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Ruperez M, Shanaube K, Mureithi L, Wapamesa C, Burnett MJ, Kosloff B, de Haas P, Hayes R, Fidler S, Gachie T, Schaap A, Floyd S, Klinkenberg E, Ayles H. Use of point-of-care C-reactive protein testing for screening of tuberculosis in the community in high-burden settings: a prospective, cross-sectional study in Zambia and South Africa. Lancet Glob Health 2023; 11:e704-e714. [PMID: 37061309 DOI: 10.1016/s2214-109x(23)00113-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 02/07/2023] [Accepted: 02/13/2023] [Indexed: 04/17/2023]
Abstract
BACKGROUND WHO recommends community-wide, systematic tuberculosis screening in high-prevalence settings. C-reactive protein has been proposed as a tuberculosis screening tool for people living with HIV. We aimed to assess the performance of a point-of-care C-reactive protein test for tuberculosis screening in the community in two countries with a high tuberculosis burden. METHODS We conducted a prospective, cross-sectional study in four communities in Zambia and South Africa, nested in a tuberculosis prevalence survey. We included adults (aged ≥15 years) who were sputum-eligible (tuberculosis-suggestive symptoms or computer-aided-detection score ≥40 on chest x-ray) and whose sputum was tested with Xpert Ultra and liquid culture. A 5% random sample of individuals who were non-sputum-eligible was also included. We calculated sensitivity and specificity of point-of-care C-reactive protein testing, alone and combined with symptom screening, to detect tuberculosis in participants who were sputum-eligible, compared with a microbiological reference standard (positive result in Xpert Ultra, culture, or both). FINDINGS Between Feb 19 and Aug 11, 2019, 9588 participants were enrolled in the tuberculosis prevalence study, 1588 of whom had C-reactive protein testing and received results (875 [55·1%] were women and girls, 713 [44·9%] were men and boys, 1317 [82·9%] were sputum-eligible, and 271 [17·1%] were non-sputum-eligible). Among participants who were sputum-eligible, we identified 76 individuals with tuberculosis, of whom 25 were living with HIV. Sensitivity of point-of-care C-reactive protein testing with a cutoff point of 5 mg/L or more was 50·0% (38/76, 95% CI 38·3-61·7) and specificity was 72·3% (890/1231, 69·7-74·8). Point-of-care C-reactive protein combined in parallel with symptom screening had higher sensitivity than symptom screening alone (60·5% [46/76, 95% CI 48·6-71·6] vs 34·2% [26/76, 23·7-46·0]). Specificity of point-of-care C-reactive protein combined in parallel with symptom screening was 51·7% (636/1231, 95% CI 48·8-54·5) versus 70·5% (868/1231, 67·9-73·0) with symptom screening alone. Similarly, in people living with HIV, sensitivity of point-of-care C-reactive protein combined with symptom screening was 72·0% (18/25, 95% CI 50·6-87·9) and that of symptom screening alone was 36·0% (9/25, 18·0-57·5). Specificity of point-of-care C-reactive protein testing combined in parallel with symptom screening in people living with HIV was 47·0% (118/251, 95% CI 40·7-53·4) versus 72·1% (181/251, 66·1-77·6) with symptom screening alone. INTERPRETATION Point-of-care C-reactive protein testing alone does not meet the 90% sensitivity stipulated by WHO's target product profile for desirable characteristics for screening tests for detecting tuberculosis. However, combined with symptom screening, it might improve identification of individuals with tuberculosis in communities with high prevalence, and might be particularly useful where other recommended tools, such as chest x-ray, might not be readily available. FUNDING European and Developing Countries Clinical Trials Partnership.
