Literature DB >> 32423580

Remdesivir for COVID-19: challenges of underpowered studies.

John David Norrie1.   

Abstract

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Year:  2020        PMID: 32423580      PMCID: PMC7190306          DOI: 10.1016/S0140-6736(20)31023-0

Source DB:  PubMed          Journal:  Lancet        ISSN: 0140-6736            Impact factor:   79.321


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In The Lancet, Yeming Wang and colleagues report a randomised trial of remdesivir (200 mg on day 1 followed by 100 mg on days 2–10, in single daily infusions) versus placebo for adults with severe coronavirus disease 2019 (COVID-19) in ten hospitals in Wuhan, China. The authors report on 236 patients (140 [59%] men and 96 [41%] women; median age 65 years [IQR 56–71]), with inconclusive findings on the primary outcome of time to clinical improvement, defined as a two-point improvement on a 6-point ordinal scale, a hazard ratio of 1·23 (95% CI 0·87–1·75; favouring remdesivir), and median observation times of 21 days (IQR 13–28) in the remdesivir group versus 23 days (15–28) in the placebo group (a non-significant difference). The study was well designed—a double-blind, placebo-controlled, multicentre, randomised trial—and well conducted, with high protocol adherence and no loss to follow up. Randomised evidence was needed following high-profile publications on the first US COVID-19 case and the subsequent compassionate use of remdesivir in a 53-patient case series, which, coupled with in-vitro and animal model evidence, had generated high expectations of remdesivir efficacy. Promising signals from observational data must be rigorously confirmed or refuted in high-quality randomised trials—particularly given that for COVID-19 no proven safe and effective treatments yet exist. Ideally, efficacy-based trials, including proof-of-mechanism studies, should precede larger pragmatic effectiveness trials. That is additionally challenging in a pandemic, and the temptation to lower the threshold of convincing evidence must be resisted, because adopting ineffective and potentially unsafe interventions risks only harm without worthwhile benefit, while making it even harder to undertake trials to find truly effective and safe interventions. We have already seen other drugs, repurposed for COVID-19, including hydroxychloroquine and lopinavir–ritonavir, report disappointing findings so far in randomised trials after early promise. Wang and colleagues' study stopped early after 237 of the intended 453 patients were enrolled, because by March 12 there were no further patients meeting eligibility criteria admitted in Wuhan. The study closed on March 29, having begun on Feb 6. Here, stopping early gives an underpowered trial, which taken alone, gives inconclusive findings. The study has not shown a statistically significant finding that confirms a remdesivir treatment benefit of at least the minimally clinically important difference, nor has it ruled such a benefit out. The study sought a treatment effect of hazard ratio (HR) 1·40, translating to reducing median time to clinical improvement to 15 days (remdesivir) versus 21 days (placebo). The observed HR of 1·23 suggests that a benefit, if it exists, might be smaller than anticipated. This study is the first randomised trial of intravenous remdesivir in patients with severe COVID-19, so it is difficult to know what the minimally clinically important difference is. That will depend on a complex reckoning of evidence for effectiveness, safety, acceptability, access, and cost. It is possible that even if the 453-patient target was reached, the study would have still been underpowered if a minimally clinically important difference of less than an HR of 1·4 was warranted. However, likewise, a larger benefit might exist, or remdesivir might actually do harm. It is unknown—more data are needed. Fortunately, ClinicalTrials.gov indicates that five randomised trials involving remdesivir are recruiting globally, with one in severe COVID-19 from Gilead (NCT04292899), the drug manufacturer, with a target of 6000 participants; naively, this trial should be adequately powered. In the meantime, how can the findings of Wang and colleagues be interpreted? The statistical reporting is clear, stating that the main findings were not statistically significant and acknowledging that the trial was underpowered (their post-hoc calculation indicated a power of 58% given the 236 participants with available data). However, a trial is not just its primary clinical outcome—there are important data on safety, viral load, and secondary outcomes. 22 (14%) of 158 patients on remdesivir died versus ten (13%) of 78 on placebo, and there was no signal that viral load decreased differentially over time between remdesivir and placebo groups. Furthermore, there were no differential signals on safety. Analyses were very similar under both the intention-to-treat and per-protocol principles. The authors also report primary outcome subgroup analyses. Only patients who were 12 days or less from illness onset were eligible overall, so a prespecified subgroup analysis investigated those who started study treatment up to 10 days versus more than 10 days (up to 12 days) from illness onset. Of course, even with an adequately powered study, subgroup analyses are generally not powered (and here, the 2:1 allocation further reduced power). There was no significant interaction of 10 days or less versus more than 10 days—ie, little support statistically of treatment effect moderation by time of initiation. Nor was either the 10 days or less or the more than 10 days within-subgroup treatment effects significant. Nonetheless, the authors give prominence to the 10 days or less subgroup, reporting a non-statistically significant HR of 1·52 (95% CI 0·95 to 2·43), median 18 days (IQR 12 to 28) versus 23 days (15 to 28), and a non-significant reduction in mortality (difference −3·6% [95% CI −16·2 to 8·9]). There was a possible baseline imbalance with 71 (45%) remdesivir patients versus 47 (60%) placebo patients in the 10 days or less subgroup, and possibly more patients with hypertension, diabetes, and coronary heart disease allocated to remdesivir than placebo, making interpretation even more difficult. Subgroup analyses, particularly for phase 3 confirmatory effectiveness trials, have justifiably been criticised and even ridiculed. Giving a subgroup analysis prominence over the primary analysis is unfortunately common. In early phase studies in a pandemic, little is known for certain, and it seems biologically plausible that treating patients earlier could be more effective. Nonetheless, as well as being vigilant against overinterpretation, we need to ensure that hypotheses generated in efficacy-based trials, even in subgroups, are confirmed or refuted in subsequent adequately powered trials or meta-analyses. We have already seen how different interpretations will be put on these results, with the unintended early release of this study's results on the WHO website. This underlines how labelling of trials is mistaken as positive or negative—equating a p>0·05 with no evidence of benefit. There has been a welcome discussion of p value limitations recently. An absence of statistical significance in an underpowered trial means that the findings are inconclusive. The particular challenges of delivering pandemic trials underline the importance of data sharing, allowing rapid curation of relevant datasets for individual patient data meta-analyses. With each individual study at heightened risk of being incomplete, pooling data across possibly several underpowered but high-quality studies looks like our best way to obtain robust insights into what works, safely, and on whom. We eagerly await the ongoing trials.
  9 in total

