Reviews

Application of adaptive platform trials in the COVID-19 pandemic: Methodological reflections and future perspectives using RECOVERY as an example

  • Huaimiao YU ,
  • Lei LUO ,
  • Wenlong YANG
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  • Department of Infectious Diseases,The Second Affiliated Hospital of Nanchang University,Nanchang 330006,Jiangxi,China

Received date: 2026-01-22

  Online published: 2026-06-30

Abstract

During the early stage of the COVID-19 pandemic, the decision-making regarding the treatment of hospitalized patients was marked by an urgent clinical requirement but a lack of high-quality evidence. The Randomised Evaluation of COVID-19 Therapy (RECOVERY) trial, leveraging its adaptive multi-arm platform design, quickly assessed multiple candidate therapies within a unified framework. It confirmed the clinical efficacy of dexamethasone, tocilizumab, and baricitinib in specific hospitalized patients, while disproving the effectiveness of several interventions such as hydroxychloroquine, azithromycin, and lopinavir/ritonavir with strong randomized evidence. Using RECOVERY as the core framework, this review explores how the trial transformed the treatment of hospitalized COVID-19 patients from widespread empirical use to stratified decision-making based on disease stage, inflammatory phenotype, host immune status, and treatment timing. It also outlines RECOVERY′s methodological, clinical, and evidentiary contributions for future emerging infectious diseases. We contend that the significant contribution of RECOVERY lies not only in identifying effective therapies but also in demonstrating that embedded platform trials can rapidly generate evidence that can change clinical practice and support the development of dynamically updated treatment strategies during public health emergencies.

Cite this article

Huaimiao YU , Lei LUO , Wenlong YANG . Application of adaptive platform trials in the COVID-19 pandemic: Methodological reflections and future perspectives using RECOVERY as an example[J]. The Journal of Practical Medicine, 2026 , 42(12) : 2252 -2258 . DOI: 10.3969/j.issn.1006-5725.2026.12.022

