Mycobacterium tuberculosis-specific T cell activation identifies individuals at high risk of tuberculosis disease
Mpande, C. A.; Musvosvi, M.; Rozot, V.; Mosito, B.; Reid, T. D.; Schreuder, C.; Lloyd, T.; Bilek, N.; Huang, H.; Obermoser, G.; Davis, M. M.; Ruhwald, M.; Hatherill, M.; Scriba, T. J.; Nemes, E.; ACS Study Team,
Show abstract
BackgroundProvision of tuberculosis preventive treatment (TPT) to individuals with Mycobacterium tuberculosis (M.tb) infection (TBI) is a key strategy to reduce the global tuberculosis burden. Tuberculosis risk is significantly higher after recent compared to remote TBI. We aimed to define a blood-based biomarker, measured with a simple flow cytometry assay, to stratify different stages of TBI to infer risk of disease. MethodsHealthy adolescents were serially tested with QuantiFERON-TB Gold (QFT) to define recent (QFT conversion <6 months) and remote (persistent QFT+ for >1 year) TBI. M.tb-specific T cells were defined as IFN-g+TNF+CD3+ cells upon CFP-10/ESAT-6 or M.tb lysate stimulation. {Delta}HLA-DR median fluorescence intensity (MFI) was defined as the difference in HLA-DR expression between M.tb-specific and total T cells. Biomarker performance was assessed by blinded prediction in untouched test cohorts with recent versus remote TBI or tuberculosis disease, and unblinded analysis of asymptomatic adolescents with TBI who remained healthy (non-progressors) or who progressed to microbiologically-confirmed disease (progressors). FindingsIn the test cohorts, frequencies of M.tb-specific T cells differentiated between QFT- (n=25) and QFT+ (n=47) individuals [area under the ROC curve (AUCROC): 0.94; 95%CI: 0.87-1.00]. {Delta}HLA-DR MFI significantly discriminated between recent (n=20) and remote (n=22) TBI (AUCROC 0.91; 95%CI: 0.83-1.00); remote TBI and newly diagnosed tuberculosis (n=19; AUCROC 0.99; 95%CI: 0.96-1.00); and between tuberculosis progressors (n=22) and non-progressors (n=34; AUCROC 0.75, 95%CI: 0.63-0.87). InterpretationThe {Delta}HLA-DR MFI biomarker can identify individuals with recent TBI and those with disease progression, allowing targeted provision of TPT to those at highest risk of tuberculosis.
Matching journals
The top 7 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Percent of lung involved in disease on chest X-ray predicts unfavorable treatment outcome in pulmonary tuberculosis 92%
- Prediction models for adverse drug reactions during tuberculosis treatment in Brazil 91%
- Sex differences in vaccine induced immunity and protection against Mycobacterium tuberculosis 91%
Similar papers in this journal
- Immune profiling of Mycobacterium tuberculosis -specific T cells in recent and remote infection 94%
- An observational study identifying highly tuberculosis-exposed, HIV-1-positive but persistently TB, tuberculin and IGRA negative persons with M. tuberculosis specific antibodies in Cape Town, South Africa 92%
- Diagnostic accuracy of swab-based molecular tests for tuberculosis using novel near point-of-care platforms: A multi-country evaluation 91%
Similar papers in this journal
- Monocyte Metabolic Plasticity and Cytokine Production Differentiate Latent TB Infection from Active Disease 94%
- Quantification and prognostic significance of interferon-γ secreting SARS-CoV-2 responsive T cells in hospitalised patients with acute COVID-19 90%
- Molecular Epidemiology, Diagnostics and Mechanisms of Antibiotic Resistance in Mycobacterium tuberculosis complex in Africa: A Systematic Review of Current Reports 90%
Similar papers in this journal
- Comparative effectiveness of three linezolid management strategies for peripheral neuropathy during multidrug- or rifampicin-resistant tuberculosis treatment 92%
- Exhaled Mycobacterium tuberculosis predicts incident infection in household contacts 92%
- Diagnostic performance of the Pluslife MiniDock MTB and Molbio MTB Ultima assays to detect tuberculosis from tongue and sputum swabs among outpatients and in active case finding in Cameroon 91%
Similar papers in this journal
- Antibiotic treatment shapes antigen presentation during chronic TB infection, offering novel targets for therapeutic vaccination 91%
- Single-cell transcriptomic profiling reveals a novel signature of necrotizing granulomatous lesions in the lungs of Mycobacterium tuberculosis-infected C3HeB/FeJ mice 91%
- Evaluation of IL-1 blockade as an adjunct to linezolid therapy for tuberculosis in mice and macaques 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.