1.  Subgroup analysis and other (mis)uses of baseline data in clinical trials.

Authors:  S F Assmann; S J Pocock; L E Enos; L E Kasten
Journal:  Lancet       Date:  2000-03-25       Impact factor: 79.321

2.  Meta-analysis of individual patient data from randomized trials: a review of methods used in practice.

Authors:  Mark C Simmonds; Julian P T Higgins; Lesley A Stewart; Jayne F Tierney; Mike J Clarke; Simon G Thompson
Journal:  Clin Trials       Date:  2005       Impact factor: 2.486

3.  Pragmatic Trials.

Authors:  Ian Ford; John Norrie
Journal:  N Engl J Med       Date:  2016-08-04       Impact factor: 91.245

4.  Debate: Subgroup analyses in clinical trials: fun to look at - but don't believe them!

Authors:  Peter Sleight
Journal:  Curr Control Trials Cardiovasc Med       Date:  2000

5.  DELTA2 guidance on choosing the target difference and undertaking and reporting the sample size calculation for a randomised controlled trial.

Authors:  Jonathan A Cook; Steven A Julious; William Sones; Lisa V Hampson; Catherine Hewitt; Jesse A Berlin; Deborah Ashby; Richard Emsley; Dean A Fergusson; Stephen J Walters; Edward C F Wilson; Graeme MacLennan; Nigel Stallard; Joanne C Rothwell; Martin Bland; Louise Brown; Craig R Ramsay; Andrew Cook; David Armstrong; Doug Altman; Luke D Vale
Journal:  BMJ       Date:  2018-11-05

6.  Compassionate Use of Remdesivir for Patients with Severe Covid-19.

Authors:  Jonathan Grein; Norio Ohmagari; Daniel Shin; George Diaz; Erika Asperges; Antonella Castagna; Torsten Feldt; Gary Green; Margaret L Green; François-Xavier Lescure; Emanuele Nicastri; Rentaro Oda; Kikuo Yo; Eugenia Quiros-Roldan; Alex Studemeister; John Redinski; Seema Ahmed; Jorge Bernett; Daniel Chelliah; Danny Chen; Shingo Chihara; Stuart H Cohen; Jennifer Cunningham; Antonella D'Arminio Monforte; Saad Ismail; Hideaki Kato; Giuseppe Lapadula; Erwan L'Her; Toshitaka Maeno; Sumit Majumder; Marco Massari; Marta Mora-Rillo; Yoshikazu Mutoh; Duc Nguyen; Ewa Verweij; Alexander Zoufaly; Anu O Osinusi; Adam DeZure; Yang Zhao; Lijie Zhong; Anand Chokkalingam; Emon Elboudwarej; Laura Telep; Leighann Timbs; Ilana Henne; Scott Sellers; Huyen Cao; Susanna K Tan; Lucinda Winterbourne; Polly Desai; Robertino Mera; Anuj Gaggar; Robert P Myers; Diana M Brainard; Richard Childs; Timothy Flanigan
Journal:  N Engl J Med       Date:  2020-04-10       Impact factor: 91.245

