Statistical fragility of significant outcomes in spine surgery randomized controlled trials: a systematic review of binary and continuous outcomes.

IF 3.2 3区 医学 Q2 CLINICAL NEUROLOGY
Vitaliy Voznyy, Mouad Elganga, Leya Tawfik, Dharsan Ravindran, Robert Koucheki, Jacob Greenberg, Zoher Ghogawala, Michael P Steinmetz, Jefferson R Wilson, Michael G Fehlings, Jay Toor, Jetan Badhiwala, Aazad Abbas
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引用次数: 0

Abstract

Purpose: Spinal disorders are a major cause of disability worldwide, and the increasing use of spine surgery has been accompanied by a growing body of randomized controlled trials (RCTs). However, statistical significance based on P-values alone may not adequately capture the robustness of trial findings. The Fragility Index (FI) is a complementary measure of evidence stability, quantifying how easily statistical significance can be reversed. Previous spine-specific fragility analyses have demonstrated that statistically significant dichotomous outcomes are frequently fragile, but continuous outcomes have not been comprehensively evaluated. Accordingly, a systematic review and fragility analysis was performed to evaluate the robustness of statistically significant outcomes in spine surgery RCTs across both dichotomous and continuous outcomes.

Methods: Embase, MEDLINE, Web of Science, and the Cochrane Central Register of Controlled Trials (CENTRAL) were searched from inception to January 14, 2026 for RCTs in spine surgery reporting significant primary outcomes. Studies were screened and extracted in duplicate, and the risk of bias was assessed using the Cochrane Risk of Bias 2 (RoB 2) tool; fragility was evaluated using the FI for binary outcomes and the Continuous Fragility Index (CFI) for continuous outcomes, where lower values indicate that statistical significance would be lost with fewer outcome changes, with results summarized descriptively and across predefined subgroup analyses.

Results: A total of 265 RCTs comprising 24,083 patients were included; 43 (16.2%) reported binary outcomes and 222 (83.8%) reported continuous outcomes. Overall median fragility was 10.5 (interquartile range (IQR) 5.0 to 18.7), with median values of 4.0 for binary outcomes (IQR 2.0 to 5.0) and 12.2 for continuous outcomes (IQR 7.4 to 21.0). Notably, 76.7% of binary outcomes had an FI ≤ 5, and fragility did not differ significantly by risk-of-bias category. Fragility also differed significantly by reported P-value category, with more strongly significant outcomes generally showing greater robustness.

Conclusion: In recent spine surgery RCTs with statistically significant primary outcomes, findings were often statistically fragile. For binary outcomes, reversal of statistical significance required a change in outcome status for a median of only 4 patients, with more than three-quarters of outcomes having an FI ≤ 5. Continuous outcomes also showed measurable fragility, with reversal requiring reallocation of a median of 12.2 patients. These results suggest that a substantial proportion of statistically significant findings in contemporary spine surgery RCTs may be less robust than conventional P-values alone imply. Fragility analysis may therefore serve as a useful complement to conventional significance testing when interpreting statistically significant findings in spine surgery trials, particularly for clinically important binary endpoints.

脊柱外科随机对照试验中显著结果的统计脆弱性:对二元和连续结果的系统回顾。
目的:脊柱疾病是世界范围内致残的主要原因,脊柱外科手术的使用越来越多,随机对照试验(rct)也越来越多。然而,仅基于p值的统计显著性可能不能充分反映试验结果的稳健性。脆弱性指数(FI)是证据稳定性的补充度量,量化统计显著性被逆转的容易程度。先前的脊柱特异性脆性分析表明,统计上显著的二分类结果通常是脆性的,但连续结果尚未得到全面评估。因此,进行了系统回顾和脆弱性分析,以评估脊柱外科随机对照试验中统计显著结果的稳健性,包括二分类和连续结果。方法:检索Embase、MEDLINE、Web of Science和Cochrane Central Register of Controlled Trials (Central),检索自成立至2026年1月14日脊柱外科报告显著主要结局的随机对照试验。研究一式两份进行筛选和提取,并使用Cochrane risk of bias 2 (RoB 2)工具评估偏倚风险;脆弱性评估使用二元结果的FI和连续结果的连续脆弱性指数(CFI),其中较低的值表示随着结果变化较少而失去统计显著性,结果描述性地总结并通过预定义的亚组分析。结果:共纳入265项rct,共纳入24,083例患者;43例(16.2%)报告了二元结局,222例(83.8%)报告了连续结局。总体脆弱性中位数为10.5(四分位数范围(IQR) 5.0至18.7),二元结局(IQR 2.0至5.0)中位数为4.0,连续结局(IQR 7.4至21.0)中位数为12.2。值得注意的是,76.7%的二元结局的FI≤5,脆弱性在风险偏倚类别之间没有显著差异。脆弱性也因报告的p值类别而有显著差异,越显著的结果通常显示出更强的稳健性。结论:在最近的脊柱外科随机对照试验中,主要结果具有统计学意义,但结果在统计学上往往是脆弱的。对于二元结果,统计显著性逆转需要改变结果状态,中位数只有4例患者,超过四分之三的结果FI≤5。连续结果也显示出可测量的脆弱性,逆转需要重新分配的中位数为12.2例患者。这些结果表明,当代脊柱外科随机对照试验中大量具有统计学意义的结果可能不如传统p值所暗示的那样稳健。因此,在解释脊柱外科试验中具有统计学意义的发现时,脆弱性分析可以作为传统显著性检验的有用补充,特别是对于临床重要的二元终点。
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来源期刊
European Spine Journal
European Spine Journal 医学-临床神经学
CiteScore
4.80
自引率
10.70%
发文量
373
审稿时长
2-4 weeks
期刊介绍: "European Spine Journal" is a publication founded in response to the increasing trend toward specialization in spinal surgery and spinal pathology in general. The Journal is devoted to all spine related disciplines, including functional and surgical anatomy of the spine, biomechanics and pathophysiology, diagnostic procedures, and neurology, surgery and outcomes. The aim of "European Spine Journal" is to support the further development of highly innovative spine treatments including but not restricted to surgery and to provide an integrated and balanced view of diagnostic, research and treatment procedures as well as outcomes that will enhance effective collaboration among specialists worldwide. The “European Spine Journal” also participates in education by means of videos, interactive meetings and the endorsement of educative efforts. Official publication of EUROSPINE, The Spine Society of Europe
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