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幸存者治疗选择偏倚与结局研究:以感染性心内膜炎手术为例的案例分析

Survivor treatment selection bias and outcomes research: a case study of surgery in infective endocarditis.

作者信息

Sy Raymond W, Bannon Paul G, Bayfield Matthew S, Brown Chris, Kritharides Leonard

机构信息

Department of Cardiology, Concord Repatriation General Hospital, and the Departments of Cardiology and Cardiothoracic Surgery, Royal Prince Alfred Hospital, Sydney South Western Area Health Service, University of Sydney, Sydney, Australia.

出版信息

Circ Cardiovasc Qual Outcomes. 2009 Sep;2(5):469-74. doi: 10.1161/CIRCOUTCOMES.109.857938. Epub 2009 Aug 4.

Abstract

BACKGROUND

Recent studies in infective endocarditis have suggested an association between surgery and reduced mortality. However, these studies did not account for survivor treatment selection bias, which is an underrecognized source of error in observational studies. Therefore, we sought to evaluate the effects of survivor bias on surgical outcomes in infective endocarditis.

METHODS AND RESULTS

We studied 223 patients admitted with left-sided infective endocarditis between 1996 and 2006 and compared all-cause mortality between surgically treated and medically treated patients using Cox regression analysis. Propensity scores were used to account for selection bias, and time-dependent analyses were performed to account for survivor bias. Compared with medical patients (n=161), surgical patients (n=62) had lower mortality during a median follow-up of 5.2 years (32% versus 51%; P=0.02) with an unadjusted hazard ratio of 0.54 (95% CI, 0.33 to 0.88, P=0.01). After adjustment for baseline differences in propensity for surgery and risk of mortality, there remained a significant benefit for surgery (hazard ratio, 0.50; 95% CI, 0.28 to 0.88; P=0.02). However, this was diminished after time-dependent analysis (hazard ratio, 0.77; 95% CI, 0.42 to 1.40; P=0.39). Conditional Kaplan-Meier analyses confirmed the effect of survivor bias because the apparent benefit of surgery was primarily attributable to excess mortality in the medical group during early hospitalization when surgery was not frequently performed.

CONCLUSIONS

Survivor bias significantly affects the evaluation of surgical outcomes in infective endocarditis, and it should be considered in other areas of outcomes research where randomized controlled trials are not feasible. Survivor bias is not corrected by propensity analysis alone but may be reduced by time-dependent survival analysis.

摘要

背景

近期关于感染性心内膜炎的研究表明手术与降低死亡率之间存在关联。然而,这些研究未考虑幸存者治疗选择偏倚,这是观察性研究中一个未得到充分认识的误差来源。因此,我们试图评估幸存者偏倚对感染性心内膜炎手术结果的影响。

方法与结果

我们研究了1996年至2006年间因左侧感染性心内膜炎入院的223例患者,并使用Cox回归分析比较手术治疗和药物治疗患者的全因死亡率。倾向评分用于解释选择偏倚,并进行时间依赖性分析以解释幸存者偏倚。与接受药物治疗的患者(n = 161)相比,手术治疗的患者(n = 62)在中位随访5.2年期间死亡率较低(32%对51%;P = 0.02),未调整的风险比为0.54(95%CI,0.33至0.88,P = 0.01)。在调整手术倾向和死亡风险的基线差异后,手术仍有显著益处(风险比,0.50;95%CI,0.28至0.88;P = 0.02)。然而,在时间依赖性分析后,这种益处有所减弱(风险比,0.77;95%CI,0.42至1.40;P = 0.39)。条件性Kaplan-Meier分析证实了幸存者偏倚的影响,因为手术的明显益处主要归因于在不常进行手术的早期住院期间药物治疗组的过高死亡率。

结论

幸存者偏倚显著影响感染性心内膜炎手术结果的评估,在随机对照试验不可行的其他结果研究领域也应予以考虑。仅靠倾向分析无法纠正幸存者偏倚,但时间依赖性生存分析可能会降低这种偏倚。

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