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RISK6, A 6-GENE TRANSCRIPTOMIC SIGNATURE OF TB DISEASE RISK, DIAGNOSIS AND TREATMENT RESPONSE
Author
Penn-Nicholson, Adam
Mbandi, Stanley Kimbung
Thompson, Ethan
Mendelsohn, Simon C.
Suliman, Sara
Chegou, Novel N.
Malherbe, Stephanus T.
Darboe, Fatoumatta
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 de Bezerril
Sterling, Timothy R.
Sutherland, Jayne
Naidoo, Kogieleum
Padayatchi, Nesri
Walzl, Gerhard
Hatherill, Mark
Zak, Daniel
Scriba, Thomas J.
Mbandi, Stanley Kimbung
Thompson, Ethan
Mendelsohn, Simon C.
Suliman, Sara
Chegou, Novel N.
Malherbe, Stephanus T.
Darboe, Fatoumatta
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 de Bezerril
Sterling, Timothy R.
Sutherland, Jayne
Naidoo, Kogieleum
Padayatchi, Nesri
Walzl, Gerhard
Hatherill, Mark
Zak, Daniel
Scriba, Thomas J.
Affilliation
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
Center for Infectious Disease Research. Seattle, WA, USA.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa / Harvard Medical School. Division of Rheumatology, Immunity and Inflammation. Brigham and Women’s Hospital. Boston, USA.
Stellenbosch University. Faculty of Medicine and Health Sciences. Division of Molecular Biology and Human Genetics. South African Medical Research Council Centre for Tuberculosis Research. Cape Town, South Africa.
Stellenbosch University. Faculty of Medicine and Health Sciences. Division of Molecular Biology and Human Genetics. South African Medical Research Council Centre for Tuberculosis Research. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
Max Planck Institute for Infection Biology. Berlin, Germany / Hagler Institute for Advanced Study at Texas A&M University. College Station, TX, USA.
Catalysis Foundation for Health. San Ramon, CA, USA.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Desmond Tutu HIV Centre, and Institute of Infectious Disease and Molecular Medicine. Cape Town, South Africa.
University of Cape Town. Desmond Tutu HIV Centre, and Institute of Infectious Disease and Molecular Medicine. Cape Town, South Africa.
Harvard Medical School. Division of Rheumatology, Immunity and Inflammation. Brigham and Women’s Hospital. Boston, USA.
Harvard Medical School. Division of Rheumatology, Immunity and Inflammation. Brigham and Women’s Hospital. Boston, USA.
Harvard Medical School. Department of Global Health and Social Medicine, and Division of Global Health Equity. Brigham and Women’s Hospital. Boston, MA, USA.
Fundação Oswaldo Cruz. Instituto Gonçalo Moniz. Salvador, BA, Brasil.
Vanderbilt University School of Medicine. Department of Medicine. Division of Infectious Diseases. Nashville, USA.
Medical Research Council Unit. Vaccines and Immunity. Fajara, The Gambia.
Centre for the AIDS Programme of Research in Africa. Durban, South Africa / South African Medical Research Council-CAPRISA HIV-TB Pathogenesis and Treatment Research Unit. Durban, South Africa.
Centre for the AIDS Programme of Research in Africa. Durban, South Africa / South African Medical Research Council-CAPRISA HIV-TB Pathogenesis and Treatment Research Unit. Durban, South Africa.
Stellenbosch University. Faculty of Medicine and Health Sciences. Division of Molecular Biology and Human Genetics. South African Medical Research Council Centre for Tuberculosis Research. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
Center for Infectious Disease Research. Seattle, WA, USA.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
Center for Infectious Disease Research. Seattle, WA, USA.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa / Harvard Medical School. Division of Rheumatology, Immunity and Inflammation. Brigham and Women’s Hospital. Boston, USA.
Stellenbosch University. Faculty of Medicine and Health Sciences. Division of Molecular Biology and Human Genetics. South African Medical Research Council Centre for Tuberculosis Research. Cape Town, South Africa.
Stellenbosch University. Faculty of Medicine and Health Sciences. Division of Molecular Biology and Human Genetics. South African Medical Research Council Centre for Tuberculosis Research. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
Max Planck Institute for Infection Biology. Berlin, Germany / Hagler Institute for Advanced Study at Texas A&M University. College Station, TX, USA.
Catalysis Foundation for Health. San Ramon, CA, USA.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
University of Cape Town. Desmond Tutu HIV Centre, and Institute of Infectious Disease and Molecular Medicine. Cape Town, South Africa.
University of Cape Town. Desmond Tutu HIV Centre, and Institute of Infectious Disease and Molecular Medicine. Cape Town, South Africa.
Harvard Medical School. Division of Rheumatology, Immunity and Inflammation. Brigham and Women’s Hospital. Boston, USA.
Harvard Medical School. Division of Rheumatology, Immunity and Inflammation. Brigham and Women’s Hospital. Boston, USA.
Harvard Medical School. Department of Global Health and Social Medicine, and Division of Global Health Equity. Brigham and Women’s Hospital. Boston, MA, USA.
Fundação Oswaldo Cruz. Instituto Gonçalo Moniz. Salvador, BA, Brasil.
Vanderbilt University School of Medicine. Department of Medicine. Division of Infectious Diseases. Nashville, USA.
Medical Research Council Unit. Vaccines and Immunity. Fajara, The Gambia.
Centre for the AIDS Programme of Research in Africa. Durban, South Africa / South African Medical Research Council-CAPRISA HIV-TB Pathogenesis and Treatment Research Unit. Durban, South Africa.
Centre for the AIDS Programme of Research in Africa. Durban, South Africa / South African Medical Research Council-CAPRISA HIV-TB Pathogenesis and Treatment Research Unit. Durban, South Africa.
Stellenbosch University. Faculty of Medicine and Health Sciences. Division of Molecular Biology and Human Genetics. South African Medical Research Council Centre for Tuberculosis Research. Cape Town, South Africa.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
Center for Infectious Disease Research. Seattle, WA, USA.
University of Cape Town. Department of Pathology. Institute of Infectious Disease and Molecular Medicine and Division of Immunology. South African Tuberculosis Vaccine Initiative. Cape Town, South Africa.
Abstract
Improved 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.
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