Choice of imputation method for missing metastatic status affected estimates of metastatic prostate cancer incidence
To study how handling missing data on M stage in a clinical cancer register affects estimates of incidence of metastatic prostate cancer. 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 an...
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Veröffentlicht in: | Journal of clinical epidemiology 2023-03, Vol.155, p.22-30 |
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Sprache: | eng |
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Zusammenfassung: | To study how handling missing data on M stage in a clinical cancer register affects estimates of incidence of metastatic prostate cancer.
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.
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.
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.
•Choice of imputation method for missing M stage affects the estimated incidence.•Setting missing all M stage to M0 results in biased estimate of incidence.•Multiple imputation can be used to gain insights about this bias. |
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ISSN: | 0895-4356 1878-5921 1878-5921 |
DOI: | 10.1016/j.jclinepi.2022.12.008 |