ArticleFrontiers in microbiology2019
Detection of Tuberculosis Recurrence, Diagnosis and Treatment Response by a Blood Transcriptomic Risk Signature in HIV-Infected Persons on Antiretroviral Therapy.
Article in Frontiers in microbiology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 papers, 3 of them syntheses that pooled it.
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Who cites it
38 citing papers in PubMed, 3 syntheses or guidelines pooled it, 58 citations in OpenAlex.
- Subclinical tuberculosis: a meta-analysis of prevalence and scoping review of definitions, prevalence and clinical characteristics.European respiratory review : an official journal of the European Respiratory Society · 2024Pooled it
- Gene signature discovery and systematic validation across diverse clinical cohorts for TB prognosis and response to treatment.PLoS computational biology · 2023Pooled it
- Biomarkers That Correlate with Active Pulmonary Tuberculosis Treatment Response: a Systematic Review and Meta-analysis.Journal of clinical microbiology · 2022Pooled it
- Biomarker-guided tuberculosis preventive therapy (CORTIS): a randomised controlled trial.The Lancet. Infectious diseases · 2021Trial
- Whole blood mRNA expression-based targets to discriminate active tuberculosis from latent infection and other pulmonary diseases.Scientific reports · 2020Trial
- Current Landscape of Molecular Diagnostic Tests and Emerging Tools for Tuberculosis and Drug Resistance.Diagnostics (Basel, Switzerland) · 2026Review
- Co-cultures of Microalgae and Other Microorganisms: Wastewater Treatment and Production of Value-Added Bioproducts.Applied biochemistry and biotechnology · 2026Review
- Machine-Learning-Derived, Mechanistically Informed Transcriptomic Signature to Diagnose Active Tuberculosis and Guide Host-Directed Therapy.Diagnostics (Basel, Switzerland) · 2026Article
- Comparison of automated and manual mRNA enrichment to automated rRNA depletion for whole-blood RNA-sequencing.Scientific reports · 2025Article
- The Role of Type I Interferons in Tuberculosis and in Tuberculosis-Risk-Associated Comorbidities.Infectious disease reports · 2025Review
- Biomarkers in diagnosing and therapeutic monitoring of tuberculosis: a review.Annals of medicine · 2024Review
- Resolution of tuberculosis blood RNA signatures fails to discriminate persistent sputum culture positivity after 8 weeks of anti-tuberculous treatment.The European respiratory journal · 2024Article
- Blood transcriptomic signatures for symptomatic tuberculosis in an African multicohort study.The European respiratory journal · 2024Article
- Article
- Field evaluation of a point-of-care triage test for active tuberculosis (TriageTB).BMC infectious diseases · 2023Observational
- Diagnostic biomarkers for active tuberculosis: progress and challenges.EMBO molecular medicine · 2022Review
- Tuberculosis Treatment Monitoring and Outcome Measures: New Interest and New Strategies.Clinical microbiology reviews · 2022Review
- Host transcriptomic signatures of tuberculosis can predict immune reconstitution inflammatory syndrome in HIV patients.European journal of immunology · 2022Article
- Molecular perturbations in pulmonary tuberculosis patients identified by pathway-level analysis of plasma metabolic features.PloS one · 2022Article
- T-cell deficiency and hyperinflammatory monocyte responses associate withFrontiers in immunology · 2022Article
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Authors and funding
25 authors at 8 institutions in 3 countries.
Funding
Abstract
HIV-infected individuals are at high risk of tuberculosis disease and those with prior tuberculosis episodes are at even higher risk of disease recurrence. A non-sputum biomarker that identifies individuals at highest tuberculosis risk would allow targeted microbiological testing and appropriate treatment and also guide need for prolonged therapy. We determined the utility of a previously developed whole blood transcriptomic correlate of risk (COR) signature for (1) predicting incident recurrent tuberculosis, (2) tuberculosis diagnosis and (3) its potential utility for tuberculosis treatment monitoring in HIV-infected individuals. We retrieved cryopreserved blood specimens from three previously completed clinical studies and measured the COR signature by quantitative microfluidic real-time-PCR. The signature differentiated recurrent tuberculosis progressors from non-progressors within 3 months of diagnosis with an area under the Receiver-operating characteristic (ROC) curve (AUC) of 0.72 (95% confidence interval (CI), 0.58-0.85) amongst HIV-infected individuals on antiretroviral therapy (ART). Twenty-five of 43 progressors (58%) were asymptomatic at microbiological diagnosis and thus had subclinical disease. The signature showed excellent diagnostic discrimination between HIV-uninfected tuberculosis cases and controls (AUC 0.97; 95%CI 0.94-1). Performance was lower in HIV-infected individuals (AUC 0.83; 95%CI 0.81-0.96) and signature scores were directly associated with HIV viral loads. Tuberculosis treatment response in HIV-infected individuals on ART with a new recurrent tuberculosis diagnosis was also assessed. Signature scores decreased significantly during treatment. However, pre-treatment scores could not differentiate between those who became sputum negative before and after 2 months. Direct application of the unmodified blood transcriptomic COR signature detected subclinical and active tuberculosis by blind validation in HIV-infected individuals. However, prognostic performance for recurrent tuberculosis, and performance as diagnostic and as treatment monitoring tool in HIV-infected persons was inferior to published results from HIV-negative cohorts. Our results suggest that performance of transcriptomic signatures comprising interferon stimulated genes are negatively affected in HIV-infected individuals, especially in those with incompletely suppressed viral loads.
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