7.  Remdesivir in adults with severe COVID-19: a randomised, double-blind, placebo-controlled, multicentre trial.

Authors:  Yeming Wang; Dingyu Zhang; Guanhua Du; Ronghui Du; Jianping Zhao; Yang Jin; Shouzhi Fu; Ling Gao; Zhenshun Cheng; Qiaofa Lu; Yi Hu; Guangwei Luo; Ke Wang; Yang Lu; Huadong Li; Shuzhen Wang; Shunan Ruan; Chengqing Yang; Chunlin Mei; Yi Wang; Dan Ding; Feng Wu; Xin Tang; Xianzhi Ye; Yingchun Ye; Bing Liu; Jie Yang; Wen Yin; Aili Wang; Guohui Fan; Fei Zhou; Zhibo Liu; Xiaoying Gu; Jiuyang Xu; Lianhan Shang; Yi Zhang; Lianjun Cao; Tingting Guo; Yan Wan; Hong Qin; Yushen Jiang; Thomas Jaki; Frederick G Hayden; Peter W Horby; Bin Cao; Chen Wang
Journal:  Lancet       Date:  2020-04-29       Impact factor: 79.321

8.  First Case of 2019 Novel Coronavirus in the United States.

Authors:  Michelle L Holshue; Chas DeBolt; Scott Lindquist; Kathy H Lofy; John Wiesman; Hollianne Bruce; Christopher Spitters; Keith Ericson; Sara Wilkerson; Ahmet Tural; George Diaz; Amanda Cohn; LeAnne Fox; Anita Patel; Susan I Gerber; Lindsay Kim; Suxiang Tong; Xiaoyan Lu; Steve Lindstrom; Mark A Pallansch; William C Weldon; Holly M Biggs; Timothy M Uyeki; Satish K Pillai
Journal:  N Engl J Med       Date:  2020-01-31       Impact factor: 91.245

9.  A Trial of Lopinavir-Ritonavir in Adults Hospitalized with Severe Covid-19.

Authors:  Bin Cao; Yeming Wang; Danning Wen; Wen Liu; Jingli Wang; Guohui Fan; Lianguo Ruan; Bin Song; Yanping Cai; Ming Wei; Xingwang Li; Jiaan Xia; Nanshan Chen; Jie Xiang; Ting Yu; Tao Bai; Xuelei Xie; Li Zhang; Caihong Li; Ye Yuan; Hua Chen; Huadong Li; Hanping Huang; Shengjing Tu; Fengyun Gong; Ying Liu; Yuan Wei; Chongya Dong; Fei Zhou; Xiaoying Gu; Jiuyang Xu; Zhibo Liu; Yi Zhang; Hui Li; Lianhan Shang; Ke Wang; Kunxia Li; Xia Zhou; Xuan Dong; Zhaohui Qu; Sixia Lu; Xujuan Hu; Shunan Ruan; Shanshan Luo; Jing Wu; Lu Peng; Fang Cheng; Lihong Pan; Jun Zou; Chunmin Jia; Juan Wang; Xia Liu; Shuzhen Wang; Xudong Wu; Qin Ge; Jing He; Haiyan Zhan; Fang Qiu; Li Guo; Chaolin Huang; Thomas Jaki; Frederick G Hayden; Peter W Horby; Dingyu Zhang; Chen Wang
Journal:  N Engl J Med       Date:  2020-03-18       Impact factor: 91.245

  9 in total
  36 in total

1.  An ordinal severity scale for COVID-19 retrospective studies using Electronic Health Record data.

Authors:  Maryam Khodaverdi; Bradley S Price; J Zachary Porterfield; H Timothy Bunnell; Michael T Vest; Alfred Jerrod Anzalone; Jeremy Harper; Wes D Kimble; Hamidreza Moradi; Brian Hendricks; Susan L Santangelo; Sally L Hodder
Journal:  JAMIA Open       Date:  2022-07-09

