The Number of Patients Lost to Follow-Up May Exceed the Fragility Index of a Randomized Controlled Trial Without Reversing Statistical Significance: A Systematic Review and Statistical Model

Jacob F. Oeding M.S. , Aaron J. Krych M.D. , Christopher L. Camp M.D. , Nathan H. Varady M.D., M.B.A.
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Abstract

Purpose

To (1) analyze trends in the publishing of statistical fragility index (FI)–based systematic reviews in the orthopaedic literature, including the prevalence of misleading or inaccurate statements related to the statistical fragility of randomized controlled trials (RCTs) and patients lost to follow-up (LTF), and (2) determine whether RCTs with relatively “low” FIs are truly as sensitive to patients LTF as previously portrayed in the literature.

Methods

All FI-based studies published in the orthopaedic literature were identified using the Cochrane Database of Systematic Reviews, Web of Science Core Collection, PubMed, and MEDLINE databases. All articles involving application of the FI or reverse FI to study the statistical fragility of studies in orthopaedics were eligible for inclusion in the study. Study characteristics, median FIs and sample sizes, and misleading or inaccurate statements related to the FI and patients LTF were recorded. Misleading or inaccurate statements—defined as those basing conclusions of trial fragility on the false assumption that adding patients LTF back to a trial has the same statistical effect as existing patients in a trial experiencing the opposite outcome—were determined by 2 authors. A theoretical RCT with a sample size of 100, P = .006, and FI of 4 was used to evaluate the difference in effect on statistical significance between flipping outcome events of patients already included in the trial (FI) and adding patients LTF back to the trial to show the true sensitivity of RCTs to patients LTF.

Results

Of the 39 FI-based studies, 37 (95%) directly compared the FI with the number of patients LTF. Of these 37 studies, 22 (59%) included a statement regarding the FI and patients LTF that was determined to be inaccurate or misleading. In the theoretical RCT, a reversal of significance was not observed until 7 patients LTF (nearly twice the FI) were added to the trial in the distribution of maximal significance reversal.

Conclusions

The claim that any RCT in which the number of patients LTF exceeds the FI could potentially have its significance reversed simply by maintaining study follow-ups is commonly inaccurate and prevalent in orthopaedic studies applying the FI. Patients LTF and the FI are not equivalent. The minimum number of patients LTF required to flip the significance of a typical RCT was shown to be greater than the FI, suggesting that RCTs with relatively low FIs may not be as sensitive to patients LTF as previously portrayed in the literature; however, only a holistic approach that considers the context in which the trial was conducted, potential biases, and study results can determine the merits of any particular RCT.

Clinical Relevance

Surgeons may benefit from re-examining their interpretation of prior FI reviews that have made claims of substantial RCT fragility based on comparisons between the FI and patients LTF; it is possible the results are more robust than previously believed.
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失去随访的患者人数可能超过随机对照试验的脆性指数,但不会逆转统计意义:系统回顾与统计模型
目的:1)分析骨科文献中基于统计脆性指数(FI)的系统综述的发表趋势,包括与随机对照试验(RCT)的统计脆性和失访患者(LTF)相关的误导性或不准确陈述的普遍性;2)确定FI相对 "低 "的RCT是否真的像以前文献中描述的那样对失访患者敏感:使用 Cochrane 系统综述数据库、Web of Science Core Collection、PubMed 和 MEDLINE 数据库确定了骨科文献中发表的所有基于 FI 的研究。所有涉及应用FI或反向FI(RFI)研究骨科研究统计易损性的文章均符合纳入研究的条件。研究特点、中位数FI和样本量,以及与FI和患者LTF相关的误导性或不准确的陈述均被记录在案。误导性或不准确的陈述是指那些基于错误假设得出试验脆弱性结论的陈述,即在试验中增加LTF患者与试验中现有患者经历相反结果具有相同的统计效果,并由两位作者确定。一项样本量为 100、P 值为 0.006、FI 为 4 的理论 RCT 被用来评估已纳入试验(FI)的患者的结果事件翻转与将 LTF 患者重新纳入试验之间对统计学意义的影响差异,以证明 RCT 对 LTF 患者的真实敏感性:在 39 项基于 FI 的研究中,37 项(95%)直接将 FI 与失去随访的患者人数进行了比较。其中,22 项(59%)研究中关于 FI 和患者 LTF 的声明被认定为不准确或具有误导性。在理论上的 RCT 试验中,直到在最大显著性逆转分布中增加了 7 名 LTF 患者(几乎是 FI 的两倍),才观察到显著性逆转:如果任何 RCT 中的 LTF 患者人数超过 FI,那么只需保持研究随访,其显著性就有可能被逆转,这种说法通常是不准确的,而且在应用 FI 的骨科研究中非常普遍。患者LTF和FI并不等同。研究表明,典型 RCT 的显著性发生逆转所需的最低患者 LTF 数量大于 FI,这表明 FI 相对较低的 RCT 对患者 LTF 的敏感度可能并不像之前文献中描述的那样高;然而,只有综合考虑试验开展的背景、潜在偏倚和研究结果,才能确定任何特定 RCT 的优劣。
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
9.30
自引率
17.00%
发文量
555
审稿时长
58 days
期刊介绍: Nowhere is minimally invasive surgery explained better than in Arthroscopy, the leading peer-reviewed journal in the field. Every issue enables you to put into perspective the usefulness of the various emerging arthroscopic techniques. The advantages and disadvantages of these methods -- along with their applications in various situations -- are discussed in relation to their efficiency, efficacy and cost benefit. As a special incentive, paid subscribers also receive access to the journal expanded website.
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