Evidence map›Paper›PMID 41577684›Full record

ArticleScientific reports2026

Multicohort assessment of plasma metabolic signatures of tuberculosis disease in children: a retrospective cross-sectional study.

Mary M Nellis, Juaneta Luiz, Devan Jaganath, Zaynab Mousavian, Esin Nkereuwem, Peter Wambi, Roger Calderon, Mandar Paradkar, Robert Castro, Rutuja Nerurkar and 14 more

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
  4. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

24 authors.

Mary M Nellis *Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA.
Juaneta Luiz *Department of Paediatrics and Child Health, and SA-MRC Unit On Child & Adolescent Health, University of Cape Town, Cape Town, South Africa.
Devan JaganathUniversity of California San Francisco School of Medicine, San Francisco, CA, USA.
Zaynab MousavianDepartment of Global Health, Emory University Rollins School of Public Health, Atlanta, GA, USA.
Esin NkereuwemMedical Research Council Unit The Gambia at the London, School of Hygiene and Tropical Medicine, Banjul, Gambia.
Peter WambiUganda Tuberculosis Implementation Research Consortium, Kampala, Uganda.
Roger CalderonAdvance Research and Health, Lima, Peru.
Mandar ParadkarByramjee Jeejeebhoy Government Medical College-Johns Hopkins University Clinical Research Site, Pune, India.
Robert CastroUniversity of California San Francisco School of Medicine, San Francisco, CA, USA.
Rutuja NerurkarUniversity of California San Francisco School of Medicine, San Francisco, CA, USA.
Molly F FrankeDepartment of Global Health and Social Medicine, Harvard Medical School, Boston, MA, USA.
Aarti KinikarDepartment of Pediatrics, Byramjee Jeejeebhoy Government Medical College and Sassoon General Hospitals, Pune, India.
Eric WobudeyaUganda Tuberculosis Implementation Research Consortium, Kampala, Uganda.
Heather J ZarDepartment of Paediatrics and Child Health, and SA-MRC Unit On Child & Adolescent Health, University of Cape Town, Cape Town, South Africa.
Dean P JonesDepartment of Medicine, Emory University School of Medicine, Atlanta, GA, USA.
Mark SegalUniversity of California San Francisco School of Medicine, San Francisco, CA, USA.
George SigalMeso Scale Diagnostics, LLC., Rockville, MD, USA.
Danielle L SwaneyJ. David Gladstone Institutes, San Francisco, CA, USA.
Adithya CattamanchiCenter for Tuberculosis, University of California San Francisco, Institute for Global Health Sciences, San Francisco, CA, USA.
Joel D ErnstUniversity of California San Francisco School of Medicine, San Francisco, CA, USA.
Thomas R ZieglerDepartment of Medicine, Emory University School of Medicine, Atlanta, GA, USA.
Beate Kampmann *Medical Research Council Unit The Gambia at the London, School of Hygiene and Tropical Medicine, Banjul, Gambia.
Jeffrey M Collins *Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA. jmcoll4@emory.edu.
COMBO Study

Funding

Implementing a Maternal health and PRegnancy Outcomes Vision for Everyone (IMPROVE)UL1TR002378 · NCATS · EMORY UNIVERSITY · PI Andres J Garcia, Elizabeth O. Ofili · 2017 to 2026
$92.1M
Sequencing CoreU19AI109755 · NIAID · HARVARD MEDICAL SCHOOL · PI CHANDLER, DARRELL P, CULHANE, AEDIN C · 2014 to 2018
$29.1M
Childhood Omics and Mycobacterium tuberculosis-derived BiOsignatures (COMBO) for TB diagnosis in high HIV prevalence settingsR01AI152161 · NIAID · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI CATTAMANCHI, ADITHYA, ERNST, JOEL D. · 2020 to 2024
$7.6M
Emory/Georgia TB Research Advancement Center (TRAC)P30AI168386 · NIAID · EMORY UNIVERSITY · PI Jeffrey M Collins · 2022 to 2026
$5.8M
PROgression of Tuberculosis infECTion in young children living with and without HIV: the PROTECT studyR01AI175312 · NIAID · UNIVERSITY OF CALIFORNIA-IRVINE · PI Adithya Cattamanchi, Joel D. Ernst · 2023 to 2026
$4.3M
High resolution plasma metabolomics to identify biomarkers of tuberculosisK23AI144040 · NIAID · EMORY UNIVERSITY · PI COLLINS, JEFFREY M · 2019 to 2023
$911k
NCATS NIH HHS UL1 TR002378NIAID NIH HHS K23 AI144040NIAID NIH HHS P30 AI168386NIAID NIH HHS R01 AI152161NIAID NIH HHS R01 AI175312NIAID NIH HHS U19 AI109755
6 · The paper itself

Abstract

Microbiological tests for tuberculosis (TB) disease in children have suboptimal accuracy and respiratory samples are often challenging to obtain. Using liquid chromatography/mass spectrometry, we performed plasma high-resolution metabolomics (HRM) to identify blood-based biomarkers associated with TB disease in children. We analyzed plasma samples from 438 children 0-14 years being evaluated for TB disease in India, Peru, Uganda, The Gambia, and South Africa. All children underwent a standard clinical evaluation and were followed up after 3 months. Children were classified as Confirmed (n = 104), Unconfirmed (n = 108), or Unlikely TB (n = 226) as per NIH consensus definitions. Controlling for age and study site, we found creatine, alanine, retinol, citrulline, fumarate, and tryptophan to be significantly decreased in children with Confirmed TB disease versus those with Unlikely TB, while cortisol, nicotinamide, and butyrylcarnitine were increased (FDR-corrected p-value < 0.2). Using logistic regression, we found this nine-metabolite signature had an area under the receiver operator characteristic curve (AUC) of 0.72 (95% CI (0.67 - 0.82) in the test set of participants with Confirmed and Unlikely TB and an AUC of 0.49 (95% CI 0.42 - 0.55) in the Unconfirmed TB group. These results show a nine-metabolite plasma signature has moderate accuracy for identification of Confirmed TB disease in children.

Indexed as

BiomarkersMetabolomeMetabolomicsTuberculosisAdolescentChildChild, PreschoolCross-Sectional StudiesFemaleGambiaHumansIndiaInfantInfant, NewbornMalePeruBiomarkersBiomarkersChildrenDiagnosticsMetabolomicsTuberculosis

Identifiers

PMID41577684
PMCPMC12835163

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.