Journal Article Meta-Analysis Systematic Review Epublish 60 citations
PubMed: 32822359 DOI: 10.1371/journal.pone.0237574
Performance of diagnostic and predictive host blood transcriptomic signatures for Tuberculosis disease: A systematic review and meta-analysis.
PLoS One 15(8):e0237574
Authors: Humphrey Mulenga, Chambrez-Zita Zauchenberger, Erick W Bunyasi, Stanley Kimbung Mbandi, Simon C Mendelsohn, Benjamin Kagina, Adam Penn-Nicholson, Thomas J Scriba, Mark Hatherill
Affiliations
- South African Tuberculosis Vaccine Initiative (SATVI), Institute of Infectious Disease & Molecular Medicine and Division of Immunology, Department of Pathology, University of Cape Town, Cape Town, South Africa.
- Vaccines for Africa Initiative (VACFA), School of Public Health & Family Medicine, University of Cape Town, Cape Town, South Africa.
Abstract
INTRODUCTION
Host blood transcriptomic biomarkers have potential as rapid point-of-care triage, diagnostic, and predictive tests for Tuberculosis disease. We aimed to summarise the performance of host blood transcriptomic signatures for diagnosis of and prediction of progression to Tuberculosis disease; and compare their performance to the recommended World Health Organisation target product profile.
METHODS
A systematic review and meta-analysis of the performance of host blood mRNA signatures for diagnosing and predicting progression to Tuberculosis disease in HIV-negative adults and adolescents, in studies with an independent validation cohort. Medline, Scopus, Web of Science, and EBSCO libraries were searched for articles published between January 2005 and May 2019, complemented by a search of bibliographies. Study selection, data extraction and quality assessment were done independently by two reviewers. Meta-analysis was performed for signatures that were validated in ≥3 comparable cohorts, using a bivariate random effects model.
RESULTS
Twenty studies evaluating 25 signatures for diagnosis of or prediction of progression to TB disease in a total of 68 cohorts were included. Eighteen studies evaluated 24 signatures for TB diagnosis and 17 signatures met at least one TPP minimum performance criterion. Three diagnostic signatures were validated in clinically relevant cohorts to differentiate TB from other diseases, with pooled sensitivity 84%, 87% and 90% and pooled specificity 79%, 88% and 74%, respectively. Four studies evaluated signatures for progression to TB disease and performance of one signature, assessed within six months of TB diagnosis, met the minimal TPP for a predictive test for progression to TB disease.
CONCLUSION
Host blood mRNA signatures hold promise as triage tests for TB. Further optimisation is needed if mRNA signatures are to be used as standalone diagnostic or predictive tests for therapeutic decision-making.
MeSH
Blood, Triage, Tuberculosis, Diagnosis, Tuberculosis Disease
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- Host blood transcriptomic biomarkers of tuberculosis disease in people living with HIV: a systematic review protocol. BMJ Open, 2021
- Circulating Cell-Free RNA in Blood as a Host Response Biomarker for the Detection of Tuberculosis. medRxiv, 2023
- Differential Host Gene Expression in Response to Infection by Different Strains-A Pilot Study. Microorganisms, 2024
- An integrative and comprehensive analysis of blood transcriptomes combined with machine learning models reveals key signatures for tuberculosis diagnosis and risk stratification. Front Microbiol, 2025
- Host-Based Biomarkers in Saliva for the Diagnosis of Pulmonary Tuberculosis in Children: A Mini-Review. Front Pediatr, 2021
- Past and Present Approaches to Diagnosis of Active Pulmonary Tuberculosis. Front Med (Lausanne), 2021
- The impact of blood transcriptomic biomarker targeted tuberculosis preventive therapy in people living with HIV: a mathematical modelling study. BMC Med, 2021
- Prospective multicentre head-to-head validation of host blood transcriptomic biomarkers for pulmonary tuberculosis by real-time PCR. Commun Med (Lond), 2022
- Blood transcriptomic signatures for symptomatic tuberculosis in an African multicohort study. Eur Respir J, 2024
- Identification of Reduced Host Transcriptomic Signatures for Tuberculosis Disease and Digital PCR-Based Validation and Quantification. Front Immunol, 2021
- Longitudinal Dynamics of a Blood Transcriptomic Signature of Tuberculosis. Am J Respir Crit Care Med, 2022
- Host transcriptomic signatures of tuberculosis can predict immune reconstitution inflammatory syndrome in HIV patients. Eur J Immunol, 2022
- Monocyte to lymphocyte ratio and hemoglobin level to predict tuberculosis after antiretroviral therapy initiation. AIDS, 2023
- Whole blood RNA signatures in tuberculosis patients receiving H56:IC31 vaccine as adjunctive therapy. Front Immunol, 2024
- Evaluation of the Xpert MTB Host Response assay for the triage of patients with presumed pulmonary tuberculosis: a prospective diagnostic accuracy study in Viet Nam, India, the Philippines, Uganda, and South Africa. Lancet Glob Health, 2024
- Perspectives for systems biology in the management of tuberculosis. Eur Respir Rev, 2021
- Single-cell profiling reveals distinct subsets of CD14+ monocytes drive blood immune signatures of active tuberculosis. Front Immunol, 2023
- Are mRNA based transcriptomic signatures ready for diagnosing tuberculosis in the clinic? - A review of evidence and the technological landscape. EBioMedicine, 2022
- Evaluation of a transcriptomic signature of tuberculosis risk in combination with an interferon gamma release assay: A diagnostic test accuracy study. EClinicalMedicine, 2022