1
|
Gillespie SH, DiNardo AR, Georghiou SB, Sabiiti W, Kohli M, Panzner U, Kontsevaya I, Hittel N, Stuyver LJ, Tan JB, van Crevel R, Lange C, Thuong TNT, Heyckendorf J, Ruhwald M, Heinrich N. Developing biomarker assays to accelerate tuberculosis drug development: defining target product profiles. THE LANCET. MICROBE 2024:S2666-5247(24)00085-5. [PMID: 38735303 DOI: 10.1016/s2666-5247(24)00085-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Revised: 03/12/2024] [Accepted: 03/20/2024] [Indexed: 05/14/2024]
Abstract
Drug development for tuberculosis is hindered by the methodological limitations in the definitions of patient outcomes, particularly the slow organism growth and difficulty in obtaining suitable and representative samples throughout the treatment. We developed target product profiles for biomarker assays suitable for early-phase and late-phase clinical drug trials by consulting subject-matter experts on the desirable performance and operational characteristics of such assays for monitoring of tuberculosis treatment in drug trials. Minimal and optimal criteria were defined for scope, intended use, pricing, performance, and operational characteristics of the biomarkers. Early-stage trial assays should accurately quantify the number of viable bacilli, whereas late-stage trial assays should match the number, predict relapse-free cure, and replace culture conversion endpoints. The operational criteria reflect the infrastructure and resources available for drug trials. The effective tools should define the sterilising activity of the drug and lower the probability of treatment failure or relapse in people with tuberculosis. The target product profiles outlined in this Review should guide and de-risk the development of biomarker-based assays suitable for phase 2 and 3 clinical drug trials.
Collapse
Affiliation(s)
- Stephen H Gillespie
- Division of Infection and Global Health, School of Medicine, University of St Andrews, St Andrews, UK.
| | - Andrew R DiNardo
- Global TB Program, Texas Children's Hospital and Baylor College of Medicine, Houston, TX, USA; Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, GA Nijmegen, Netherlands
| | | | - Wilber Sabiiti
- Division of Infection and Global Health, School of Medicine, University of St Andrews, St Andrews, UK
| | | | - Ursula Panzner
- Division of Infectious Diseases and Tropical Medicine, University Hospital, Ludwig-Maximilians-Universität München (LMU), Munich, Germany; German Center for Infection Research (DZIF), Partner Site Munich, Munich, Germany
| | - Irina Kontsevaya
- German Center for Infection Research (DZIF), Partner Site Hamburg-Lübeck-Borstel-Riems, Borstel, Germany; Department of Infectious Disease, Faculty of Medicine, Imperial College London, London, UK
| | - Norbert Hittel
- Janssen Global Public Health R&D, Janssen Pharmaceutica NV, Beerse, Belgium
| | | | | | - Reinout van Crevel
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, GA Nijmegen, Netherlands; Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Christoph Lange
- Global TB Program, Texas Children's Hospital and Baylor College of Medicine, Houston, TX, USA; Division of Clinical Infectious Diseases, Research Center Borstel, Borstel, Germany; German Center for Infection Research (DZIF), Clinical Tuberculosis Unit, Borstel, Germany; Respiratory Medicine & International Health, University of Lübeck, Lübeck, Germany
| | | | - Jan Heyckendorf
- Respiratory Medicine & International Health, University of Lübeck, Lübeck, Germany; Clinic for Internal Medicine I, University Hospital Schleswig-Holstein (UKSH) Campus Kiel, Kiel, Germany
| | | | - Norbert Heinrich
- Division of Infectious Diseases and Tropical Medicine, University Hospital, Ludwig-Maximilians-Universität München (LMU), Munich, Germany; German Center for Infection Research (DZIF), Partner Site Munich, Munich, Germany; Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Immunology, Infection and Pandemic Research, Munich, Germany