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Affiliation(s)
- Maria Ruperez
- Clinical Research Department, London School of Hygiene & Tropical Medicine, London, UK.
| | | | | | | | | | - Barry Kosloff
- Clinical Research Department, London School of Hygiene & Tropical Medicine, London, UK; Zambart, Lusaka, Zambia
| | - Petra de Haas
- KNCV Tuberculosis Foundation, The Hague, Netherlands
| | - Richard Hayes
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK
| | - Sarah Fidler
- Faculty of Medicine, Department of Infectious Disease, Imperial College London, London, UK
| | - Thomas Gachie
- Clinical Research Department, London School of Hygiene & Tropical Medicine, London, UK; Zambart, Lusaka, Zambia
| | - Albertus Schaap
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK; Zambart, Lusaka, Zambia
| | - Sian Floyd
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK
| | - Eveline Klinkenberg
- KNCV Tuberculosis Foundation, The Hague, Netherlands; Department of Global Health, Amsterdam University Medical Centers, Amsterdam, Netherlands
| | - Helen Ayles
- Clinical Research Department, London School of Hygiene & Tropical Medicine, London, UK; Zambart, Lusaka, Zambia
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Meca AD, Turcu-Stiolica A, Bogdan M, Subtirelu MS, Cocoș R, Ungureanu BS, Mahler B, Pisoschi CG. Screening performance of C-reactive protein for active pulmonary tuberculosis in HIV-positive patients: A systematic review with a meta-analysis. Front Immunol 2022; 13:891201. [PMID: 36090970 PMCID: PMC9453225 DOI: 10.3389/fimmu.2022.891201] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 08/03/2022] [Indexed: 12/01/2022] Open
Abstract
Background Tuberculosis (TB) is the leading infectious cause of mortality worldwide. In the last years, resistant strains of the etiological agent, Mycobacterium tuberculosis, have emerged, thus demanding more triage tests to identify active pulmonary TB (PTB) patients and to evaluate their disease severity. Therefore, acute-phase reaction serum tests are required for monitoring TB patients, among WHO symptom screening recommendations. C-reactive protein (CRP) is a non-specific inflammatory biomarker that has been recently proposed for TB screening and can be quantitatively analyzed through cost-effective point-of-care assays. A previous meta-analysis found CRP to be highly sensitive and moderately specific for active PTB with confirmed HIV infection. Methods We performed a meta-analysis update of diagnostic tests, pooling sensitivities, and specificities in order to assess the accuracy of CRP as a potential test for the screening of HIV-associated PTB in outpatients. We searched MEDLINE, Web of Science, and SCOPUS for eligible articles before 19 October 2021. Results We identified 13 eligible studies with HIV-positive patients with PTB. At a CRP threshold of 10 mg/L, CRP pooled sensitivity was 87% (76%–93%) and pooled specificity was 67% (49%–81%), with an area under the curve (AUC) of 0.858. Using a CRP threshold of 8 mg/L, pooled sensitivity was 82% (72%–89%) and pooled specificity was 82% (67%–92%), with an AUC of 0.879. We found that CRP has a high sensitivity in the screening of PTB in HIV-positive outpatients, consistent with findings reported previously. Conclusions Regardless of pooled specificity, better results were found using the CRP threshold of 8 mg/L as a test screening of PTB, meeting the need of further approaching specific TB diagnostic methods and reducing resource consumption.
