The Use and Limitations of the Fragility Index in the Interpretation of Clinical Trial Findings

被引:22
作者
Andrade, Chittaranjan [1 ]
机构
[1] Natl Inst Mental Hlth & Neurosci, Dept Psychopharmacol, Bangalore, Karnataka, India
关键词
STATISTICAL SIGNIFICANCE;
D O I
10.4088/JCP.20f13334
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
The fragility index (FI) has been recommended for use as an additional statistic when presenting the results of randomized controlled trials (RCTs).The FI in a completed RCT is the smallest number of subjects whose status needs to be changed, such as from nonresponder to responder, fora statistically significant finding to lose its statistical significance. A small FI suggests that a finding is fragile; a large FI suggests that the finding is robust. Whereas an FI value of 0-1 indicates extreme fragility, there is no cutoff to separate what is small and what is large for the FI.The FI is useful because it helps readers understand significant findings of an RCT in a different and more Intuitive way. The FI has limitations. It can only be calculated in the context of an RCT, and only when binary outcomes are compared between 2 groups. It should not be calculated In nonrandomized studies, because it cannot be adjusted for the biasing effect of confounding variables, nor in time-to-event studies, because it cannot include the effect of time. Interpretation of the FI can be problematic when the number of subjects who drop out for unknown reasons is large. RCTs with small samples and RCTs in which the event of interest is rare tend to be fragile. However, the most important limitation of the FI is that it revolves around the much decried use of a statistical threshold (usually P< .05) for determining the significance of a study finding. At best, the FI complements the understanding of the results of an RCT with statistically significant findings for categorical outcomes. It should be used and interpreted in the context of other statistical information, including summary statistics, measures of effect size, and confidence intervals.
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相关论文
共 10 条
[1]  
Acuna SA, 2019, JAMA SURG, V154, P674, DOI 10.1001/jamasurg.2019.0567
[2]   Transcranial Direct Current Stimulation for Negative Symptoms of Schizophrenia: Why the Reader Must Choose a Clinically Relevant Outcome [J].
Andrade, Chittaranjan .
JOURNAL OF CLINICAL PSYCHIATRY, 2020, 81 (01)
[3]   Anticholinergic Drug Exposure and the Risk of Dementia: There Is Modest Evidence for an Association but Not for Causality [J].
Andrade, Chittaranjan .
JOURNAL OF CLINICAL PSYCHIATRY, 2019, 80 (04)
[4]   The P Value and Statistical Significance: Misunderstandings, Explanations, Challenges, and Alternatives [J].
Andrade, Chittaranjan .
INDIAN JOURNAL OF PSYCHOLOGY MEDICINE, 2019, 41 (03) :210-215
[5]   A Primer on Confidence Intervals in Psychopharmacology [J].
Andrade, Chittaranjan .
JOURNAL OF CLINICAL PSYCHIATRY, 2015, 76 (02) :E228-E231
[6]   Memantine as an Adjuvant Treatment for Obsessive Compulsive Symptoms in Manic Phase of Bipolar Disorder: A Randomized, Double-Blind, Placebo-Controlled Clinical Trial [J].
Sahraian, Ali ;
Jahromi, Leila Razeghian ;
Ghanizadeh, Ahmad ;
Mowla, Arash .
JOURNAL OF CLINICAL PSYCHOPHARMACOLOGY, 2017, 37 (02) :246-249
[7]   The Fragility Index in Randomized Clinical Trials as a Means of Optimizing Patient Care [J].
Tignanelli, Christopher J. ;
Napolitano, Lena M. .
JAMA SURGERY, 2019, 154 (01) :74-79
[8]  
Valiengo LDCL, JAMA PSYCHIAT
[9]   The statistical significance of randomized controlled trial results is frequently fragile: a case for a Fragility Index [J].
Walsh, Michael ;
Srinathan, Sadeesh K. ;
McAuley, Daniel F. ;
Mrkobrada, Marko ;
Levine, Oren ;
Ribic, Christine ;
Molnar, Amber O. ;
Dattani, Neil D. ;
Burke, Andrew ;
Guyatt, Gordon ;
Thabane, Lehana ;
Walter, Stephen D. ;
Pogue, Janice ;
Devereaux, P. J. .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 2014, 67 (06) :622-628
[10]   STATISTICAL SIGNIFICANCE AND FRAGILITY CRITERIA FOR ASSESSING A DIFFERENCE OF 2 PROPORTIONS [J].
WALTER, SD .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 1991, 44 (12) :1373-1378