Evidence map›Paper›PMID 30646264›Full record

ArticleJAMA network open2018

Assessment of Validity of a Blood-Based 3-Gene Signature Score for Progression and Diagnosis of Tuberculosis, Disease Severity, and Treatment Response.

Hayley C Warsinske, Aditya M Rao, Flora M F Moreira, Paulo Cesar P Santos, Andrew B Liu, Madeleine Scott, Stephaus T Malherbe, Katharina Ronacher, Gerhard Walzl, Jill Winter and 4 more

Open access · goldAbstract read
In one paragraph

Article in JAMA network open, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 87 papers, 7 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
87citing papers in PubMed, 7 pooled it
8.7field-weighted citation impact, top 1% of its field
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

87 citing papers in PubMed, 7 syntheses or guidelines pooled it, 138 citations in OpenAlex.

  1. Biomarker tests of progression from tuberculosis infection to disease: a systematic review.European respiratory review : an official journal of the European Respiratory Society · 2026
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  8. Performance of 2 Finger-Stick Blood Tests to Triage Adults With Symptoms of Pulmonary Tuberculosis: A Prospective Multisite Diagnostic Accuracy Study.Clinical infectious diseases : an official publication of the Infectious Diseases Society of America · 2025
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  17. Monocyte-Amplified Transcriptional Signatures of Human Diseases.bioRxiv : the preprint server for biology · 2026
    Article
  18. Future Prospects for Using Clinical Phenotypes in Tuberculosis Precision Medicine-An Approach for Clinical Management.Clinical infectious diseases : an official publication of the Infectious Diseases Society of America · 2026
    Review
  19. Article
  20. Article

27 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors at 6 institutions in 3 countries.

Hayley C WarsinskeInstitute for Immunity, Transplantation, and Infection, Stanford University, Stanford, California.
Aditya M RaoInstitute for Immunity, Transplantation, and Infection, Stanford University, Stanford, California.
Flora M F MoreiraFederal University of Grande Dourados, Dourados, Brazil.
Paulo Cesar P SantosFederal University of Grande Dourados, Dourados, Brazil.
Andrew B LiuInstitute for Immunity, Transplantation, and Infection, Stanford University, Stanford, California.
Madeleine ScottInstitute for Immunity, Transplantation, and Infection, Stanford University, Stanford, California.
Stephaus T MalherbeSouth African Medical Research Council Centre for Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
Katharina RonacherSouth African Medical Research Council Centre for Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
Gerhard WalzlSouth African Medical Research Council Centre for Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
Jill WinterCentre of Excellence for Biomedical Tuberculosis Research, Department of Science and Technology-National Research Foundation, Stellenbosch University, Cape Town, South Africa.
Timothy E SweeneyInstitute for Immunity, Transplantation, and Infection, Stanford University, Stanford, California.
Julio CrodaFederal University of Mato Grosso do Sul, Campo Grande, Brazil.
Jason R AndrewsDivision of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University, Stanford, California.
Purvesh KhatriInstitute for Immunity, Transplantation, and Infection, Stanford University, Stanford, California.
Stanford University · USSouth African Medical Research Council · ZAUniversidade Federal da Grande Dourados · BRNational Research Foundation · ZAStellenbosch University · ZAUniversidade Federal de Mato Grosso do Sul · BR