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Affiliation(s)
- Andreea-Daniela Meca
- Department of Pharmacology, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| | - Adina Turcu-Stiolica
- Department of Pharmacoeconomics, University of Medicine and Pharmacy of Craiova, Craiova, Romania
- *Correspondence: Adina Turcu-Stiolica,
| | - Maria Bogdan
- Department of Pharmacology, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| | - Mihaela-Simona Subtirelu
- Department of Pharmacoeconomics, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| | - Relu Cocoș
- Department of Medical Genetics, University of Medicine and Pharmacy “Carol Davila”, Bucharest, Romania
- Marius Nasta Institute of Pneumology, Bucharest, Romania
| | - Bogdan Silviu Ungureanu
- Research Center of Gastroenterology and Hepatology, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| | - Beatrice Mahler
- Marius Nasta Institute of Pneumology, Bucharest, Romania
- Pneumology Department (II), University of Medicine and Pharmacy “Carol Davila”, Bucharest, Romania
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Valinetz ED, Matemo D, Gersh JK, Joudeh LL, Mendelsohn SC, Scriba TJ, Hatherill M, Kinuthia J, Wald A, Cangelosi GA, Barnabas RV, Hawn TR, Horne DJ. Isoniazid preventive therapy and tuberculosis transcriptional signatures in people with HIV. AIDS 2022; 36:1363-1371. [PMID: 35608118 PMCID: PMC9329226 DOI: 10.1097/qad.0000000000003262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES To examine the association between isoniazid preventive therapy (IPT) or nontuberculous mycobacteria (NTM) sputum culture positivity and tuberculosis (TB) transcriptional signatures in people with HIV. DESIGN Cross-sectional study. METHODS We enrolled adults living with HIV who were IPT-naive or had completed IPT more than 6 months prior at HIV care clinics in western Kenya. We calculated TB signatures using gene expression data from qRT-PCR. We used multivariable linear regression to analyze the association between prior receipt of IPT or NTM sputum culture positivity with a transcriptional TB risk score, RISK6 (range 0-1). In secondary analyses, we explored the association between IPT or NTM positivity and four other TB transcriptional signatures. RESULTS Among 381 participants, 99.7% were receiving antiretroviral therapy and 86.6% had received IPT (completed median of 1.1 years prior). RISK6 scores were lower (mean difference 0.10; 95% confidence interval (CI): 0.06-0.15; P < 0.001) among participants who received IPT than those who did not. In a model that adjusted for age, sex, duration of ART, and plasma HIV RNA, the RISK6 score was 52.8% lower in those with a history of IPT ( P < 0.001). No significant association between year of IPT receipt and RISK6 scores was detected. There was no association between NTM sputum culture positivity and RISK6 scores. CONCLUSION In people with HIV, IPT was associated with significantly lower RISK6 scores compared with persons who did not receive IPT. These data support investigations of its performance as a TB preventive therapy response biomarker.
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Affiliation(s)
- Ethan D Valinetz
- Department of Medicine, University of Washington, Seattle, Washington
- Division of Infectious Disease, Department of Medicine, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Daniel Matemo
- Department of Research and Programs, Kenyatta National Hospital, Nairobi
- School of Public Health and Community Development Maseno University, Kisumu, Kenya
| | - Jill K Gersh
- Department of Medicine, University of Washington, Seattle, Washington
| | - Lara L Joudeh
- Department of Medicine, University of Washington, Seattle, Washington
| | - Simon C Mendelsohn
- South African Tuberculosis Vaccine Initiative, Institute of Infectious Disease and Molecular Medicine, and Division of Immunology, Department of Pathology, University of Cape Town, South Africa
| | - Thomas J Scriba
- South African Tuberculosis Vaccine Initiative, Institute of Infectious Disease and Molecular Medicine, and Division of Immunology, Department of Pathology, University of Cape Town, South Africa
| | - Mark Hatherill