References

[1] ANDREWS H S, HERMAN J D, GANDHI R T. Treatments for COVID-19[J]. Annu Rev Med, 2024, 75: 145-157. doi:10. 1146/annurev-med-052422-020316 .
[2] MURAKAMI N, HAYDEN R, HILLS T, et al. Therapeutic advances in COVID-19[J]. Nat Rev Nephrol, 2023, 19(1): 38-52. doi:10.1038/s41581-022-00642-4 .
[3] 江晶晶, 冯富娟, 高春, 等. 新型冠状病毒肺炎的药物治疗研究进展[J]. 实用医学杂志, 2022, 38(7): 786-790. doi:10.3969/j.issn.1006-5725-2022.07.002 .
[4] ANGELONI N A, ADHIKARI N K, LAMONTAGNE F. A practical review of adaptive platform trials[J]. Transfus Med Rev, 2025, 39(4): 150935. doi:10.1016/j.tmrv.2025.150935 .
[5] Group The RECOVERY Collaborative. Dexamethasone in hospitalized patients with covid-19[J]. N Engl J Med, 2021, 384(8): 693-704. doi:10.1056/nejmoa2021436 .
[6] Group RC. Tocilizumab in patients admitted to hospital with COVID-19 (RECOVERY): A randomised, controlled, open-label, platform trial[J]. Lancet, 2021,397(10285):1637-1645.
[7] ABANI O, ABBAS A, ABBAS F, et al. Baricitinib in patients admitted to hospital with COVID-19 (RECOVERY): A randomised, controlled, open-label, platform trial and updated meta-analysis[J]. Lancet, 2022, 400(10349): 359-368. doi:10.1016/S0140-6736(22)01109-6 .
[8] PETO L, HORBY P, LANDRAY M. Establishing COVID-19 trials at scale and pace: Experience from the RECOVERY trial[J]. Adv Biol Regul, 2022, 86: 100901. doi:10.1016/j.jbior.2022. 100901 .
[9] GLASZIOU P P, TIKKINEN K. The RECOVERY trial platform: A milestone in the development and execution of treatment evaluation during an epidemic[J]. J R Soc Med, 2021, 114(9): 443-446. doi:10.1177/01410768211041245 .
[10] WHO. World Health Organization. Clinical management of COVID-19: living guideline, June 2025[EB/OL].(2025-07-15)[2026-04-14].. doi:10.2471/b09540
[11] WHO. World Health Organization. Therapeutics and COVID-19: living guideline, August 2025[EB/OL].(2025-09-29)[2026-04-14].. doi:10.2471/b09540
[12] 中华人民共和国国家卫生健康委员会 国. 新型冠状病毒感染诊疗方案(试行第十版). 中华临床感染病杂志, 2023,16(1):1-9. doi:10.3760/cma.j.issn.1674-2397.2023.01.001 .
[13] MASSONNAUD C R, SCH?NENBERGER C M, CHIABORE?LLI M, et al. Characteristics, design, and statistical methods in platform trials: A systematic review[J]. J Clin Epidemiol, 2025, 184: 111827. doi:10.1016/j.jclinepi.2025.111827 .
[14] BOURNER J, VAILLANT M, ABDEL SALAM A P, et al. Adaptive design for phase II/III platform trial of lassa fever therapeutics[J]. Emerg Infect Dis, 2025, 31(2): 1-8. doi:10.3201/eid 3102.240251 .
[15] PARK J J H, HARARI O, DRON L, et al. An overview of platform trials with a checklist for clinical readers[J]. J Clin Epidemiol, 2020, 125: 1-8. doi:10.1016/j.jclinepi.2020.04.025 .
[16] LAUER M S, R B Sr D’AGOSTINO. The randomized registry trial—The next disruptive technology in clinical research?[J]. N Engl J Med, 2013, 369(17): 1579-1581. doi:10.1056/nejmp 1310102 .
[17] PAN H, PETO R, HENAO RESTREPO A M, et al. Remdesivir and three other drugs for hospitalised patients with COVID-19: Final results of the WHO Solidarity randomised trial and updated meta-analyses[J]. Lancet, 2022, 399(10339): 1941-1953. doi:10.1016/S0140-6736(22)00519-0 .
[18] ANGUS D C, ALEXANDER B M, BERRY S, et al. Adaptive platform trials: Definition, design, conduct and reporting considerations[J]. Nat Rev Drug Discov, 2019, 18(10): 797-807. doi:10.1038/s41573-019-0034-3 .
[19] HORBY P, MAFHAM M, LINSELL L, et al. Effect of hydroxychloroquine in hospitalized patients with covid-19[J]. N Engl J Med, 2020, 383(21): 2030-2040. doi:10.1056/NEJMoa 2022926 .
[20] ABALEKE E, ABBAS M, ABBASI S, et al. Azithromycin in patients admitted to hospital with COVID-19 (RECOVERY): A randomised, controlled, open-label, platform trial[J]. Lancet, 2021, 397(10274): 605-612. doi:10.1016/S0140-6736(21)00149-5 .
[21] ABANI O, ABBAS A, ABBAS F, et al. Empagliflozin in patients admitted to hospital with COVID-19 (RECOVERY): A randomised, controlled, open-label, platform trial[J]. Lancet Diabetes Endocrinol, 2023, 11(12): 905-914. doi:10.1016/S2213-8587(23)00253-X .
[22] HORBY P W, PETO L, STAPLIN N, et al. Dimethyl fumarate in patients admitted to hospital with COVID-19 (RECOVERY): A randomised, controlled, open-label, platform trial[J]. Nat Commun, 2024, 15: 924. doi:10.1038/s41467-023-43644-x .
