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为什么我们应该关注生存分析中的竞争风险偏倚:一项关于前列腺癌放射治疗毒性特征的II期试验。

Why we should take care of the competing risk bias in survival analysis: A phase II trial on the toxicity profile of radiotherapy for prostate cancer.

作者信息

Tullio Annarita, Magli Alessandro, Moretti Eugenia, Valent Francesca

机构信息

Hygiene and Clinical Epidemiology Unit, "S. Maria della Misericordia" University Hospital of Udine, Udine, Italy.

Department of Radiation Oncology, "S. Maria della Misericordia" University Hospital of Udine, Udine, Italy.

出版信息

Rep Pract Oncol Radiother. 2019 Nov-Dec;24(6):511-519. doi: 10.1016/j.rpor.2019.08.001. Epub 2019 Aug 19.

DOI:10.1016/j.rpor.2019.08.001
PMID:31516397
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6731381/
Abstract

AIM

The aim of the present study is to evaluate and quantify the bias of competing risks in an Italian oncologic cohort comparing results from different statistical analysis methods.

BACKGROUND

Competing risks are very common in randomized clinical trials and observational studies, in particular oncology and radiotherapy ones, and their inappropriate management causes results distortions widely present in clinical scientific articles.

MATERIALS AND METHODS

This is a single-institution phase II trial including 41 patients affected by prostate cancer and undergoing radiotherapy (IMRT-SIB) at the University Hospital of Udine.Different outcomes were considered: late toxicities, relapse, death.Death in the absence of relapse or late toxicity was considered as a competing event.

RESULTS

The Kaplan Meier method, compared to cumulative incidence function method, overestimated the probability of the event of interest (toxicity and biochemical relapse) and of the competing event (death without toxicity/relapse) by 9.36%. The log-rank test, compared to Gray's test, overestimated the probability of the event of interest by 5.26%.The Hazard Ratio's and cause specific hazard's Cox regression are not directly comparable to subdistribution hazard's Fine and Gray's modified Cox regression; nonetheless, the FG model, the best choice for prognostic studies with competing risks, found significant associations not emerging with Cox regression.

CONCLUSIONS

This study confirms that using inappropriate statistical methods produces a 10% overestimation in results, as described in the literature, and highlights the importance of taking into account the competing risks bias.

摘要

目的

本研究旨在评估和量化意大利肿瘤队列中竞争风险的偏差,比较不同统计分析方法的结果。

背景

竞争风险在随机临床试验和观察性研究中非常常见,尤其是肿瘤学和放射治疗领域的研究,对其处理不当会导致临床科学文章中广泛存在结果失真的情况。

材料与方法

这是一项单机构II期试验,纳入了41例在乌迪内大学医院接受放射治疗(调强适形放疗同步整合加量)的前列腺癌患者。考虑了不同的结局:晚期毒性、复发、死亡。无复发或晚期毒性情况下的死亡被视为竞争事件。

结果

与累积发病率函数法相比,Kaplan-Meier法将感兴趣事件(毒性和生化复发)以及竞争事件(无毒性/复发情况下的死亡)的概率高估了9.36%。与Gray检验相比,对数秩检验将感兴趣事件的概率高估了5.26%。风险比和特定病因风险的Cox回归与亚分布风险的Fine和Gray修正Cox回归不可直接比较;尽管如此,FG模型作为处理竞争风险的预后研究的最佳选择,发现了Cox回归未显示的显著关联。

结论

本研究证实,如文献所述,使用不恰当的统计方法会使结果高估10%,并强调了考虑竞争风险偏差的重要性。

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本文引用的文献

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J Clin Epidemiol. 2016 Jan;69:170-3.e8. doi: 10.1016/j.jclinepi.2015.07.006. Epub 2015 Jul 29.
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Frailty modeling for clustered competing risks data with missing cause of failure.针对具有缺失失败原因的聚类竞争风险数据的脆弱性建模。
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