The Role of Double-Zero-Event Studies in Evidence Synthesis: Evaluating Robustness Using the Fragility Index

IF 2.1 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES
Zelin Wang, Xing Xing, Eun-Young Mun, Chong Wu, Lifeng Lin
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引用次数: 0

Abstract

Rationale

Zero-event counts are common in clinical studies, particularly when assessing rare adverse events. These occurrences can result from low event rates, short follow-up periods, and small sample sizes. When both intervention and control groups report zero events in a clinical trial, the study is referred to as a double-zero-event study, which presents methodological challenges for evidence synthesis. There has been ongoing debate about whether these studies should be excluded from evidence synthesis, as traditional two-stage meta-analysis methods may not estimate an effect size for them. Recent research suggests that these studies may still contain valuable clinical and statistical information.

Aims and Objectives

This study examines the role of double-zero-event studies from the perspective of the fragility index (FI), a popular metric for assessing the robustness of clinical results. We aim to determine how including or excluding double-zero-event studies affects FI derivations in meta-analyses.

Methods

We conducted an illustrative case study to demonstrate how double-zero-event studies can impact FI derivations. Additionally, we performed a large-scale analysis of 12,184 Cochrane meta-analyses involving zero-event studies to assess the prevalence and effect of double-zero-event studies on FI calculations.

Results

Our analysis revealed that FI derivations in 6608 (54.2%) of these meta-analyses involved double-zero-event studies. Excluding double-zero-event studies could lead to artificially inflated FI values, potentially misrepresenting the results as more robust than they are.

Conclusions

We advocate for retaining double-zero-event studies in meta-analyses and emphasise the importance of carefully considering their role in FI assessments. Including these studies ensures a more accurate evaluation of the robustness of clinical results in evidence synthesis.

双零事件研究在证据综合中的作用:用脆弱性指数评价稳健性。
理由:零事件计数在临床研究中很常见,特别是在评估罕见不良事件时。这些事件的发生可能是由于事件发生率低、随访时间短和样本量小。当干预组和对照组在临床试验中均报告零事件时,该研究被称为双零事件研究,这对证据合成提出了方法学上的挑战。关于这些研究是否应该从证据综合中排除,一直存在争论,因为传统的两阶段荟萃分析方法可能无法估计它们的效应大小。最近的研究表明,这些研究可能仍然包含有价值的临床和统计信息。目的和目的:本研究从脆弱性指数(FI)的角度考察了双零事件研究的作用,脆弱性指数是评估临床结果稳健性的常用指标。我们的目的是确定纳入或排除双零事件研究如何影响荟萃分析中的FI推导。方法:我们进行了一个说明性案例研究,以证明双零事件研究如何影响FI衍生。此外,我们对12184项涉及零事件研究的Cochrane荟萃分析进行了大规模分析,以评估双零事件研究对FI计算的流行程度和影响。结果:我们的分析显示,6608项(54.2%)荟萃分析的FI衍生涉及双零事件研究。排除双零事件研究可能导致人为夸大的FI值,潜在地歪曲结果,使其比实际更可靠。结论:我们主张在荟萃分析中保留双零事件研究,并强调仔细考虑其在FI评估中的作用的重要性。纳入这些研究可确保在证据合成中更准确地评估临床结果的稳健性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.80
自引率
4.20%
发文量
143
审稿时长
3-8 weeks
期刊介绍: The Journal of Evaluation in Clinical Practice aims to promote the evaluation and development of clinical practice across medicine, nursing and the allied health professions. All aspects of health services research and public health policy analysis and debate are of interest to the Journal whether studied from a population-based or individual patient-centred perspective. Of particular interest to the Journal are submissions on all aspects of clinical effectiveness and efficiency including evidence-based medicine, clinical practice guidelines, clinical decision making, clinical services organisation, implementation and delivery, health economic evaluation, health process and outcome measurement and new or improved methods (conceptual and statistical) for systematic inquiry into clinical practice. Papers may take a classical quantitative or qualitative approach to investigation (or may utilise both techniques) or may take the form of learned essays, structured/systematic reviews and critiques.
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