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Choice of imputation method for missing metastatic status affected estimates of metastatic prostate cancer incidence
- Source :
- Journal of Clinical Epidemiology. 155:22-30
- Publication Year :
- 2023
- Publisher :
- Elsevier BV, 2023.
-
Abstract
- Refereed/Peer-reviewed Objectives: To study how handling missing data on M stage in a clinical cancer register affects estimates of incidence of metastatic prostate cancer. Study Design and Setting: Estimates of age-standardized incidence of metastatic prostate cancer were obtained by the use of data in a population-based clinical cancer register in Sweden and using four methods for imputation of missing M stage. Adjusted survival was used to compare men with known and imputed M stage. Results: The proportion of men with missing M stage was high (66%) and varied according to the risk group and over calendar time. The estimated incidence of metastatic disease varied depending on imputation method, with all methods indicating a decreasing incidence over time. A combination of deterministic imputation (DI) and multiple imputation (MI) produced adjusted survival curves for men with imputed M stage that best resembled the survival for men with known M stage. Conclusions: Plausible estimates of incidence of metastatic prostate cancer in clinical cancer registers can be obtained by the use of a combination of DI of missing M stage and MI.
Details
- ISSN :
- 08954356
- Volume :
- 155
- Database :
- OpenAIRE
- Journal :
- Journal of Clinical Epidemiology
- Accession number :
- edsair.doi.dedup.....e0dde5b7c82ef1e4315f6a4d5670257d