu.

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