- South African Tuberculosis Vaccine Initiative, Institute of Infectious Disease and Molecular Medicine, and Division of Immunology, Department of Pathology, University of Cape Town, South Africa
| | - John Kinuthia
- Department of Research and Programs, Kenyatta National Hospital, Nairobi
- Department of Global Health
| | - Anna Wald
- Department of Medicine, University of Washington, Seattle, Washington
- Department of Epidemiology
- Department of Lab Medicine & Pathology, University of Washington
- Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | | | - Ruanne V Barnabas
- Department of Medicine, University of Washington, Seattle, Washington
- Department of Global Health
- Department of Epidemiology
| | - Thomas R Hawn
- Department of Medicine, University of Washington, Seattle, Washington
| | - David J Horne
- Department of Medicine, University of Washington, Seattle, Washington
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Dhana A, Hamada Y, Kengne AP, Kerkhoff AD, Rangaka MX, Kredo T, Baddeley A, Miller C, Singh S, Hanifa Y, Grant AD, Fielding K, Affolabi D, Merle CS, Wachinou AP, Yoon C, Cattamanchi A, Hoffmann CJ, Martinson N, Mbu ET, Sander MS, Balcha TT, Skogmar S, Reeve BWP, Theron G, Ndlangalavu G, Modi S, Cavanaugh J, Swindells S, Chaisson RE, Ahmad Khan F, Howard AA, Wood R, Thit SS, Kyi MM, Hanson J, Drain PK, Shapiro AE, Kufa T, Churchyard G, Nguyen DT, Graviss EA, Bjerrum S, Johansen IS, Gersh JK, Horne DJ, LaCourse SM, Al-Darraji HAA, Kamarulzaman A, Kempker RR, Tukvadze N, Barr DA, Meintjes G, Maartens G. Tuberculosis screening among ambulatory people living with HIV: a systematic review and individual participant data meta-analysis. THE LANCET. INFECTIOUS DISEASES 2022; 22:507-518. [PMID: 34800394 PMCID: PMC8942858 DOI: 10.1016/s1473-3099(21)00387-x] [Citation(s) in RCA: 40] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Revised: 05/24/2021] [Accepted: 06/21/2021] [Indexed: 01/26/2023]
Abstract
BACKGROUND The WHO-recommended tuberculosis screening and diagnostic algorithm in ambulatory people living with HIV is a four-symptom screen (known as the WHO-recommended four symptom screen [W4SS]) followed by a WHO-recommended molecular rapid diagnostic test (eg Xpert MTB/RIF [hereafter referred to as Xpert]) if W4SS is positive. To inform updated WHO guidelines, we aimed to assess the diagnostic accuracy of alternative screening tests and strategies for tuberculosis in this population. METHODS In this systematic review and individual participant data meta-analysis, we updated a search of PubMed (MEDLINE), Embase, the Cochrane Library, and conference abstracts for publications from Jan 1, 2011, to March 12, 2018, done in a previous systematic review to include the period up to Aug 2, 2019. We screened the reference lists of identified pieces and contacted experts in the field. We included prospective cross-sectional, observational studies and randomised trials among adult and adolescent (age ≥10 years) ambulatory people living with HIV, irrespective of signs and symptoms of tuberculosis. We extracted study-level data using a standardised data extraction form, and we requested individual participant data from study authors. We aimed to compare the W4SS with alternative screening tests and strategies and the WHO-recommended algorithm (ie, W4SS followed by Xpert) with Xpert for all in terms of diagnostic accuracy (sensitivity and specificity), overall and in key subgroups (eg, by antiretroviral therapy [ART] status). The reference standard was culture. This study is registered with PROSPERO, CRD42020155895. FINDINGS We identified 25 studies, and obtained data from 22 studies (including 15 666 participants; 4347 [27·7%] of 15 663 participants with data were on ART). W4SS sensitivity was 82% (95% CI 72-89) and specificity was 42% (29-57). C-reactive protein (≥10 mg/L) had similar sensitivity to (77% [61-88]), but higher specificity (74% [61-83]; n=3571) than, W4SS. Cough (lasting ≥2 weeks), haemoglobin (<10 g/dL), body-mass index (<18·5 kg/m2), and lymphadenopathy had high specificities (80-90%) but low sensitivities (29-43%). The WHO-recommended algorithm had a sensitivity of 58% (50-66) and a specificity of 99% (98-100); Xpert for all had a sensitivity of 