| |
Collapse
|
2
|
Weir IR, Dufault SM, Phillips PPJ. Estimands for clinical endpoints in tuberculosis treatment randomized controlled trials: a retrospective application in a completed trial. Trials 2024; 25:180. [PMID: 38468320 PMCID: PMC10929173 DOI: 10.1186/s13063-024-07999-w] [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] [Received: 10/23/2023] [Accepted: 02/21/2024] [Indexed: 03/13/2024] Open
Abstract
BACKGROUND Randomized trials for the treatment of tuberculosis (TB) rely on a composite primary outcome to capture unfavorable treatment responses. However, variability between trials in the outcome definition and estimation methods complicates across-trial comparisons and hinders the advancement of treatment guidelines. The International Council for Harmonization (ICH) provides international regulatory standards for clinical trials. The estimand framework outlined in the recent ICH E9(R1) addendum offers a timely opportunity for randomized trials of TB treatment to adopt broadly standardized outcome definitions and analytic approaches. We previously proposed and defined four estimands for use in this context. Our objective was to evaluate how the use of these estimands and choice of estimation method impacts results and interpretation of a large phase III TB trial. METHODS We reanalyzed participant-level data from the REMoxTB trial. We applied four estimands and various methods of estimation to assess non-inferiority of both novel 4-month treatment regimens against standard of care. RESULTS With each of the four estimands, we reached the same conclusion as the original trial analysis that the novel regimens were not non-inferior to standard of care. Each estimand and method of estimation gave similar estimates of the treatment effect with fluctuations in variance and differences driven by the methods applied for handling intercurrent events. CONCLUSIONS Our application of estimands defined by the ICH E9 (R1) addendum offers a formalized framework for addressing the primary TB treatment trial objective and can promote uniformity in future trials by limiting heterogeneity in trial outcome definitions. We demonstrated the utility of our proposal using data from the REMoxTB randomized trial. We outlined methods for estimating each estimand and found consistent conclusions across estimands. We recommend future late-phase TB treatment trials to implement some or all of our estimands to promote rigorous outcome definitions and reduce variability between trials. TRIAL REGISTRATION ClinicalTrials.gov NCT00864383. Registered on March 2009.
Collapse
Affiliation(s)
- Isabelle R Weir
- Center for Biostatistics in AIDS Research in the Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Suzanne M Dufault
- UCSF Center for Tuberculosis, University of California, San Francisco, San Francisco, CA, USA
- Division of Biostatistics, Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA
| | - Patrick P J Phillips
- UCSF Center for Tuberculosis, University of California, San Francisco, San Francisco, CA, USA.
| |
Collapse
|
3
|
Nyang'wa BT, Berry C, Kazounis E, Motta I, Parpieva N, Tigay Z, Moodliar R, Dodd M, Solodovnikova V, Liverko I, Rajaram S, Rassool M, McHugh T, Spigelman M, Moore DA, Ritmeijer K, du Cros P, Fielding K. Short oral regimens for pulmonary rifampicin-resistant tuberculosis (TB-PRACTECAL): an open-label, randomised, controlled, phase 2B-3, multi-arm, multicentre, non-inferiority trial. THE LANCET. RESPIRATORY MEDICINE 2024; 12:117-128. [PMID: 37980911 DOI: 10.1016/s2213-2600(23)00389-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 10/12/2023] [Accepted: 10/19/2023] [Indexed: 11/21/2023]
Abstract