Funding

Using a tonsil organoid system to probe conditions for the induction of protective antibody and T cell responses to influenza.U19AI057229 · NIAID · STANFORD UNIVERSITY · PI Mark Morris Davis · 2003 to 2026
$88.5M
Translational Incubator CoreU19AI109662 · NIAID · STANFORD UNIVERSITY · PI GLENN, JEFFREY S · 2014 to 2019
$28.6M
MOLECULAR &CELLULAR IMMUNOBIOLOGYT32AI007290 · NIAID · STANFORD UNIVERSITY · PI Sean Curtis Bendall, Olivia M Martinez · 1985 to 2026
$27.0M
Stanford Center for Clinical and Translational Education and Research (SCCTER)UL1UL1RR025744 · NCRR · STANFORD UNIVERSITY · PI GREENBERG, HARRY BERNARD · 2008 to 2011
$22.4M
Strategies for tuberculosis control in prisonsR01AI130058 · NIAID · STANFORD UNIVERSITY · PI Jason Randolph Andrews, Julio Henrique Rosa Croda · 2017 to 2026
$5.8M
Giant MagnetoResistive (GMR) Sensors for Measuring Influenza VaccineR01AI125197 · NIAID · STANFORD UNIVERSITY · PI UTZ, PAUL JOSEPH, WANG, SHAN X. · 2016 to 2021
$5.0M
NCRR NIH HHS UL1 RR025744NIAID NIH HHS R01 AI125197NIAID NIH HHS R01 AI130058NIAID NIH HHS U19 AI057229NIAID NIH HHS U19 AI109662
6 · The paper itself

Abstract

Importance: The World Health Organization identified the need for a non-sputum-based triage test to identify those in need of further tuberculosis (TB) testing. Objective: To determine whether the 3-gene TB score can be a diagnostic tool throughout the course of TB disease, from latency to diagnosis to treatment response, and posttreatment residual inflammation. Design, Setting, and Participants: This nested case-control study analyzed the 3-gene TB score in 3 cohorts, each focusing on a different stage of TB disease: (1) the Adolescent Cohort Study profiled whole-blood samples from adolescents with latent Mycobacterium tuberculosis infection, some of which progressed to active TB (ATB), using RNA sequencing; (2) the Brazil Active Screen Study collected whole blood from an actively screened case-control cohort of adult inmates from 2 prisons in Mato Grosso do Sul, Brazil, for ATB from January 2016 to February 2016; and (3) the Catalysis Treatment Response Cohort (CTRC) identified culture-positive adults in primary health care clinics in Cape Town, South Africa, from 2005 to 2007 and collected whole blood for RNA sequencing from patients with ATB at diagnosis and weeks 1, 4, and 24. The CTRC patients also had positron emission tomography-computed tomography scans at diagnosis, week 4, and week 24. Analyses were performed from September 2017 to June 2018. Main Outcomes and Measures: A 3-gene messenger RNA expression score, measured by quantitative polymerase chain reaction or RNA sequencing, was evaluated for distinguishing the following: individuals who progressed to ATB from those who did not, individuals with ATB from those without, and individuals with slower treatment response during TB therapy. Results: Patients evaluated in this study included 144 adolescents from the Adolescent Cohort Study (aged 12-18 years; 96 female and 48 male), 81 adult prison inmates from the Brazil Active Screen Study (aged 20-72 years; 81 male), and 138 adult community members from the CTRC (aged 17-64 years; 81 female and 57 male). The 3-gene TB score identified progression from latent M tuberculosis infection to ATB 6 months prior to sputum conversion with 86% sensitivity and 84% specificity (area under the curve [AUC], 0.86; 95% CI, 0.77-0.96) and patients with ATB in the Brazil Active Screen Study cohort (AUC, 0.87; 95% CI, 0.78-0.95) and CTRC (AUC, 0.94; 95% CI, 0.88-0.99). It also identified CTRC patients with failed treatment at the end of treatment (AUC, 0.93; 95% CI, 0.83-1.00). Collectively, across all cohorts, the 3-gene TB score identified patients with ATB with 90% sensitivity, 70% specificity, and 99.3% negative predictive value at 4% prevalence. Conclusions and Relevance: Across 3 independent prospective cohorts, the 3-gene TB score approaches the World Health Organization target product profile benchmarks for non-sputum-based triage test with high negative predictive value. This gene expression diagnostic approach should be considered for further validation and future implementation.

Indexed as

AdolescentAdultAgedAntitubercular AgentsBrazilChildCohort StudiesDisease ProgressionFemaleGenes, BacterialGenetic MarkersHumansLatent TuberculosisMaleMiddle AgedMolecular TypingAntitubercular AgentsGenetic MarkersRNA, Bacterial

Identifiers

PMID30646264
PMCPMC6324428
OpenAlexW2901800871

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

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.