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Propensity Scoring after Multiple Imputation in a Retrospective Study on Adjuvant Radiation Therapy in Lymph-Node Positive Vulvar Cancer

机译:淋巴结阳性外阴癌辅助放疗回顾性研究中多次插补后的倾向评分

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摘要

Propensity scoring (PS) is an established tool to account for measured confounding in non-randomized studies. These methods are sensitive to missing values, which are a common problem in observational data. The combination of multiple imputation of missing values and different propensity scoring techniques is addressed in this work. For a sample of lymph node-positive vulvar cancer patients, we re-analyze associations between the application of radiotherapy and disease-related and non-related survival. Inverse-probability-of-treatment-weighting (IPTW) and PS stratification are applied after multiple imputation by chained equation (MICE). Methodological issues are described in detail. Interpretation of the results and methodological limitations are discussed.
机译:倾向评分(PS)是一种公认​​的工具,可以解决非随机研究中测得的混淆。这些方法对缺失值很敏感,缺失值是观测数据中的常见问题。这项工作解决了缺失值的多种估算与不同倾向评分技术的结合。对于淋巴结阳性外阴癌患者的样本,我们重新分析了放射治疗的应用与疾病相关和非相关生存之间的关联。通过链式方程式(MICE)进行多次插补后,应用了处理的逆概率加权(IPTW)和PS分层。方法学问题进行了详细描述。讨论了结果的解释和方法学上的局限性。

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