BACKGROUND Around 500 000 people worldwide develop rifampicin-resistant tuberculosis each year. The proportion of successful treatment outcomes remains low and new treatments are needed. Following an interim analysis, we report the final safety and efficacy outcomes of the TB-PRACTECAL trial, evaluating the safety and efficacy of oral regimens for the treatment of rifampicin-resistant tuberculosis. METHODS This open-label, randomised, controlled, multi-arm, multicentre, non-inferiority trial was conducted at seven hospital and community sites in Uzbekistan, Belarus, and South Africa, and enrolled participants aged 15 years and older with pulmonary rifampicin-resistant tuberculosis. Participants were randomly assigned, in a 1:1:1:1 ratio using variable block randomisation and stratified by trial site, to receive 36-80 week standard care; 24-week oral bedaquiline, pretomanid, and linezolid (BPaL); BPaL plus clofazimine (BPaLC); or BPaL plus moxifloxacin (BPaLM) in stage one of the trial, and in a 1:1 ratio to receive standard care or BPaLM in stage two of the trial, the results of which are described here. Laboratory staff and trial sponsors were masked to group assignment and outcomes were assessed by unmasked investigators. The primary outcome was the percentage of participants with a composite unfavourable outcome (treatment failure, death, treatment discontinuation, disease recurrence, or loss to follow-up) at 72 weeks after randomisation in the modified intention-to-treat population (all participants with rifampicin-resistant disease who received at least one dose of study medication) and the per-protocol population (a subset of the modified intention-to-treat population excluding participants who did not complete a protocol-adherent course of treatment (other than because of treatment failure or death) and those who discontinued treatment early because they violated at least one of the inclusion or exclusion criteria). Safety was measured in the safety population. The non-inferiority margin was 12%. This trial is registered with ClinicalTrials.gov, NCT02589782, and is complete. FINDINGS Between Jan 16, 2017, and March 18, 2021, 680 patients were screened for eligibility, of whom 552 were enrolled and randomly assigned (152 to the standard care group, 151 to the BPaLM group, 126 to the BPaLC group, and 123 to the BPaL group). The standard care and BPaLM groups proceeded to stage two and are reported here, post-hoc analyses of the BPaLC and BPaL groups are also reported. 151 participants in the BPaLM group and 151 in the standard care group were included in the safety population, with 138 in the BPaLM group and 137 in the standard care group in the modified intention-to-treat population. In the modified intention-to-treat population, unfavourable outcomes were reported in 16 (12%) of 137 participants for whom outcome was assessable in the BPaLM group and 56 (41%) of 137 participants in the standard care group (risk difference -29·2 percentage points [96·6% CI -39·8 to -18·6]; non-inferiority and superiority p<0·0001). 34 (23%) of 151 participants receiving BPaLM had adverse events of grade 3 or higher or serious adverse events, compared with 72 (48%) of 151 participants receiving standard care (risk difference -25·2 percentage points [96·6% CI -36·4 to -13·9]). Five deaths were reported in the standard care group by week 72, of which one (COVID-19 pneumonia) was unrelated to treatment and four (acute pancreatitis, suicide, sudden death, and sudden cardiac death) were judged to be treatment-related. INTERPRETATION The 24-week, all-oral BPaLM regimen is safe and efficacious for the treatment of pulmonary rifampicin-resistant tuberculosis, and was added to the WHO guidance for treatment of this condition in 2022. These findings will be key to BPaLM becoming the preferred regimen for adolescents and adults with pulmonary rifampicin-resistant tuberculosis. FUNDING Médecins Sans Frontières.
Collapse
Affiliation(s)
- Bern-Thomas Nyang'wa
- Public Health Department OCA, Médecins Sans Frontières, Amsterdam, Netherlands; London School of Hygiene & Tropical Medicine, London, UK; Institute for Global Health, University College London, London, UK.
