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一种预后分类的生存估计更多地取决于治疗年份,而非缺失值的插补。

Survival estimates of a prognostic classification depended more on year of treatment than on imputation of missing values.

作者信息

van Dijk Merel R, Steyerberg Ewout W, Stenning Sally P, Habbema J Dik F

机构信息

Department of Public Health, Erasmus MC-University Medical Center Rotterdam, Ee 20.87, Dr. Molewaterplein 50, 3015 GE Rotterdam, The Netherlands.

出版信息

J Clin Epidemiol. 2006 Mar;59(3):246-53. doi: 10.1016/j.jclinepi.2005.08.015.

Abstract

BACKGROUND AND OBJECTIVE

The International Germ Cell Consensus (IGCC) classification defines good, intermediate, and poor prognosis groups among patients with nonseminomatous germ cell cancer. In the database used to develop the IGCC classification (n = 5,202), >40% of patients were excluded because of missing values (n = 2,154). We looked for effects of this exclusion on survival estimates in the three IGCC prognosis groups.

STUDY DESIGN AND SETTING

We imputed missing values using a multiple imputation procedure. The IGCC classification was applied to patients with complete data (n = 3,048) and with imputed data (n = 2,154), and 5-year survival was calculated for each prognosis group.

RESULTS

Patients with missing values had a lower 5-year survival than those without missing values: 76% vs. 82%. Five-year survival in the complete and imputed data samples was 92% and 87% for the good prognosis groups and 80% and 70% for the intermediate prognosis groups, whereas 5-year survival for the poor prognosis groups in both samples was similar (50% and 47%, respectively). This difference in survival was largely explained by a higher proportion of missing values among patients treated before 1985, who had a worse survival than patients treated after 1985.

CONCLUSION

Multiple imputation of the missing values led to lower survival estimates across the IGCC prognosis groups, compared with estimates based on the complete data. Although imputation of missing values gives statistically better survival estimates, adjustments for year of treatment are necessary to make the estimates applicable to currently diagnosed patients with testicular cancer.

摘要

背景与目的

国际生殖细胞共识(IGCC)分类法定义了非精原细胞性生殖细胞癌患者的预后良好、中等和不良分组。在用于制定IGCC分类法的数据库(n = 5202)中,超过40%的患者因数据缺失(n = 2154)而被排除。我们研究了这种排除对IGCC三个预后分组生存估计的影响。

研究设计与设置

我们使用多重填补程序对缺失值进行填补。将IGCC分类法应用于具有完整数据的患者(n = 3048)和具有填补数据的患者(n = 2154),并计算每个预后分组的5年生存率。

结果

有缺失值的患者5年生存率低于无缺失值的患者:分别为76%和82%。完整数据样本和填补数据样本中,预后良好分组的5年生存率分别为92%和87%,预后中等分组分别为80%和70%,而两个样本中预后不良分组的5年生存率相似(分别为50%和47%)。这种生存差异在很大程度上是由于1985年前接受治疗的患者中缺失值比例较高,这些患者的生存情况比1985年后接受治疗的患者更差。

结论

与基于完整数据的估计相比,对缺失值进行多重填补导致IGCC各预后分组的生存估计值降低。尽管对缺失值进行填补在统计学上能给出更好的生存估计,但有必要对治疗年份进行调整,以使这些估计适用于当前诊断的睾丸癌患者。

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