Choice of imputation method for missing metastatic status affected estimates of metastatic prostate cancer incidence

JOURNAL OF CLINICAL EPIDEMIOLOGY(2023)

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摘要
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.(c) 2022 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
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关键词
Missing data,Prostate cancer,Incidence,Metastases,Imaging,TNM staging
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