| | - Catherine Berry
- Public Health Department OCA, Médecins Sans Frontières, London, UK
| | - Emil Kazounis
- Public Health Department OCA, Médecins Sans Frontières, London, UK
| | - Ilaria Motta
- Public Health Department OCA, Médecins Sans Frontières, London, UK
| | - Nargiza Parpieva
- Republican Specialised Scientific Practical Medical Centre of Phthisiology and Pulmonology, Tashkent, Uzbekistan
| | - Zinaida Tigay
- Republican Phthisiological Hospital #2, Nukus, Uzbekistan
| | | | - Matthew Dodd
- London School of Hygiene & Tropical Medicine, London, UK
| | - Varvara Solodovnikova
- Republican Scientific and Practical Centre for Pulmonology and Tuberculosis, Minsk, Belarus
| | - Irina Liverko
- Republican Specialised Scientific Practical Medical Centre of Phthisiology and Pulmonology, Tashkent, Uzbekistan
| | | | | | - Timothy McHugh
- Centre for Clinical Microbiology, University College London, London, UK
| | | | - David A Moore
- London School of Hygiene & Tropical Medicine, London, UK
| | - Koert Ritmeijer
- Public Health Department OCA, Médecins Sans Frontières, Amsterdam, Netherlands
| | - Philipp du Cros
- Burnet Institute, Melbourne, VIC, Australia; Monash Infectious Diseases, Monash Health, Melbourne, VIC, Australia
| | | |
Collapse
|
4
|
du Cros P, Greig J, Alffenaar JWC, Cross GB, Cousins C, Berry C, Khan U, Phillips PPJ, Velásquez GE, Furin J, Spigelman M, Denholm JT, Thi SS, Tiberi S, Huang GKL, Marks GB, Turkova A, Guglielmetti L, Chew KL, Nguyen HT, Ong CWM, Brigden G, Singh KP, Motta I, Lange C, Seddon JA, Nyang'wa BT, Maug AKJ, Gler MT, Dooley KE, Quelapio M, Tsogt B, Menzies D, Cox V, Upton CM, Skrahina A, McKenna L, Horsburgh CR, Dheda K, Marais BJ. Standards for clinical trials for treating TB. Int J Tuberc Lung Dis 2023; 27:885-898. [PMID: 38042969 PMCID: PMC10719894 DOI: 10.5588/ijtld.23.0341] [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] [Received: 07/25/2023] [Accepted: 08/21/2023] [Indexed: 12/04/2023] Open
Abstract
BACKGROUND: The value, speed of completion and robustness of the evidence generated by TB treatment trials could be improved by implementing standards for best practice.METHODS: A global panel of experts participated in a Delphi process, using a 7-point Likert scale to score and revise draft standards until consensus was reached.RESULTS: Eleven standards were defined: Standard 1, high quality data on TB regimens are essential to inform clinical and programmatic management; Standard 2, the research questions addressed by TB trials should be relevant to affected communities, who should be included in all trial stages; Standard 3, trials should make every effort to be as inclusive as possible; Standard 4, the most efficient trial designs should be considered to improve the evidence base as quickly and cost effectively as possible, without compromising quality; Standard 5, trial governance should be in line with accepted good clinical practice; Standard 6, trials should investigate and report strategies that promote optimal engagement in care; Standard 7, where possible, TB trials should include pharmacokinetic and pharmacodynamic components; Standard 8, outcomes should include frequency of disease recurrence and post-treatment sequelae; Standard 9, TB trials should aim to harmonise key outcomes and data structures across studies; Standard 10, TB trials should include biobanking; Standard 11, treatment trials should invest in capacity strengthening of local trial and TB programme staff.CONCLUSION: These standards should improve the efficiency and effectiveness of evidence generation, as well as the translation of research into policy and practice.
Collapse
Affiliation(s)
- P du Cros
- Burnet Institute, Melbourne, VIC, Monash Infectious Diseases, Monash Health, Melbourne, VIC, Australia
| | - J Greig
- Burnet Institute, Melbourne, VIC, Médecins Sans Frontières (MSF), Manson Unit, London, UK
| | - J-W C Alffenaar
- Sydney Infectious Diseases Institute (Sydney ID), and, School of Pharmacy, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Westmead Hospital, Sydney, NSW
| | - G B Cross
- Burnet Institute, Melbourne, VIC, Kirby Institute, University of New South Wales, Sydney, NSW, Australia
| | - C Cousins
- Department of Pharmacology and Therapeutics, University of Liverpool, Liverpool, Institute of Clinical Trials and Methodology, University College London, London, UK
| | - C Berry
- Médecins Sans Frontières (MSF), Manson Unit, London, UK
| | - U Khan
- Interactive Research and Development Global, Singapore City, Singapore
| | - P P J Phillips
- UCSF Center for Tuberculosis, Division of Pulmonary and Critical Care Medicine, and
