Prostate cancer: net survival and cause-specific survival rates after multiple imputation

被引:21
作者
Morisot, Adeline [1 ]
Bessaoud, Faiza [2 ]
Landais, Paul [1 ]
Rebillard, Xavier [3 ]
Tretarre, Brigitte [2 ]
Daures, Jean-Pierre [1 ]
机构
[1] Univ Montpellier, Lab Biostat Epidemiol & Publ Hlth, EA2415, F-34093 Montpellier 5, France
[2] Herault Canc Registry, F-34298 Montpellier 5, France
[3] BeauSoleil Clin, Dept Urol, F-34070 Montpellier, France
关键词
Multiple imputation; Net survival; Cause-specific survival; ERSPC; COMPETING RISKS MODEL; MISSING CAUSE; CUMULATIVE INCIDENCE; REGRESSION-COEFFICIENTS; INFERENCE; FAILURE; DEATH;
D O I
10.1186/s12874-015-0048-4
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: Estimations of survival rates are diverse and the choice of the appropriate method depends on the context. Given the increasing interest in multiple imputation methods, we explored the interest of a multiple imputation approach in the estimation of cause-specific survival, when a subset of causes of death was observed. Methods: By using European Randomized Study of Screening for Prostate Cancer (ERSPC), 20 multiply imputed datasets were created and analyzed with a Multivariate Imputation by Chained Equation (MICE) algorithm. Then, cause-specific survival was estimated on each dataset with two methods: Kaplan-Meier and competing risks. The two pooled cause-specific survival and confidence intervals were obtained using Rubin's rules after complementary log-log transformation. Net survival was estimated using Pohar-Perme's estimator and was compared to pooled cause-specific survival. Finally, a sensitivity analysis was performed to test the robustness of our constructed multiple imputation model. Results: Cause-specific survival performed better than net survival, since this latter exceeded 100% for almost the first 2 years of follow-up and after 9 years whereas the cause-specific survival decreased slowly and than stabilized at around 94% at 9 years. Sensibility study results were satisfactory. Conclusions: On our basis of prostate cancer data, the results obtained by cause-specific survival after multiple imputation appeared to be better and more realistic than those obtained using net survival.
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页数:14
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