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应用估计量框架,通过基于参考的多重插补模拟试验,研究信息性删失。

Application of the estimand framework for an emulated trial using reference based multiple imputation to investigate informative censoring.

机构信息

Division of Infectious Diseases, Washington University in St. Louis School of Medicine, St. Louis, MO, USA.

Department of Medical Statistics, London School of Hygiene and Tropical Medicine, London, UK.

出版信息

BMC Med Res Methodol. 2024 Oct 18;24(1):245. doi: 10.1186/s12874-024-02364-6.

DOI:10.1186/s12874-024-02364-6
PMID:39425034
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11487792/
Abstract

BACKGROUND

The ICH E9 (R1) addendum on Estimands and Sensitivity analysis in Clinical trials proposes a framework for the design and analysis of clinical trials aimed at improving clarity around the definition of the targeted treatment effect (the estimand) of a study.

METHODS

We adopt the estimand framework in the context of a study using "trial emulation" to estimate the risk of pneumocystis pneumonia, an opportunistic disease contracted by people living with HIV and AIDS having a weakened immune system, when considering two antibiotic treatment regimes for stopping antibiotic prophylaxis treatment against this disease. A "while on treatment" strategy has been implemented for post-randomisation (intercurrent) events. We then perform a sensitivity analysis using reference based multiple imputation to model a scenario in which patients lost to follow-up stop taking prophylaxis.

RESULTS

The primary analysis indicated a protective effect for the new regime which used viral suppression as prophylaxis stopping criteria (hazard ratio (HR) 0.78, 95% confidence interval [0.69, 0.89], p < 0.001). For the sensitivity analysis, when we apply the "jump to off prophylaxis" approach, the hazard ratio is almost the same compared to that from the primary analysis (HR 0.80 [0.69, 0.95], p = 0.009). The sensitivity analysis confirmed that the new regime exhibits a clear improvement over the existing guidelines for PcP prophylaxis when those lost to follow-up "jump to off prophylaxis".

CONCLUSIONS

Our application using reference based multiple imputation demonstrates the method's flexibility and simplicity for sensitivity analyses in the context of the estimand framework for (emulated) trials.

摘要

背景

ICH E9(R1)附录中关于临床试验中的目标值和敏感性分析提出了一个框架,旨在提高对研究目标治疗效果(目标值)定义的清晰度,从而设计和分析临床试验。

方法

我们在使用“试验模拟”的研究背景下采用目标值框架,估计在考虑两种停止针对这种疾病的抗生素预防治疗的抗生素治疗方案时,艾滋病毒和艾滋病患者免疫功能减弱的人患机会性肺炎(卡氏肺孢子虫肺炎)的风险。针对随机化后(并发)事件实施了“治疗中”策略。然后,我们使用基于参考的多重插补进行敏感性分析,以模拟患者失访停止预防的情况。

结果

主要分析表明,新方案使用病毒抑制作为预防停药标准具有保护作用(风险比(HR)0.78,95%置信区间[0.69,0.89],p<0.001)。对于敏感性分析,当我们应用“跳转到停用预防”方法时,与主要分析相比,风险比几乎相同(HR 0.80 [0.69,0.95],p=0.009)。敏感性分析证实,当失访患者“跳转到停用预防”时,新方案与现有的 PcP 预防指南相比,对 PcP 预防具有明显改善。

结论

我们使用基于参考的多重插补的应用证明了该方法在(模拟)试验的目标值框架下进行敏感性分析的灵活性和简单性。

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本文引用的文献

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Handling intercurrent events and missing data in non-inferiority trials using the estimand framework: A tuberculosis case study.使用估计量框架处理非劣效性试验中的并发事件和缺失数据:一个结核病案例研究。
Clin Trials. 2023 Oct;20(5):497-506. doi: 10.1177/17407745231176773. Epub 2023 Jun 5.
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Causal inference in survival analysis using longitudinal observational data: Sequential trials and marginal structural models.使用纵向观察数据进行生存分析中的因果推断:序贯试验和边际结构模型。
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A review of the use of controlled multiple imputation in randomised controlled trials with missing outcome data.缺失结局数据的随机对照试验中使用控制多重填补的综述。
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Withholding Primary Pneumocystis Pneumonia Prophylaxis in Virologically Suppressed Patients With Human Immunodeficiency Virus: An Emulation of a Pragmatic Trial in COHERE.在病毒学抑制的人类免疫缺陷病毒患者中不预防原发性卡氏肺孢子虫肺炎:COHERE 中一项实用试验的模拟。
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Treatment effect quantification for time-to-event endpoints-Estimands, analysis strategies, and beyond.事件发生时间终点的治疗效果量化——估计量、分析策略及其他。
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Effect of Immediate Initiation of Antiretroviral Treatment in HIV-Positive Individuals Aged 50 Years or Older.50岁及以上HIV阳性个体立即开始抗逆转录病毒治疗的效果。
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Development of a practical approach to expert elicitation for randomised controlled trials with missing health outcomes: Application to the IMPROVE trial.针对存在健康结局缺失情况的随机对照试验,开发一种实用的专家意见征集方法:在IMPROVE试验中的应用。
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