| | - G E Velásquez
- UCSF Center for Tuberculosis, Division of HIV, Infectious Diseases, and Global Medicine, University of California, San Francisco, San Francisco, CA
| | - J Furin
- Harvard Medical School, Department of Global Health and Social Medicine, Boston, MA
| | - M Spigelman
- Global Alliance for TB Drug Development, New York, NY, USA
| | - J T Denholm
- Victorian Tuberculosis Program, Melbourne Health, Melbourne, VIC, Department of Infectious Diseases, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia
| | - S S Thi
- Eswatini National TB Control Program, Mbabane, Kingdom of Eswatini
| | - S Tiberi
- Blizard Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, GlaxoSmithKline, London, UK
| | - G K L Huang
- Burnet Institute, Melbourne, VIC, Northern Health Infectious Diseases, Northern Health, Melbourne, VIC
| | - G B Marks
- School of Clinical Medicine, University of New South Wales, Sydney, NSW, Australia
| | - A Turkova
- Medical Research Council Clinical Trials Unit at University College London, London, UK
| | - L Guglielmetti
- Médecins Sans Frontières (MSF), Paris, Sorbonne Université, Institut national de la santé et de la recherche médicale, Unité 1135, Centre d'Immunologie et des Maladies Infectieuses, Paris, Assistance Publique Hôpitaux de Paris (APHP), Groupe Hospitalier Universitaire Sorbonne Université, Hôpital Pitié-Salpêtrière, Centre National de Référence des Mycobactéries et de la Résistance des Mycobactéries, Paris, France
| | - K L Chew
- Department of Laboratory Medicine, National University Hospital, Singapore City, Singapore
| | - H T Nguyen
- Research Department, Friends for International TB Relief, Ha Noi, Vietnam
| | - C W M Ong
- Infectious Diseases Translational Research Programme, Department of Medicine, National University of Singapore, Singapore City, Division of Infectious Diseases, Department of Medicine, National University Hospital, Singapore City, Institute of Healthcare Innovation & Technology, National University of Singapore, Singapore City, Singapore
| | - G Brigden
- The Global Fund, Geneva, Switzerland
| | - K P Singh
- Department of Infectious Diseases, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia, Victorian Infectious Disease Unit, Royal Melbourne Hospital, Melbourne, VIC, Australia
| | | | - C Lange
- Division of Clinical Infectious Diseases, Research Center Borstel, Borstel, German Center for Infection Research (DZIF), TTU-TB, Borstel, Respiratory Medicine & International Health, University of Lübeck, Lübeck, Germany, Baylor College of Medicine and Texas Children's Hospital, Houston, TX, USA
| | - J A Seddon
- Department of Infectious Disease, Imperial College London, London, UK, Desmond Tutu TB Centre, Department of Paediatrics and Child Health, Stellenbosch University, Tygerberg, South Africa
| | - B-T Nyang'wa
- Public Health Department, Operational Center Amsterdam (OCA), MSF, Amsterdam, The Netherlands
| | - A K J Maug
- Damien Foundation Bangladesh, Dhaka, Bangladesh
| | - M T Gler
- De La Salle Medical and Health Sciences Institute, Dasmariñas, the Philippines
| | - K E Dooley
- Division of Infectious Diseases, Vanderbilt University Medical Center, Nashville, TN, USA
| | - M Quelapio
- Tropical Disease Foundation, Makati City, Manila, the Philippines, KNCV Tuberculosis Foundation, The Hague, The Netherlands
| | - B Tsogt
- Mongolian Anti-TB Coalition, Ulaanbaatar, Mongolia
| | - D Menzies
- Respiratory Epidemiology and Clinical Research Unit, Montreal Chest Institute & McGill International TB Centre, Montreal, QC, Canada
| | - V Cox
- Centre for Infectious Disease Epidemiology and Research, School of Public Health and Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town
| | - C M Upton
- TASK Applied Science, Cape Town, South Africa
| | - A Skrahina
- The Republican Scientific and Practical Center for Pulmonology and TB, Minsk, Belarus
| | - L McKenna
- Treatment Action Group, New York, NY
| | - C R Horsburgh
- Departments of Global Health, Epidemiology, Biostatistics and Medicine, Schools of Public Health and Medicine, Boston University, Boston MA, USA
| | - K Dheda
- Centre for Lung Infection and Immunity, Division of Pulmonology, Department of Medicine and UCT Lung Institute & South African MRC/UCT Centre for the Study of Antimicrobial Resistance, University of Cape Town, Cape Town, South Africa, Faculty of Infectious and Tropical Diseases, Department of Immunology and Infection, London School of Hygiene & Tropical Medicine, London, UK
| | - B J Marais
- Sydney Infectious Diseases Institute (Sydney ID), and, The Children's Hospital at Westmead, Sydney, NSW, WHO Collaborating Centre in Tuberculosis, The University of Sydney, Sydney, NSW, Australia
