RISK6, a 6-gene transcriptomic signature of TB disease risk, diagnosis and treatment response

Author:

Penn-Nicholson Adam, ,Mbandi Stanley KimbungORCID,Thompson Ethan,Mendelsohn Simon C.ORCID,Suliman SaraORCID,Chegou Novel N.,Malherbe Stephanus T.,Darboe FatoumattaORCID,Erasmus Mzwandile,Hanekom Willem A.,Bilek Nicole,Fisher Michelle,Kaufmann Stefan H. E.,Winter Jill,Murphy Melissa,Wood Robin,Morrow Carl,Van Rhijn Ildiko,Moody Branch,Murray Megan,Andrade Bruno B.ORCID,Sterling Timothy R.,Sutherland Jayne,Naidoo Kogieleum,Padayatchi Nesri,Walzl GerhardORCID,Hatherill Mark,Zak Daniel,Scriba Thomas J.ORCID, , , , , , ,

Abstract

AbstractImproved tuberculosis diagnostics and tools for monitoring treatment response are urgently needed. We developed a robust and simple, PCR-based host-blood transcriptomic signature, RISK6, for multiple applications: identifying individuals at risk of incident disease, as a screening test for subclinical or clinical tuberculosis, and for monitoring tuberculosis treatment. RISK6 utility was validated by blind prediction using quantitative real-time (qRT) PCR in seven independent cohorts. Prognostic performance significantly exceeded that of previous signatures discovered in the same cohort. Performance for diagnosing subclinical and clinical disease in HIV-uninfected and HIV-infected persons, assessed by area under the receiver-operating characteristic curve, exceeded 85%. As a screening test for tuberculosis, the sensitivity at 90% specificity met or approached the benchmarks set out in World Health Organization target product profiles for non-sputum-based tests. RISK6 scores correlated with lung immunopathology activity, measured by positron emission tomography, and tracked treatment response, demonstrating utility as treatment response biomarker, while predicting treatment failure prior to treatment initiation. Performance of the test in capillary blood samples collected by finger-prick was noninferior to venous blood collected in PAXgene tubes. These results support incorporation of RISK6 into rapid, capillary blood-based point-of-care PCR devices for prospective assessment in field studies.

Funder

U.S. Department of Health & Human Services | NIH | Fogarty International Center

Margaret MaNamara Educational grant

South African Medical Research Council

Tuberculosis Research Unit Network

Bill and Melinda Gates Foundation

Division of Intramural Research, National Institute of Allergy and Infectious Diseases

Publisher

Springer Science and Business Media LLC

Subject

Multidisciplinary

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