Options
Propensity Scoring after Multiple Imputation in a Retrospective Study on Adjuvant Radiation Therapy in Lymph-Node Positive Vulvar Cancer
ISSN
1932-6203
Date Issued
2016
Author(s)
Eulenburg, Christine
Suling, Anna
Neuser, Petra
Reuss, Alexander
Canzler, Ulrich
Fehm, Tanja
Luyten, Alexander
Woelber, Linn
Mahner, Sven
DOI
10.1371/journal.pone.0165705
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.
File(s)
No Thumbnail Available
Name
journal.pone.0165705.pdf
Size
579.09 KB
Checksum (MD5)
034b382c2c2a6693cdadd007ee30223e