| |
Collapse
|
5
|
Weir IR, Dufault SM, Phillips PP. Estimands for clinical endpoints in Tuberculosis treatment randomized controlled trials: a retrospective application in a completed trial. RESEARCH SQUARE 2023:rs.3.rs-3486707. [PMID: 37986887 PMCID: PMC10659528 DOI: 10.21203/rs.3.rs-3486707/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2023]
Abstract
Background Randomized trials for the treatment of tuberculosis (TB) rely on a composite primary outcome to capture unfavorable treatment responses. However, variability between trials in the outcome definition and estimation methods complicates across-trial comparisons and hinders the advancement of treatment guidelines. The International Council for Harmonization (ICH) provides international regulatory standards for clinical trials. The estimand framework outlined in the recent ICH E9(R1) addendum offers a timely opportunity for randomized trials of TB treatment to adopt broadly standardized outcome definitions and analytic approaches. We previously proposed and defined four estimands for use in this context. Our objective was to evaluate how the use of these estimands and choice of estimation method impacts results and interpretation of a large phase III TB trial. Methods We reanalyzed participant level data from the REMoxTB trial. We applied four estimands and various methods of estimation to assess non-inferiority of both novel 4-month treatment regimens against standard of care. Results With each of the four estimands we reached the same conclusion as the original trial analysis; that the novel regimens were not non-inferior to standard of care. Each estimand and method of estimation gave similar estimates of the treatment effect with fluctuations in variance and differences driven by the methods applied for handling intercurrent events. Conclusions Our application of estimands defined by the ICH E9(R1) addendum offers a formalized framework for addressing the primary TB treatment trial objective and can promote uniformity in future trials by limiting heterogeneity in trial outcome definitions. We demonstrated the utility of our proposal using data from the REMoxTB randomized trial. We outlined methods for estimating each estimand and found consistent conclusions across estimands. We recommend future late-phase TB treatment trials to implement some or all of our estimands to promote rigorous outcome definitions and reduce variability between trials.Trial registration: NCT00864383.
Collapse
|
6
|
Intelligence Classification Algorithm-Based Drug-Resistant Pulmonary Tuberculosis Computed Tomography Imaging Features and Influencing Factors. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022; 2022:3141807. [PMID: 35634067 PMCID: PMC9135543 DOI: 10.1155/2022/3141807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 03/30/2022] [Accepted: 04/27/2022] [Indexed: 11/18/2022]
Abstract
The drug resistance and influencing factors of patients with pulmonary tuberculosis were investigated, and a dual attention dilated residual network (DADRN) algorithm was proposed. The algorithm was applied to process and analyze lung computed tomography (CT) images of 400 included patients with pulmonary tuberculosis. Besides, sparse code book algorithm and bag of visual word (BOVW) algorithms were introduced and compared, and the influencing factors of pulmonary tuberculosis drug resistance were analyzed. The results demonstrated that the localization precision of lung consolidation, nodules, and cavities by the DADRN algorithm reached 91.2%, 92.5%, and 93.8%, respectively. The recall rate of the three algorithms amounted to 83.55%, 84.5%, and 86.4%, respectively. Both localization precision and recall rate of the DADRN algorithm were higher than those of other two algorithms (
). The drug resistance rate of streptomycin, isoniazid, and rifampin of the patients aged between 40 and 59 was all higher than those of the patients in other age groups. The drug resistance rate of streptomycin, isoniazid, and rifampin of retreated patients was all higher than those of patients initially treated. The drug resistance rate of streptomycin, isoniazid, and rifampin of the patients with tuberculosis contact was all higher than those of the patients without tuberculosis contact (
). Based on the above results, the accuracy of CT images processed by dual attention-based dilated residual classification network algorithm was higher than that processed by other two algorithms. Age, medical history, and history of exposure to tuberculosis were the influencing factors of the drug resistance of patients with pulmonary tuberculosis.
