Austin Peter C
Institute for Clinical Evaluative Sciences, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario M4N 3M5, Canada.
Circ Cardiovasc Qual Outcomes. 2008 Sep;1(1):62-7. doi: 10.1161/CIRCOUTCOMES.108.790634.
BACKGROUND: Propensity-score matching is frequently used in the cardiology literature. Recent systematic reviews have found that this method is, in general, poorly implemented in the medical literature. The study objective was to examine the quality of the implementation of propensity-score matching in the general cardiology literature. METHODS AND RESULTS: A total of 44 articles published in the American Heart Journal, the American Journal of Cardiology, Circulation, the European Heart Journal, Heart, the International Journal of Cardiology, and the Journal of the American College of Cardiology between January 1, 2004, and December 31, 2006, were examined. Twenty of the 44 studies did not provide adequate information on how the propensity-score-matched pairs were formed. Fourteen studies did not report whether matching on the propensity score balanced baseline characteristics between treated and untreated subjects in the matched sample. Only 4 studies explicitly used statistical methods appropriate for matched studies to compare baseline characteristics between treated and untreated subjects. Only 11 (25%) of the 44 studies explicitly used statistical methods appropriate for the analysis of matched data when estimating the effect of treatment on the outcomes. Only 2 studies described the matching method used, assessed balance in baseline covariates by appropriate methods, and used appropriate statistical methods to estimate the treatment effect and its significance. CONCLUSIONS: Application of propensity-score matching was poor in the cardiology literature. Suggestions for improving the reporting and analysis of studies that use propensity-score matching are provided.
背景:倾向评分匹配在心脏病学文献中经常被使用。最近的系统评价发现,总体而言,这种方法在医学文献中的应用情况不佳。本研究的目的是检验倾向评分匹配在普通心脏病学文献中的实施质量。 方法与结果:对2004年1月1日至2006年12月31日期间发表在美国心脏杂志、美国心脏病学杂志、循环杂志、欧洲心脏杂志、心脏杂志、国际心脏病学杂志和美国心脏病学会杂志上的44篇文章进行了审查。44项研究中有20项没有提供关于如何形成倾向评分匹配对的充分信息。14项研究没有报告倾向评分匹配是否平衡了匹配样本中治疗组和未治疗组受试者的基线特征。只有4项研究明确使用了适用于匹配研究的统计方法来比较治疗组和未治疗组受试者的基线特征。在估计治疗对结局的影响时,44项研究中只有11项(25%)明确使用了适用于分析匹配数据的统计方法。只有2项研究描述了所使用的匹配方法,通过适当的方法评估了基线协变量的平衡性,并使用适当的统计方法来估计治疗效果及其显著性。 结论:倾向评分匹配在心脏病学文献中的应用情况不佳。本文提供了改进使用倾向评分匹配的研究报告和分析的建议。
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