School of Medicine, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.
HCor Research Institute, Sao Paulo, Brazil.
JAMA Netw Open. 2022 Feb 1;5(2):e220548. doi: 10.1001/jamanetworkopen.2022.0548.
A World Health Organization (WHO) meta-analysis found that tocilizumab was associated with reduced mortality in hospitalized patients with COVID-19. However, uncertainty remains concerning the magnitude of tocilizumab's benefits and whether its association with mortality benefit is similar across respiratory subgroups.
To use bayesian methods to assess the magnitude of mortality benefit associated with tocilizumab and the differences between respiratory support subgroups in hospitalized patients with COVID-19.
DESIGN, SETTING, AND PARTICIPANTS: A bayesian hierarchical reanalysis of the WHO meta-analysis of tocilizumab studies published in 2020 and 2021 was performed. Main results were estimated using weakly informative priors to exert little influence on the observed data. The robustness of these results was evaluated using vague and informative priors. The studies featured in the meta-analysis were randomized clinical tocilizumab trials of hospitalized patients with COVID-19. Only patients receiving corticosteroids were included.
Usual care plus tocilizumab in comparison with usual care or placebo.
All-cause mortality at 28 days after randomization.
Among the 5339 patients included in this analysis, most were men, with mean ages between 56 and 66 years. There were 2117 patients receiving simple oxygen only, 2505 receiving noninvasive ventilation (NIV), and 717 receiving invasive mechanical ventilation (IMV) in 15 studies from multiple countries and continents. Assuming weakly informative priors, the overall odds ratios (ORs) for survival were 0.70 (95% credible interval [CrI], 0.50-0.91) for patients receiving simple oxygen only, 0.81 (95% CrI, 0.63-1.03) for patients receiving NIV, and 0.89 (95% CrI, 0.61-1.22) for patients receiving IMV, respectively. The posterior probabilities of any benefit (OR <1) were notably different between patients receiving simple oxygen only (98.9%), NIV (95.5%), and IMV (75.4%). The posterior probabilities of a clinically meaningful association (absolute mortality risk difference >1%) were greater than 95% in patients receiving simple oxygen only and greater than 90% in patients receiving NIV. In contrast, the posterior probability of this clinically meaningful association was only approximately 67% in patients receiving IMV. The probabilities of tocilizumab superiority in the simple oxygen only subgroup compared with the NIV and IMV subgroups were 85% and 90%, respectively. Predictive intervals highlighted that only 72.1% of future tocilizumab IMV studies would show benefit. The conclusions did not change with different prior distributions.
In this bayesian reanalysis of a previous meta-analysis of 15 studies of hospitalized patients with COVID-19 treated with tocilizumab and corticosteroids, use of simple oxygen only and NIV was associated with a probability of a clinically meaningful mortality benefit from tocilizumab. Future research should clarify whether patients receiving IMV also benefit from tocilizumab.
世界卫生组织(WHO)的一项荟萃分析发现,托珠单抗可降低住院 COVID-19 患者的死亡率。然而,关于托珠单抗的益处的幅度以及其与死亡率益处的关联在呼吸亚组之间是否相似仍存在不确定性。
使用贝叶斯方法评估托珠单抗与死亡率相关的益处幅度,以及 COVID-19 住院患者在呼吸支持亚组之间的差异。
设计、地点和参与者:对 2020 年和 2021 年发表的 WHO 托珠单抗研究荟萃分析进行了贝叶斯层次重新分析。主要结果使用弱信息先验来估计,以对观察数据的影响很小。使用模糊和信息先验评估了这些结果的稳健性。该荟萃分析中的研究是随机临床试验,纳入了 COVID-19 住院患者接受托珠单抗治疗。仅纳入接受皮质类固醇治疗的患者。
常规治疗加托珠单抗与常规治疗或安慰剂。
随机分组后 28 天的全因死亡率。
在本分析纳入的 5339 例患者中,大多数为男性,平均年龄在 56 至 66 岁之间。在来自多个国家和地区的 15 项研究中,2117 例患者仅接受单纯氧疗,2505 例患者接受无创通气(NIV),717 例患者接受有创机械通气(IMV)。假设使用弱信息先验,接受单纯氧疗的患者的总生存率的优势比(OR)为 0.70(95%可信区间[CrI],0.50-0.91),接受 NIV 的患者为 0.81(95% CrI,0.63-1.03),接受 IMV 的患者为 0.89(95% CrI,0.61-1.22)。接受单纯氧疗的患者(98.9%)、接受 NIV 的患者(95.5%)和接受 IMV 的患者(75.4%)之间,任何益处(OR<1)的后验概率明显不同。接受单纯氧疗和接受 NIV 的患者中,绝对死亡率差异>1%的临床相关关联的后验概率大于 95%,而接受 IMV 的患者中,这一后验概率仅约为 67%。在接受单纯氧疗的亚组中,托珠单抗优于 NIV 和 IMV 亚组的后验概率分别为 85%和 90%。预测区间突出表明,只有 72.1%的未来托珠单抗 IMV 研究将显示获益。不同的先验分布并没有改变结论。
在对接受托珠单抗和皮质类固醇治疗的 COVID-19 住院患者的 15 项研究的先前荟萃分析进行的这项贝叶斯重新分析中,单纯氧疗和 NIV 的使用与托珠单抗具有临床意义的死亡率益处的可能性相关。未来的研究应阐明接受 IMV 的患者是否也能从托珠单抗中获益。