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对欧洲药品管理局(EMA)关于确证性临床试验中缺失数据指南实施情况的实证评估:研究方案中纵向数据混合模型的规范。

Empirical evaluation of the implementation of the EMA guideline on missing data in confirmatory clinical trials: Specification of mixed models for longitudinal data in study protocols.

作者信息

Häckl Sebastian, Koch Armin, Lasch Florian

机构信息

Institute of Biostatistics, Hannover Medical School, Hannover, Germany.

出版信息

Pharm Stat. 2019 Nov;18(6):636-644. doi: 10.1002/pst.1964. Epub 2019 Jul 3.

DOI:10.1002/pst.1964
PMID:31267673
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6899721/
Abstract

In confirmatory clinical trials, the prespecification of the primary analysis model is a universally accepted scientific principle to allow strict control of the type I error. Consequently, both the ICH E9 guideline and the European Medicines Agency (EMA) guideline on missing data in confirmatory clinical trials require that the primary analysis model is defined unambiguously. This requirement applies to mixed models for longitudinal data handling missing data implicitly. To evaluate the compliance with the EMA guideline, we evaluated the model specifications in those clinical study protocols from development phases II and III submitted between 2015 and 2018 to the Ethics Committee at Hannover Medical School under the German Medicinal Products Act, which planned to use a mixed model for longitudinal data in the confirmatory testing strategy. Overall, 39 trials from different types of sponsors and a wide range of therapeutic areas were evaluated. While nearly all protocols specify the fixed and random effects of the analysis model (95%), only 77% give the structure of the covariance matrix used for modeling the repeated measurements. Moreover, the testing method (36%), the estimation method (28%), the computation method (3%), and the fallback strategy (18%) are given by less than half the study protocols. Subgroup analyses indicate that these findings are universal and not specific to clinical trial phases or size of company. Altogether, our results show that guideline compliance is to various degrees poor and consequently, strict type I error rate control at the intended level is not guaranteed.

摘要

在确证性临床试验中,预先设定主要分析模型是一项被广泛接受的科学原则,以严格控制I类错误。因此,国际人用药品注册技术协调会(ICH)E9指南以及欧洲药品管理局(EMA)关于确证性临床试验中缺失数据的指南都要求明确界定主要分析模型。这一要求隐含地适用于处理缺失数据的纵向数据混合模型。为评估对EMA指南的遵循情况,我们对2015年至2018年间根据德国药品法提交给汉诺威医学院伦理委员会的II期和III期开发阶段的临床研究方案中的模型规范进行了评估,这些方案计划在确证性测试策略中使用纵向数据混合模型。总体而言,对来自不同类型申办方和广泛治疗领域的39项试验进行了评估。虽然几乎所有方案都明确了分析模型的固定效应和随机效应(95%),但只有77%给出了用于重复测量建模的协方差矩阵结构。此外,不到一半的研究方案给出了检验方法(36%)、估计方法(28%)、计算方法(3%)和后备策略(18%)。亚组分析表明,这些发现具有普遍性,并非特定于临床试验阶段或公司规模。总之,我们的结果表明,对指南的遵循程度在不同程度上较差,因此,无法保证将I类错误率严格控制在预期水平。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4109/6899721/8843c54c523b/PST-18-636-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4109/6899721/8843c54c523b/PST-18-636-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4109/6899721/8843c54c523b/PST-18-636-g001.jpg

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本文引用的文献

1
Current Practices in Choosing Estimands and Sensitivity Analyses in Clinical Trials: Results of the ICH E9 Survey.临床试验中选择估计量和敏感性分析的当前实践:国际人用药品注册技术协调会E9调查结果
Ther Innov Regul Sci. 2017 Jan;51(1):69-76. doi: 10.1177/2168479016666586. Epub 2016 Sep 27.
2
Missing data in clinical trials: control-based mean imputation and sensitivity analysis.临床试验中的缺失数据:基于对照的均值插补与敏感性分析。
Pharm Stat. 2017 Sep;16(5):378-392. doi: 10.1002/pst.1817. Epub 2017 Jun 20.
3
Disentangling estimands and the intention-to-treat principle.
替米沙坦治疗新冠肺炎患者:一项开放的多中心随机临床试验。
EClinicalMedicine. 2021 Jun 18;37:100962. doi: 10.1016/j.eclinm.2021.100962. eCollection 2021 Jul.
区分估计量与意向性分析原则。
Pharm Stat. 2017 Jan;16(1):12-19. doi: 10.1002/pst.1791. Epub 2016 Dec 2.
4
Comparison of bias-corrected covariance estimators for MMRM analysis in longitudinal data with dropouts.纵向数据中含缺失值的重复测量混合模型分析的偏差校正协方差估计量比较
Stat Methods Med Res. 2017 Oct;26(5):2389-2406. doi: 10.1177/0962280215597938. Epub 2015 Aug 11.
5
FDA approval: ceritinib for the treatment of metastatic anaplastic lymphoma kinase-positive non-small cell lung cancer.FDA 批准:色瑞替尼治疗间变性淋巴瘤激酶阳性的转移性非小细胞肺癌。
Clin Cancer Res. 2015 Jun 1;21(11):2436-9. doi: 10.1158/1078-0432.CCR-14-3157. Epub 2015 Mar 9.
6
Ceritinib in ALK-rearranged non-small-cell lung cancer.塞瑞替尼治疗间变性淋巴瘤激酶重排的非小细胞肺癌。
N Engl J Med. 2014 Mar 27;370(13):1189-97. doi: 10.1056/NEJMoa1311107.
7
World Medical Association Declaration of Helsinki: ethical principles for medical research involving human subjects.《世界医学协会赫尔辛基宣言:涉及人类受试者的医学研究伦理原则》
JAMA. 2013 Nov 27;310(20):2191-4. doi: 10.1001/jama.2013.281053.
8
Analysis of longitudinal trials with protocol deviation: a framework for relevant, accessible assumptions, and inference via multiple imputation.对存在方案偏离的纵向试验的分析:一个用于相关、可及假设以及通过多重填补进行推断的框架。
J Biopharm Stat. 2013;23(6):1352-71. doi: 10.1080/10543406.2013.834911.
9
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J Natl Cancer Inst. 2011 Apr 20;103(8):636-44. doi: 10.1093/jnci/djr062. Epub 2011 Mar 21.
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