Bayesian or frequentist: there is no question when comparing single-inhaler triple therapies via network meta-analysis. Focus on fluticasone furoate/umeclidinium/vilanterol fixed-dose combination in chronic obstructive pulmonary disease.

Expert review of respiratory medicine Pub Date : 2023-12-01 Epub Date: 2024-02-16 DOI:10.1080/17476348.2024.2316167
Luigino Calzetta, Paola Rogliani
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引用次数: 0

Abstract

Objectives: Single-inhaler triple therapies (SITTs) have never been directly compared in randomized controlled trials (RCTs) in chronic obstructive pulmonary disease (COPD). Cochrane recommends the Bayesian approach for indirect comparisons but a frequentist network meta-analysis (NMA) reported superiority of fluticasone furoate/umeclidinium/vilanterol (FF/UMEC/VI) over other SITT. We assessed the most appropriate inference method for NMA characterized by between-study heterogeneity on SITT in COPD.

Methods: Bayesian and frequentist NMA were performed on RCTs investigating the effect of SITT on exacerbations and trough forced expiratory volume in the 1st second (FEV1) in COPD.

Results: The included RCTs (ETHOS, FULFIL, IMPACT, KRONOS 200812) reported significant between-study heterogeneity (I2 > 99%, p < 0.001). The Bayesian random-effect NMA provided unbiased evidence that FF/UMEC/VI was not superior to other SITT on exacerbations and trough FEV1. The frequentist fixed-effect NMA indicated that FF/UMEC/VI was significantly (p < 0.05) more effective than other SITT, although results were affected by dispersion, asymmetry, and significant risk of bias. Frequentist random-effect NMA provided effect estimates rather similar but not equal to those of Bayesian approach.

Conclusion: Indirect comparison should be performed via Bayesian approach instead of frequentist inference with a fixed-effect model. Claiming the superiority of a specific medication over other therapies should be confirmed by findings originating from well-designed RCTs.

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贝叶斯主义还是频数主义:通过网络荟萃分析比较单吸入器三联疗法是毫无疑问的。聚焦慢性阻塞性肺病中的糠酸氟替卡松/优甲乐/维兰特罗固定剂量组合。
目的:在慢性阻塞性肺病(COPD)的随机对照试验(RCT)中,从未对单吸入器三联疗法(SITT)进行过直接比较。Cochrane 建议采用贝叶斯方法进行间接比较,但一项频谱网络荟萃分析(NMA)报告称,糠酸氟替卡松/乌甲地尼/维兰特罗(FF/UMEC/VI)优于其他 SITT。我们评估了以慢性阻塞性肺病 SITT 研究间异质性为特征的 NMA 最合适的推断方法:对研究 SITT 对慢性阻塞性肺病患者病情加重和一秒钟内用力呼气容积(FEV1)谷值影响的 RCT 进行了贝叶斯和频数主义 NMA:结果:纳入的 RCT(ETHOS、FULFIL、IMPACT、KRONOS 200,812)报告了显著的研究间异质性(I2>99%,p 1)。频繁主义固定效应 NMA 表明,FF/UMEC/VI 具有显著的异质性(p 结论:FF/UMEC/VI 与 FF/UMEC/VI 之间存在显著的异质性:应通过贝叶斯方法进行间接比较,而不是使用固定效应模型进行频繁推断。声称某种特定药物优于其他疗法,应通过设计良好的 RCT 研究结果来证实。
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