[23] GROUP R C. Aspirin in patients admitted to hospital with COVID-19 (RECOVERY): A randomised, controlled, open-label, platform trial[J]. Lancet, 2022,399(10320):143-151. doi:10. 1016/S0140-6736(21)01825-0 .
[24] YE X, LI Y, LUO F, et al. Efficacy and safety of glucocorticoids in the treatment of COVID-19: A systematic review and meta-analysis of RCTs[J]. Clin Exp Med, 2024, 24(1): 157. doi:10.1007/s10238-024-01405-0 .
[25] GORDON A C, MOUNCEY P R, AL-BEIDH F, et al. Interleukin-6 Receptor Antagonists in Critically Ill Patients with Covid-19[J]. N Engl J Med, 2021,384(16):1491-1502. doi:10. 1561NEJMoa2100433 .
[26] SMILOWITZ N R, KUNICHOFF D, GARSHICK M, et al. C-reactive protein and clinical outcomes in patients with COVID-19[J]. Eur Heart J, 2021, 42(23): 2270-2279. doi:10.1093/eurheartj/ehaa1103 .
[27] ZHANG J, FAN X, ZHANG X, et al. Efficacy and safety of tocilizumab and baricitinib among patients hospitalized for COVID-19: A systematic review and meta-analysis[J]. Front Pharmacol, 2023, 14: 1293331. doi:10.3389/fphar.2023.1293331 .
[28] SELLARèS-NADAL J, ESPINOSA-PEREIRO J, BURGOS J, et al. Efficacy of tocilizumab for hospitalized patients with COVID-19 pneumonia and high IL-6 levels: A randomized controlled trial[J]. Infection, 2025, 53(5): 1851-1861. doi:10.1007/s15010-025-02506-y .
[29] GU L, LIN J, YUE J, et al. Revisiting Janus kinase inhibitors in hospitalized COVID-19: Evidence for baricitinib′s superiority and the absence of a class effect[J]. J Inflamm Res, 2025, 18: 14171-14173. doi:10.2147/jir.s554898 .
[30] LELIGDOWICZ A, HARHAY M O, CALFEE C S. Immune modulation in sepsis, ARDS, and covid-19—The road traveled and the road ahead[J]. NEJM Evid, 2022, 1(11): EVIDra 2200118. doi:10.1056/evidra2200118 .
[31] 龙嗣博, 陈燕, 张鑫桐, 等. 新型冠状病毒感染者入院时血清降钙素原、白细胞介素-6和白细胞介素-8水平及其在患者预后中的意义[J]. 实用医学杂志, 2024, 40(4): 471-475. doi:10.3969/j.issn.1006-5725.2024.04.006 .
[32] ABANI O, ABBAS A, ABBAS F, et al. Casirivimab and imdevimab in patients admitted to hospital with COVID-19 (RECOVERY): A randomised, controlled, open-label, platform trial[J]. Lancet, 2022, 399(10325): 665-676. doi:10.1016/S0140-6736(22)00163-5 .
[33] ABANI O, ABBAS A, ABBAS F, et al. Sotrovimab versus usual care in patients admitted to hospital with COVID-19 (RECOVERY): A randomised, controlled, open-label, platform trial[J]. Lancet Infect Dis, 2025, 26: 34-45. doi:10.1016/s1473-3099 % 2825%2900361-5.
[34] SIGAL A, NEHER R A, LESSELLS R J. The consequences of SARS-CoV-2 within-host persistence[J]. Nat Rev Microbiol, 2025, 23(5): 288-302. doi:10.1038/s41579-024-01125-y .
[35] ABANI O, ABBAS A, ABBAS F, et al. Molnupiravir or nirmatrelvir-ritonavir plus usual care versus usual care alone in patients admitted to hospital with COVID-19 (RECOVERY): A randomised, controlled, open-label, platform trial[J]. Lancet Infect Dis, 2025, 25(9): 1000-1010. doi:10.1016/S1473-3099(25)00093-3 .
[36] JAYK BERNAL A, GOMES DA SILVA M M, MUSUNGAIE D B, et al. Molnupiravir for oral treatment of covid-19 in nonhospitalized patients[J]. N Engl J Med, 2022, 386(6): NEJMoa 2116044. doi:10.1056/NEJMoa2116044 .
[37] IBRAHIM S, SIEMIENIUK R A C, OLIVEROS M J, et al. Drug treatments for mild or moderate covid-19: Systematic review and network meta-analysis[J]. Bmj, 2025, 389: e081165. doi:10.1136/bmj-2024-081165 .
[38] SIM B Z, KALIL A C, WOLFE C R. Antiviral clinical trial design throughout the COVID pandemic: Evolving endpoints and lessons learnt[J]. Curr Opin Infect Dis, 2026, 39(1): 75-81. doi:10.1097/QCO.0000000000001165 .
[39] SNELL L B, PICKERING S, ALCOLEA-MEDINA A, et al. Antibody escape drives emergence of diverse spike haplotypes resembling variants of concern in persistent SARS-CoV-2 infections[J]. Cell Rep Med, 2026, 7(2): 102587. doi:10.1016/j.xcrm.2026. 102587 .
[40] AZHAR L E, SAMKARI D A, HASSAN A M, et al. The emergence and characterization of SARS-CoV-2 variant XFG (“Stratus”): Comparative virological, epidemiological, and public-health perspectives[J]. J Epidemiol Glob Health, 2026, 16(1): 8. doi:10.1007/s44197-025-00510-x .
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