Collapse
|
7
|
Esmail A, Oelofse S, Lombard C, Perumal R, Mbuthini L, Goolam Mahomed A, Variava E, Black J, Oluboyo P, Gwentshu N, Ngam E, Ackerman T, Marais L, Mottay L, Meier S, Pooran A, Tomasicchio M, Te Riele J, Derendinger B, Ndjeka N, Maartens G, Warren R, Martinson N, Dheda K. An All-Oral 6-Month Regimen for Multidrug-Resistant TB (the NExT Study): A Multicenter, Randomized Controlled Trial. Am J Respir Crit Care Med 2022; 205:1214-1227. [PMID: 35175905 DOI: 10.1164/rccm.202107-1779oc] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Rationale/objectives: Improving treatment outcomes, reducing drug toxicity, avoiding injectable agents, and shortening the treatment duration to 6-months (approximating that of rifampicin-susceptible tuberculosis) remains an aspirational goal for the treatment of multidrug-resistant/rifampicin-resistant tuberculosis (MDR/RR-TB). METHODS We conducted a multicentre randomised controlled trial in adults with MDR/RR-TB (i.e. without resistance to fluoroquinolones or aminoglycosides). Participants were randomly assigned (1:1 ratio) to a ~6-month all-oral regimen that included levofloxacin, bedaquiline and linezolid, or the standard-of-care ≥ 9-month WHO-approved injectable-based regimen. The primary endpoint was a favourable WHO-defined treatment outcome 24 months after treatment initiation. MAIN RESULTS 93 of 111 participants randomised were included in the modified intention-to-treat analysis; 51 (55%) were HIV co-infected (median CD4 count 158 cells/mL). Participants in the intervention arm were 2.2 times more likely to experience a favourable 24-month outcome than participants in the standard-of-care arm [RR 2.2 (1.2-4.1); p=0.006]. Toxicity-related drug substitution occurred more frequently in the standard-of-care arm [(65·9% (29/44) versus 36·7% (18/49), p= 0·001)]; 79.3% (23/29) due to kanamycin (mainly hearing loss; replaced by bedaquiline) in the standard-of-care arm, and 83·3% (15/18) due to linezolid (mainly anaemia) in the interventional arm. Culture conversion was significantly better in the intervention arm [HR 2.6 (1.4-4.9); p= 0.003] after censoring those with bedaquiline replacement in the standard-of-care arm. CONCLUSIONS An all-oral 6-month levofloxacin, bedaquiline and linezolid-containing MDR/RR-TB regimen was associated with significantly improved 24-month treatment outcomes compared with traditional injectable-containing regimens. However, drug toxicity occurred frequently in both arms. These findings inform strategies to develop future regimens for MDR/RR-TB. Clinical trial registration available at www.clinicaltrials.gov, ID: NCT02454205.
