1. Propensity Scoring after Multiple Imputation in a Retrospective Study on Adjuvant Radiation Therapy in Lymph-Node Positive Vulvar Cancer
- Author
-
Petra Neuser, Tanja Fehm, Anna Suling, Alexander Luyten, Martin Hellriegel, Sven Mahner, Alexander Reuss, Linn Woelber, Christine Eulenburg, Ulrich Canzler, Life Course Epidemiology (LCE), and Scherag, Andre
- Subjects
Oncology ,medicine.medical_treatment ,Cancer Treatment ,lcsh:Medicine ,Marginal structural model ,01 natural sciences ,010104 statistics & probability ,0302 clinical medicine ,Medicine and Health Sciences ,030212 general & internal medicine ,lcsh:Science ,MARGINAL STRUCTURAL MODELS ,Aged, 80 and over ,Multidisciplinary ,Vulvar Neoplasms ,MISSING VALUES ,Confounding ,Middle Aged ,Prognosis ,Tumor Resection ,Surgical Oncology ,Lymphatic Metastasis ,SURVIVAL ,Female ,Anatomy ,Genital Anatomy ,Research Article ,Adult ,Clinical Oncology ,medicine.medical_specialty ,BIAS REDUCTION ,Radiation Therapy ,Surgical and Invasive Medical Procedures ,ADJUSTMENT ,Vulva ,03 medical and health sciences ,Young Adult ,Internal medicine ,REGRESSION ,medicine ,Humans ,0101 mathematics ,Propensity Score ,Aged ,Retrospective Studies ,Surgical Resection ,Surgical Excision ,business.industry ,lcsh:R ,Reproductive System ,Biology and Life Sciences ,Retrospective cohort study ,Vulvar cancer ,medicine.disease ,Missing data ,Survival Analysis ,Radiation therapy ,CAUSAL INFERENCE ,Propensity score matching ,lcsh:Q ,Observational study ,Radiotherapy, Adjuvant ,Lymph Nodes ,Clinical Medicine ,business ,Cancer treatment ,Surgical oncology ,Surgical resection ,Surgical and invasive medical procedures ,Surgical excision ,Tumor resection - Abstract
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. peerReviewed
- Published
- 2016