68% (57-76) and a specificity of 99% (98-99). In the one study that assessed both, the sensitivity of sputum Xpert Ultra was higher than sputum Xpert (73% [62-81] vs 57% [47-67]) and specificities were similar (98% [96-98] vs 99% [98-100]). Among outpatients on ART (4309 [99·1%] of 4347 people on ART), W4SS sensitivity was 53% (35-71) and specificity was 71% (51-85). In this population, a parallel strategy (two tests done at the same time) of W4SS with any chest x-ray abnormality had higher sensitivity (89% [70-97]) and lower specificity (33% [17-54]; n=2670) than W4SS alone; at a tuberculosis prevalence of 5%, this strategy would require 379 more rapid diagnostic tests per 1000 people living with HIV than W4SS but detect 18 more tuberculosis cases. Among outpatients not on ART (11 160 [71·8%] of 15 541 outpatients), W4SS sensitivity was 85% (76-91) and specificity was 37% (25-51). C-reactive protein (≥10 mg/L) alone had a similar sensitivity to (83% [79-86]), but higher specificity (67% [60-73]; n=3187) than, W4SS and a sequential strategy (both test positive) of W4SS then C-reactive protein (≥5 mg/L) had a similar sensitivity to (84% [75-90]), but higher specificity than (64% [57-71]; n=3187), W4SS alone; at 10% tuberculosis prevalence, these strategies would require 272 and 244 fewer rapid diagnostic tests per 1000 people living with HIV than W4SS but miss two and one more tuberculosis cases, respectively. INTERPRETATION C-reactive protein reduces the need for further rapid diagnostic tests without compromising sensitivity and has been included in the updated WHO tuberculosis screening guidelines. However, C-reactive protein data were scarce for outpatients on ART, necessitating future research regarding the utility of C-reactive protein in this group. Chest x-ray can be useful in outpatients on ART when combined with W4SS. The WHO-recommended algorithm has suboptimal sensitivity; Xpert for all offers slight sensitivity gains and would have major resource implications. FUNDING World Health Organization.
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Affiliation(s)
- Ashar Dhana
- Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Yohhei Hamada
- Centre for International Cooperation and Global Tuberculosis Information, The Research Institute of Tuberculosis, Japan Anti-Tuberculosis Association, Tokyo, Japan; Institute for Global Health, University College London, London, UK
| | - Andre P Kengne
- Non-communicable Diseases Research Unit, South African Medical Research Council, Cape Town, South Africa
| | - Andrew D Kerkhoff
- Division of HIV, Infectious Diseases and Global Medicine, Zuckerberg San Francisco General Hospital and Trauma Center, University of California, San Francisco, CA, USA
| | - Molebogeng X Rangaka
- Wellcome Centre for Infectious Diseases Research in Africa, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa; Institute for Global Health, University College London, London, UK
| | - Tamara Kredo
- Cochrane South Africa, South African Medical Research Council, Cape Town, South Africa; Division of Clinical Pharmacology, Department of Medicine, Faculty of Medicine and Health Sciences, Stellenbosch University, Stellenbosch, South Africa
| | - Annabel Baddeley
- Global Tuberculosis Programme, World Health Organization, Geneva, Switzerland
| | - Cecily Miller
- Global Tuberculosis Programme, World Health Organization, Geneva, Switzerland
| | - Satvinder Singh
- Global HIV, Hepatitis and STIs Programme, World Health Organization, Geneva, Switzerland
| | - Yasmeen Hanifa
- TB Centre, London School of Hygiene & Tropical Medicine, London, UK
| | - Alison D Grant
- TB Centre, London School of Hygiene & Tropical Medicine, London, UK; Africa Health Research Institute, School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa; School of Public Health, University of the Witwatersrand, Johannesburg, South Africa
| | | | | | - Corinne S Merle
- UNICEF/UNDP/World Bank/WHO Special Programme for Research and Training in Tropical Diseases, Geneva, Switzerland
| | | | - Christina Yoon
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Center for Tuberculosis, University of California, San Francisco, CA, USA
| | - Adithya Cattamanchi
