Statistical Heterogeneity in Oral Health Meta-Analyses

IF 5.7 1区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE
Z. Tatas, E. Kyriakou, J. Seehra, N. Pandis, L.M. Spineli
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Abstract

Providing the summary effect size and its uncertainty, a prediction interval, and a measure of statistical heterogeneity constitute good reporting practices in meta-analyses. Popular statistical heterogeneity measures comprise the τ2 and I2 statistics. However, researchers often rely unduly on the I2 statistic, using naive categorizations to gauge the extent of heterogeneity, leading to misuses of the meta-analysis models, deficiencies in reporting, and misleading conclusions. The present study aimed to provide empirical evidence on the reporting and interpretation of statistical heterogeneity in systematic reviews of oral health published between 2021 and 2023 in 21 leading specialty and general dental journals. Systematic reviews with at least 1 meta-analysis on binary or continuous outcomes with the most studies were identified. Characteristics were extracted at the systematic review and meta-analysis levels. In total, 313 systematic reviews with meta-analyses were analyzed. Within this cohort of meta-analyses, the random-effects model (89%, n = 278) was frequently applied. Almost all meta-analyses (98%, n = 308) reported the I2 value, and 51% ( n = 160) reported the τ2 value. For this sample, the median I2 was 76% (range: 0%–100%), and the median τ2 was 0.29 (range: 0–2,632), with 13% ( n = 20/160) of these meta-analyses reporting zero τ2. Most of the meta-analyses (96%, n = 299) based the heterogeneity interpretation on I2 and only 21 (7%) on τ2. Although 49% ( n = 152) of the meta-analyses chose the meta-analysis model a priori, only 41% ( n = 63/152) justified this choice. Furthermore, 42% ( n = 131) of the 313 meta-analyses chose the meta-analysis model based on the I2. Within oral health meta-analyses, there is evidence of overreliance on I2 when reporting and interpreting statistical heterogeneity and selecting the meta-analysis model. The inappropriate use of I2 in meta-analysis model selection and interpretation of statistical heterogeneity may have implications for the quality of conclusions delivered to the end users of systematic reviews.
口腔健康meta分析的统计异质性
提供汇总效应大小及其不确定性、预测区间和统计异质性的度量是meta分析中良好的报告实践。常用的统计异质性度量包括τ2和I2统计量。然而,研究人员经常过度依赖I2统计数据,使用幼稚的分类来衡量异质性的程度,导致滥用荟萃分析模型,报告缺陷和误导性结论。本研究旨在为2021年至2023年间发表在21个主要专业和普通牙科期刊上的口腔健康系统综述的统计异质性的报告和解释提供经验证据。系统评价中至少有1项针对二元或连续结果的荟萃分析,且研究最多。在系统评价和荟萃分析水平上提取特征。总共有313篇系统综述进行了meta分析。在这个荟萃分析队列中,随机效应模型(89%,n = 278)经常被应用。几乎所有的meta分析(98%,n = 308)报告了I2值,51% (n = 160)报告了τ2值。对于该样本,中位数I2为76%(范围:0%-100%),中位数τ2为0.29(范围:0-2,632),其中13% (n = 20/160)的meta分析报告τ2为零。大多数meta分析(96%,n = 299)基于I2的异质性解释,只有21(7%)基于τ2。虽然49% (n = 152)的荟萃分析选择了先验的荟萃分析模型,但只有41% (n = 63/152)的荟萃分析证明了这一选择的合理性。此外,313项荟萃分析中有42% (n = 131)选择了基于I2的荟萃分析模型。在口腔健康荟萃分析中,在报告和解释统计异质性和选择荟萃分析模型时,有证据表明过度依赖I2。在荟萃分析模型选择和统计异质性解释中不恰当地使用I2可能会影响系统评价最终用户得到的结论的质量。
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来源期刊
Journal of Dental Research
Journal of Dental Research 医学-牙科与口腔外科
CiteScore
15.30
自引率
3.90%
发文量
155
审稿时长
3-8 weeks
期刊介绍: The Journal of Dental Research (JDR) is a peer-reviewed scientific journal committed to sharing new knowledge and information on all sciences related to dentistry and the oral cavity, covering health and disease. With monthly publications, JDR ensures timely communication of the latest research to the oral and dental community.
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