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工具变量在痴呆和神经退行性疾病的真实世界临床研究中的应用:系统综述主题论证、证伪检验以及研究设计策略,以证明工具变量的有效性。

Instrumental variables in real-world clinical studies of dementia and neurodegenerative disease: Systematic review of the subject-matter argumentation, falsification test, and study design strategies to justify a valid instrument.

机构信息

Biostatistics Research Group, Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, UK.

Cumbria, Northumberland, Tyne and Wear NHS Foundation Trust, Newcastle upon Tyne, UK.

出版信息

Brain Behav. 2024 Jan;14(1):e3371. doi: 10.1002/brb3.3371.

Abstract

OBJECTIVES

We systematically reviewed how investigators argued for and justified the validity of their instrumental variables (IV) in clinical studies of dementia and neurodegenerative disease.

METHODS

We included studies using IV analysis with observational data to investigate causal effects in clinical research studies of dementia and neurodegenerative disease. We reported the subject-matter argumentation, falsification test, and study design strategies used to satisfy the three assumptions of a valid IV: relevance, exclusion restriction, and exchangeability.

RESULTS

Justification for the relevance assumption was performed in all 12 included studies, exclusion restriction in seven studies, and exchangeability in nine studies. Two subject-matter argumentation strategies emerged from seven studies on the relevance of their IV. All studies except one provided quantitative evidence for the strength of the association between the IV and exposure variable. Four argumentation strategies emerged for exclusion restriction from six studies. Four falsification tests were performed across three studies. Three argumentation strategies emerged for exchangeability across four studies. Nine falsification tests were performed across nine studies. Two notable study design strategies were reported.

CONCLUSION

Our results reinforce IV analysis as a feasible option for clinical researchers in dementia and neurodegenerative disease by clarifying known strategies used to validate an IV.

摘要

目的

我们系统地回顾了研究人员在痴呆症和神经退行性疾病的临床研究中,如何为其工具变量(IV)的有效性进行论证和辩护。

方法

我们纳入了使用 IV 分析和观察性数据的研究,以调查痴呆症和神经退行性疾病的临床研究中的因果效应。我们报告了用于满足有效 IV 的三个假设(相关性、排除限制和可交换性)的主题论证、反驳检验和研究设计策略。

结果

12 项纳入研究均对相关性假设进行了论证,7 项研究对排除限制进行了论证,9 项研究对可交换性进行了论证。7 项关于 IV 相关性的研究中出现了两种主题论证策略。除了一项研究外,所有研究都提供了 IV 与暴露变量之间关联强度的定量证据。6 项研究中出现了 4 种排除限制的论证策略。3 项研究进行了 4 次反驳检验。4 项研究出现了 3 种可交换性的论证策略。9 项研究进行了 9 次反驳检验。报告了两种值得注意的研究设计策略。

结论

我们的结果通过阐明用于验证 IV 的已知策略,为痴呆症和神经退行性疾病的临床研究人员提供了可行的 IV 分析选择。

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