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Center for Tuberculosis, University of California, San Francisco, CA, USA
| | | | - Neil Martinson
- Perinatal HIV Research Unit, University of the Witwatersrand, Johannesburg, South Africa; Johns Hopkins University Center for Tuberculosis Research, Baltimore, MD, USA
| | | | | | - Taye T Balcha
- Clinical Infection Medicine, Lund University, Malmö, Sweden; Department of Translational Medicine, Lund University, Malmö, Sweden
| | - Sten Skogmar
- Department of Translational Medicine, Lund University, Malmö, Sweden
| | - Byron W P Reeve
- DSI-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, Western Cape, South Africa
| | - Grant Theron
- DSI-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, Western Cape, South Africa
| | - Gcobisa Ndlangalavu
- DSI-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, Western Cape, South Africa
| | - Surbhi Modi
- US Centers for Disease Control and Prevention, Atlanta, GA, USA
| | | | | | - Richard E Chaisson
- Johns Hopkins University Center for Tuberculosis Research, Baltimore, MD, USA
| | - Faiz Ahmad Khan
- McGill International Tuberculosis Centre, Research Institute of the McGill University Health Centre, Montreal, QC, Canada
| | - Andrea A Howard
- ICAP at Columbia University, New York, NY, USA; Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Robin Wood
- Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Swe Swe Thit
- Department of Medicine, University of Medicine 2, Yangon, Yangon Division, Myanmar
| | - Mar Mar Kyi
- Department of Medicine, University of Medicine 2, Yangon, Yangon Division, Myanmar
| | - Josh Hanson
- The Kirby Institute, University of New South Wales, Sydney, NSW, Australia
| | - Paul K Drain
- Department of Global Health, University of Washington, Seattle, WA, USA; Department of Medicine, University of Washington, Seattle, WA, USA; Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Adrienne E Shapiro
- Department of Global Health, University of Washington, Seattle, WA, USA; Department of Medicine, University of Washington, Seattle, WA, USA
| | - Tendesayi Kufa
- School of Public Health, University of the Witwatersrand, Johannesburg, South Africa; Centre for HIV and STIs, National Institute for Communicable Diseases, Johannesburg, South Africa
| | - Gavin Churchyard
- School of Public Health, University of the Witwatersrand, Johannesburg, South Africa; The Aurum Institute, Parktown, South Africa
| | - Duc T Nguyen
- Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston, TX, USA
| | - Edward A Graviss
- Department of Pathology and Genomic Medicine, Houston Methodist Research Institute, Houston, TX, USA
| | - Stephanie Bjerrum
- Department of Clinical Research, Infectious Diseases, University of Southern Denmark, Odense, Denmark
| | - Isik S Johansen
- Research Unit for Infectious Diseases, Odense University Hospital, University of Southern Denmark, Odense, Denmark
| | | | - David J Horne
- Department of Medicine, Division of Infectious Diseases, University of Washington, Seattle, WA, USA
| | - Sylvia M LaCourse
- Department of Medicine, Division of Infectious Diseases, University of Washington, Seattle, WA, USA; Department of Global Health, Division of Infectious Diseases, University of Washington, Seattle, WA, USA
| | | | - Adeeba Kamarulzaman
- Centre of Excellence for Research in AIDS, University of Malaya, Kuala Lumpur, Malaysia
| | - Russell R Kempker
- Department of Medicine, Division of Infectious Diseases, Emory University School of Medicine, Atlanta, GA, USA
| | - Nestani Tukvadze
- National Center for Tuberculosis and Lung Diseases, Tbilisi, Georgia
| | - David A Barr
- Institute of Infection and Global Health, University of Liverpool, Liverpool, UK
| | - Graeme Meintjes
- Department of Medicine, University of Cape Town, Cape Town, South Africa; Wellcome Centre for Infectious Diseases Research in Africa, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa
| | - Gary Maartens
- Department of Medicine, University of Cape Town, Cape Town, South Africa; Wellcome Centre for Infectious Diseases Research in Africa, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, South Africa.
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