Collapse
Affiliation(s)
- Aliasgar Esmail
- University of Cape Town, 37716, Centre for Lung Infection and Immunity, Division of Pulmonology, Department of Medicine and UCT Lung Institute, Rondebosch, South Africa.,University of Cape Town, 37716, South African MRC Centre for the Study of Antimicrobial Resistance, Cape Town, South Africa
| | - Suzette Oelofse
- University of Cape Town, 37716, Centre for Lung Infection and Immunity, Division of Pulmonology, Department of Medicine and UCT Lung Institute, Cape Town, South Africa.,University of Cape Town, 37716, South African MRC Centre for the Study of Antimicrobial Resistance, Cape Town, South Africa
| | - Carl Lombard
- South African Medical Research Council, 59097, Biostatistics Unit, Cape Town, South Africa.,University of Stellenbosch, 26697, Division of Epidemiology and Biostatistics, Department of Global Health, Cape Town, South Africa
| | - Rubeshan Perumal
- University of Cape Town, 37716, Centre for Lung Infection and Immunity, Division of Pulmonology, Department of Medicine and UCT Lung Institute, Cape Town, South Africa.,University of Cape Town, 37716, South African MRC Centre for the Study of Antimicrobial Resistance, Cape Town, South Africa
| | - Linda Mbuthini
- University of Cape Town, 37716, Centre for Lung Infection and Immunity, Division of Pulmonology, Department of Medicine and UCT Lung Institute, Cape Town, South Africa
| | - Akhter Goolam Mahomed
- Sefako Makgatho Health Sciences University, 37715, Department of Intensive Care, Medunsa Campus, Pretoria, South Africa
| | - Ebrahim Variava
- University of the Witwatersrand, 37707, Department of Internal Medicine, Johannesburg, South Africa.,North West Department of Health, 108195, Perinatal HIV Research Unit, Mahikeng, South Africa
| | - John Black
- Walter Sisulu University and Livingstone Tertiary Hospital, Department of Internal Medicine, Mthatha, South Africa
| | - Patrick Oluboyo
- Walter Sisulu University and Nelson Mandela Academic Hospital, Head of Pulmonology, Department of Medicine, Mthatha, South Africa
| | | | - Eric Ngam
- Don Makenzie Hospital, Durban, South Africa
| | - Tertius Ackerman
- University of Stellenbosch, 26697, DSI-NRF Centre of Excellence for Biomedical Tuberculosis Research/SAMRC Centre for TB Research/Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | | | - Lynelle Mottay
- University of Cape Town, 37716, Centre for Lung Infection and Immunity, Division of Pulmonology, Department of Medicine and UCT Lung Institute, Cape Town, South Africa.,University of Cape Town, 37716, South African MRC Centre for the Study of Antimicrobial Resistance, Cape Town, South Africa
| | - Stuart Meier
- University of Cape Town, 37716, Centre for Lung Infection and Immunity , Division of Pulmonology, Department of Medicine and UCT Lung Institute, Cape Town, South Africa.,University of Cape Town, 37716, South African MRC Centre for the Study of Antimicrobial Resistance, Cape Town, South Africa
| | - Anil Pooran
- University of Cape Town, 37716, Centre for Lung Infection and Immunity, Division of Pulmonology, Department of Medicine and UCT Lung Institute, Cape Town, South Africa.,University of Cape Town, 37716, South African MRC Centre for the Study of Antimicrobial Resistance, Cape Town, South Africa
| | - Michele Tomasicchio
- University of Cape Town, 37716, Centre for Lung Infection and Immunity, Division of Pulmonology, Department of Medicine and UCT Lung Institute, Cape Town, South Africa.,University of Cape Town, 37716, South African MRC/UCT Centre for the Study of Antimicrobial Resistance, Cape Town, South Africa
| | | | - Brigitta Derendinger
- University of Stellenbosch, 26697, DST-NRF Centre of Excellence for Biomedical Tuberculosis Research/SAMRC Centre for Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Tygerberg, South Africa, Cape Town, South Africa
| | - Norbert Ndjeka
- National Department of Health, Drug Resistant TB Directorate, Pretoria, South Africa
| | - Gary Maartens
- University of Cape Town, 37716, Division of Clinical Pharmacology, Department of Medicine, Cape Town, South Africa
| | - Robin Warren
- University of Stellenbosch, 26697, 13DSI-NRF Centre of Excellence for Biomedical Tuberculosis Research/SAMRC Centre for TB Research/Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Cape Town, South Africa
| | - Neil Martinson
- University of the Witwatersrand, 37707, Perinatal HIV Research Unit (PHRU), Johannesburg, South Africa.,Johns Hopkins University Center for TB Research, Baltimore, Maryland, United States
| | - Keertan Dheda
- University of Cape Town, Centre for Lung Infection and Immunity Unit, Department of Medicine, Division of Pulmonology and UCT Lung Institute, Cape Town, South Africa.,University of Cape Town, 37716, South African MRC Centre for the Study of Antimicrobial Resistance, Cape Town, South Africa.,London School of Hygiene and Tropical Medicine Faculty of Infectious and Tropical Diseases, 218289, London, United Kingdom of Great Britain and Northern Ireland;
| |
Collapse
|