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.

Details

Title
RISK6, a 6-gene transcriptomic signature of TB disease risk, diagnosis and treatment response
Author
Penn-Nicholson, Adam 1 ; Mbandi, Stanley Kimbung 1   VIAFID ORCID Logo  ; Thompson, Ethan 2 ; Mendelsohn, Simon C 1   VIAFID ORCID Logo  ; Suliman, Sara 3   VIAFID ORCID Logo  ; Chegou Novel N 4 ; Malherbe, Stephanus T 4 ; Darboe Fatoumatta 1   VIAFID ORCID Logo  ; Erasmus Mzwandile 1 ; Hanekom, Willem A 1 ; Bilek, Nicole 1 ; Fisher, Michelle 1 ; Kaufmann Stefan H E 5 ; Winter, Jill 6 ; Murphy, Melissa 1 ; Wood, Robin 7 ; Morrow, Carl 7 ; Ildiko, Van Rhijn 8 ; Branch, Moody 8 ; Murray, Megan 9 ; Andrade, Bruno B 10   VIAFID ORCID Logo  ; Sterling, Timothy R 11 ; Sutherland, Jayne 12 ; Naidoo Kogieleum 13 ; Padayatchi Nesri 14 ; Walzl Gerhard 4   VIAFID ORCID Logo  ; Hatherill, Mark 1 ; Zak, Daniel 2 ; Scriba, Thomas J 1   VIAFID ORCID Logo  ; Kafaar Fazlin 1 ; Workman, Leslie 1 ; Mulenga Humphrey 1 ; Jane, Hughes E 1 ; Onke, Xasa 1 ; Veldsman Ashley 1 ; Cloete Yolundi 1 ; Abrahams, Deborah 1 ; Moyo Sizulu 1 ; Gelderbloem Sebastian 1 ; Tameris Michele 1 ; Geldenhuys Hennie 1 ; Ehrlich, Rodney 15 ; Verver Suzanne 16 ; Geiter Larry 17 ; Black, Gillian F 4 ; van der Spuy Gian 4 ; Kim, Stanley 4 ; Kriel Magdalena 4 ; Du Plessis Nelita 4 ; Nene Nonhlanhla 4 ; Roberts, Teri 4 ; Kleynhans Leanie 4 ; Gutschmidt, Andrea 4 ; Smith, Bronwyn 4 ; Loxton, Andre G 4 ; Tromp Gerhardus 4 ; Tabb, David 4 ; Ottenhoff Tom H M 18 ; Klein, Michel R 18 ; Haks, Marielle C 18 ; Franken Kees L M C 18 ; Geluk Annemieke 18 ; van Meijgaarden Krista E 18 ; Joosten, Simone A 18 ; Henry, Boom W 19 ; Thiel, Bonnie 19 ; Mayanja-Kizza Harriet 20 ; Moses, Joloba 20 ; Zalwango Sarah 20 ; Nsereko, Mary 20 ; Okwera Brenda 20 ; Kisingo Hussein 20 ; Parida, Shreemanta K 21 ; Golinski, Robert 21 ; Maertzdorf Jeroen 21 ; Weiner January 3rd 21 ; Jacobson, Marc 21 ; Dockrell Hazel 22 ; Smith, Steven 22 ; Gorak-Stolinska Patricia 22 ; Yun-Gyoung, Hur 22 ; Lalor Maeve 22 ; Lee, Ji-Sook 22 ; Crampin, Amelia C 23 ; French, Neil 23 ; Bagrey, Ngwira 23 ; Ben-Smith, Anne 23 ; Watkins, Kate 23 ; Ambrose, Lyn 23 ; Felanji, Simukonda 23 ; Mvula Hazzie 23 ; Femia, Chilongo 23 ; Saul Jacky 23 ; Branson, Keith 23 ; Mahomed Hassan 1 ; Downing, Katrina 1 ; Abel, Brian 1 ; Bowmaker, Mark 1 ; Kagina Benjamin 1 ; Chung, William Kwong 1 ; Sadoff, Jerry 17 ; Sizemore Donata 17 ; Ramachandran, S 17 ; Barker, Lew 17 ; Brennan, Michael 17 ; Weichold, Frank 17 ; Muller, Stefanie 17 ; Kassa Desta 24 ; Abebe Almaz 24 ; Tsehayenesh, Mesele 24 ; Belete, Tegbaru 24 ; Debbie, van Baarle 25 ; Miedema, Frank 25 ; Howe Rawleigh 26 ; Adane, Mihret 26 ; Aseffa Abraham 26 ; Bekele Yonas 26 ; Iwnetu Rachel 26 ; Tafesse Mesfin 26 ; Yamuah Lawrence 26 ; Ota, Martin 12 ; Hill, Philip 12 ; Adegbola, Richard 12 ; Tumani, Corrah 12 ; Martin, Antonio 12 ; Togun Toyin 12 ; Adetifa Ifedayo 12 ; Donkor, Simon 12 ; Andersen, Peter 27 ; Rosenkrands Ida 27 ; Doherty, Mark 27 ; Weldingh Karin 27 ; Schoolnik, Gary 28 ; Dolganov Gregory 28 ; Tran, Van 28 ; Arendsen Denis 1 ; Hadn, Africa 1 ; Baartman Veronica 1 ; Filander, Elizabeth 1 ; Gwintsa Cynthia 1 ; Mabwe Simbarashe 1 ; Makhethe Lebohang 1 ; Moses, Miriam 1 ; Onrust Raida 1 ; van Rooyen Michele 1 ; Steyn, Marcia 1 ; Valley Habibullah 1 ; Ahlers Petri 4 ; van Rensburg Ilana 4 ; Hygon, Mutavhatsindi 4 ; Manngo Portia 4 ; Hiemstra Andriette 4 ; McAnda Shirley 4 ; Mendy, Joseph 12 ; Awa, Gindeh 12 ; Mbayo Georgetta 12 ; Trawally Ebrima 12 ; Owolabi Olumuyiwa 12 ; Anna-Rita, Namuganga 20 ; Kizito, Saudah Nambiru 20 ; Sosina, Ayalew 26 ; Azab, Tarekegne 26 ; Tessema Bamlak 26 ; Nepolo Emmanuel 29 ; Sheehama, Joseph 29 ; Gunther Gunar 29 ; Diergaardt Azaria 29 ; Uapa, Pazvakavambwa 29 ; Ottenhoff, Tom 18 ; Fat Elisa Tjon Kon 18 ; Herdigein Shannon 18 ; Corstjens, Paul 18 ; Kriel, Belinda 4 ; Kotzé, Leigh A 4 ; Awoniyi, Dolapo O 4 ; Maasdorp Elizna 4 ; Sillah Abdou 12 ; Namuganga Ann Ritah 20 ; Muzanye Grace 20 ; Peters, Pierre 20 ; van der Vyver Marieta 29 ; Amutenya, Faustina N 29 ; Nelongo, Josefina N 29 ; Monye Lidia 29 ; Sheehama, Jacob A 29 ; Scholastica, Iipinge 29 ; Amberbir Alemayehu 30 ; Houben Rein 30 ; Atsbeha, Gebrezgeabher 24 ; Getnet, Mesfin 24 ; Belay Yohannes 24 ; Gebremedhin, Gebremichael 24 ; Yodit, Alemayehu 24 ; Corstjens Paul L A M 18 ; Fat Elisa M Tjon Kon 18 ; de Dood Claudia J 18 ; van der Ploeg-van Schip Jolien J 18 ; Aagaard Claus 27 ; Esterhuyse, Maria M 21 ; Cliff, Jacqueline M 22 ; Dockrell, Hazel M 22 ; Cubillos-Angulo, Juan M 10 ; Fukutani, Kiyoshi F 10 ; Laise, Paixão 10 ; Khouri, Ricardo 10 ; Melo Sayonara 10 ; Andrade, Alice 10 ; Rebouças-Silva Jéssica 10 ; Malta Hayna 10 ; Queiroz Artur T L 10 ; Rolla, Valeria C 31 ; Cavalcante Solange 31 ; Durovni Betina 32 ; Cordeiro-Santos, Marcelo 33 ; Kritski Afranio 34 ; Lapa e Silva José R 34 ; Figueiredo, Marina C 11 ; Lopez, Tamara Kattya 35 ; León, Segundo R 36 ; Garcia, Leonid Lecca 36 ; Govender Dhineshree 37 ; Hassan-Moosa Razia 14 ; Naidoo Anushka 14 ; Adams, Rochelle 14 ; Samsunder Natasha 14 ; Lewis, Lara 14 

 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) 
 Center for Infectious Disease Research, Seattle, USA (GRID:grid.53964.3d) (ISNI:0000 0004 0463 2611) 
 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) 
 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) 
 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) 
 Catalysis Foundation for Health, San Ramon, USA (GRID:grid.474940.a) 
 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) 
 Brigham and Women’s Hospital, Division of Rheumatology, Immunity and Inflammation, Harvard Medical School, Boston, USA (GRID:grid.7836.a) 
 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) 
Publication year
2020
Publication date
2020
Publisher
Nature Publishing Group
e-ISSN
20452322
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
2406524478
Copyright
© The Author(s) 2020. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.