2.  Update I. A systematic review on the efficacy and safety of chloroquine/hydroxychloroquine for COVID-19.

Authors:  Andrea Cortegiani; Mariachiara Ippolito; Giulia Ingoglia; Pasquale Iozzo; Antonino Giarratano; Sharon Einav
Journal:  J Crit Care       Date:  2020-07-11       Impact factor: 3.425

3.  A prospect on the use of antiviral drugs to control local outbreaks of COVID-19.

Authors:  Andrea Torneri; Pieter Libin; Joris Vanderlocht; Anne-Mieke Vandamme; Johan Neyts; Niel Hens
Journal:  BMC Med       Date:  2020-06-25       Impact factor: 8.775

4.  Remdesivir for 5 or 10 Days in Patients with Severe Covid-19.

Authors:  Jason D Goldman; David C B Lye; David S Hui; Kristen M Marks; Raffaele Bruno; Rocio Montejano; Christoph D Spinner; Massimo Galli; Mi-Young Ahn; Ronald G Nahass; Yao-Shen Chen; Devi SenGupta; Robert H Hyland; Anu O Osinusi; Huyen Cao; Christiana Blair; Xuelian Wei; Anuj Gaggar; Diana M Brainard; William J Towner; Jose Muñoz; Kathleen M Mullane; Francisco M Marty; Karen T Tashima; George Diaz; Aruna Subramanian
Journal:  N Engl J Med       Date:  2020-05-27       Impact factor: 91.245

5.  Coronavirus disease 2019 (COVID-19): challenges and management of aerosol-generating procedures in dentistry.

Authors:  Kamran Ali; Mahwish Raja
Journal:  Evid Based Dent       Date:  2020-06

6.  Aggregating data from COVID-19 trials.

Authors:  Elizabeth L Ogburn; Barbara E Bierer; Ron Brookmeyer; Christine Choirat; Natalie E Dean; Victor De Gruttola; Susan S Ellenberg; M Elizabeth Halloran; Daniel F Hanley; Joseph K Lee; Rui Wang; Daniel O Scharfstein
Journal:  Science       Date:  2020-06-12       Impact factor: 47.728

7.  Mechanism of inhibition of SARS-CoV-2 Mpro by N3 peptidyl Michael acceptor explained by QM/MM simulations and design of new derivatives with tunable chemical reactivity.

Authors:  Kemel Arafet; Natalia Serrano-Aparicio; Alessio Lodola; Adrian J Mulholland; Florenci V González; Katarzyna Świderek; Vicent Moliner
Journal:  Chem Sci       Date:  2020-11-27       Impact factor: 9.825

Review 8.  A State-of-the-Art Survey on Artificial Intelligence to Fight COVID-19.

Authors:  Md Mohaimenul Islam; Tahmina Nasrin Poly; Belal Alsinglawi; Ming Chin Lin; Min-Huei Hsu; Yu-Chuan Jack Li
Journal:  J Clin Med       Date:  2021-05-02       Impact factor: 4.241

9.  Remdesivir Use Compared With Supportive Care in Hospitalized Patients With Severe COVID-19: A Single-Center Experience.

Authors:  Markos Kalligeros; Karen T Tashima; Evangelia K Mylona; Natasha Rybak; Timothy P Flanigan; Dimitrios Farmakiotis; Curt G Beckwith; Martha Sanchez; Marguerite Neill; Jennie E Johnson; Joseph M Garland; Su Aung; Katrina M Byrd; Thomas O'Brien; Aakriti Pandita; Jad Aridi; Raul Macias Gil; Jerome Larkin; Fadi Shehadeh; Eleftherios Mylonakis
Journal:  Open Forum Infect Dis       Date:  2020-08-06       Impact factor: 3.835

10.  Remdesivir Versus Standard-of-Care for Severe Coronavirus Disease 2019 Infection: An Analysis of 28-Day Mortality.

Authors:  Susan A Olender; Theresa L Walunas; Esteban Martinez; Katherine K Perez; Antonella Castagna; Su Wang; Dax Kurbegov; Parag Goyal; Diego Ripamonti; Bindu Balani; Francesco G De Rosa; Stéphane De Wit; Shin-Woo Kim; George Diaz; Raffaele Bruno; Kathleen M Mullane; David Chien Lye; Robert L Gottlieb; Richard H Haubrich; Anand P Chokkalingam; George Wu; Helena Diaz-Cuervo; Diana M Brainard; I-Heng Lee; Hao Hu; Lanjia Lin; Anu O Osinusi; Jose I Bernardino; Marta Boffito
Journal:  Open Forum Infect Dis       Date:  2021-05-26       Impact factor: 3.835

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