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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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1 South African Tuberculosis Vaccine Initiative, Institute of Infectious Disease and Molecular Medicine and Division of Immunology, Department of Pathology, University of Cape Town, Cape Town, South Africa (GRID:grid.477958.0)
2 Center for Infectious Disease Research, Seattle, USA (GRID:grid.53964.3d) (ISNI:0000 0004 0463 2611)
3 South African Tuberculosis Vaccine Initiative, Institute of Infectious Disease and Molecular Medicine and Division of Immunology, Department of Pathology, University of Cape Town, Cape Town, South Africa (GRID:grid.477958.0); Brigham and Women’s Hospital, Division of Rheumatology, Immunity and Inflammation, Harvard Medical School, Boston, USA (GRID:grid.477958.0)
4 DST-NRF Centre of Excellence for Biomedical Tuberculosis Research; South African Medical Research Council Centre for Tuberculosis Research; Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa (GRID:grid.11956.3a) (ISNI:0000 0001 2214 904X)
5 Max Planck Institute for Infection Biology, Berlin, Germany (GRID:grid.418159.0) (ISNI:0000 0004 0491 2699); Hagler Institute for Advanced Study at Texas A&M University, College Station, USA (GRID:grid.264756.4) (ISNI:0000 0004 4687 2082)
6 Catalysis Foundation for Health, San Ramon, USA (GRID:grid.474940.a)
7 Desmond Tutu HIV Centre, and Institute of Infectious Disease and Molecular Medicine (IDM), University of Cape Town, Cape Town, South Africa (GRID:grid.7836.a) (ISNI:0000 0004 1937 1151)
8 Brigham and Women’s Hospital, Division of Rheumatology, Immunity and Inflammation, Harvard Medical School, Boston, USA (GRID:grid.7836.a)
9 Department of Global Health and Social Medicine, and Division of Global Health Equity, Brigham and Women’s Hospital, Harvard Medical School, Boston, USA (GRID:grid.7836.a)
10 Instituto Gonçalo Moniz, Fundação Oswaldo Cruz, Salvador, Brazil (GRID:grid.418068.3) (ISNI:0000 0001 0723 0931)
11 Division of Infectious Diseases, Department of Medicine, Vanderbilt University School of Medicine, Nashville, USA (GRID:grid.152326.1) (ISNI:0000 0001 2264 7217)
12 Vaccines and Immunity, Medical Research Council Unit, Fajara, The Gambia (GRID:grid.415063.5) (ISNI:0000 0004 0606 294X)
13 Centre for the AIDS Programme of Research in Africa, Durban, South Africa (GRID:grid.415063.5); South African Medical Research Council-CAPRISA HIV-TB Pathogenesis and Treatment Research Unit, Durban, South Africa (GRID:grid.415021.3) (ISNI:0000 0000 9155 0024)
14 Centre for the AIDS Programme of Research in Africa, Durban, South Africa (GRID:grid.415021.3); South African Medical Research Council-CAPRISA HIV-TB Pathogenesis and Treatment Research Unit, Durban, South Africa (GRID:grid.415021.3) (ISNI:0000 0000 9155 0024)
15 School of Public Health and Family Medicine, University of Cape Town, Cape Town, South Africa (GRID:grid.7836.a) (ISNI:0000 0004 1937 1151)
16 KNCV Tuberculosis Foundation, The Hague, and Amsterdam Institute of Global Health and Development, Academic Medical Centre, Amsterdam, The Netherlands (GRID:grid.5650.6) (ISNI:0000000404654431)
17 Aeras, Rockville, USA (GRID:grid.432518.9)
18 Department of Infectious Diseases, Leiden University Medical Centre, Leiden, The Netherlands (GRID:grid.10419.3d) (ISNI:0000000089452978)
19 Tuberculosis Research Unit, Department of Medicine, Case Western Reserve University School of Medicine and University Hospitals Case Medical Center, Cleveland, USA (GRID:grid.67105.35) (ISNI:0000 0001 2164 3847)
20 Department of Medicine and Department of Microbiology, College of Health Sciences, Faculty of Medicine, Makerere University, Kampala, Uganda (GRID:grid.11194.3c) (ISNI:0000 0004 0620 0548)
21 Max Planck Institute for Infection Biology, Berlin, Germany (GRID:grid.418159.0) (ISNI:0000 0004 0491 2699)
22 Department of Immunology and Infection, Faculty of Infectious and Tropical Diseases, London School of Hygiene & Tropical Medicine, London, United Kingdom (GRID:grid.8991.9) (ISNI:0000 0004 0425 469X)
23 Karonga Prevention Study, Chilumba, Malawi (GRID:grid.8991.9)
24 Ethiopian Health & Nutrition Research Institute, Addis Ababa, Ethiopia (GRID:grid.414588.4) (ISNI:0000 0001 0508 7211)
25 University Medical Centre, Utrecht, The Netherlands (GRID:grid.7692.a) (ISNI:0000000090126352)
26 Armauer Hansen Research Institute, Addis Ababa, Ethiopia (GRID:grid.418720.8) (ISNI:0000 0000 4319 4715)
27 Department of Infectious Disease Immunology, Statens Serum Institute, Copenhagen, Denmark (GRID:grid.6203.7) (ISNI:0000 0004 0417 4147)
28 Department of Microbiology and Immunology, Stanford University, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
29 University of Namibia, Windhoek, Namibia (GRID:grid.10598.35) (ISNI:0000 0001 1014 6159)
30 Karonga Prevention Study, Chilumba, Malawi (GRID:grid.10598.35)
31 Instituto Nacional de Infectologia Evandro Chagas, Fundação Oswaldo Cruz, Rio de Janeiro, Brazil (GRID:grid.418068.3) (ISNI:0000 0001 0723 0931)
32 Secretaria Municipal de Saúde do Rio de Janeiro, Coordenação de Doenças Transmissíveis, Rio de Janeiro, Brazil (GRID:grid.419876.5) (ISNI:0000 0001 2195 627X)
33 Fundação de Medicina Tropical Doutor Heitor Vieira Dourado, Manaus, Brazil (GRID:grid.418153.a) (ISNI:0000 0004 0486 0972)
34 Hospital Universitário Clementino Fraga Filho, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil (GRID:grid.8536.8) (ISNI:0000 0001 2294 473X)
35 Brigham and Women’s Hospital, Division of Rheumatology, Immunity and Inflammation, Harvard Medical School, Boston, USA (GRID:grid.152326.1)
36 Socios En Salud, Lima, Peru (GRID:grid.152326.1)
37 Centre for the AIDS Programme of Research in Africa, Durban, South Africa (GRID:grid.152326.1); South African Medical Research Council-CAPRISA HIV-TB Pathogenesis and Treatment Research Unit, Durban, South Africa (GRID:grid.415021.3) (ISNI:0000 0000 9155 0024)