Effects of Exposure Uncertainties in the TSCE Model and Application to the Colorado Miners Data
- 1 January 2004
- journal article
- research article
- Published by Radiation Research Society in Radiation Research
- Vol. 161 (1) , 72-81
- https://doi.org/10.1667/rr3089
Abstract
Heidenreich, W. F., Luebeck, E. G. and Moolgavkar, S. H. Effects of Exposure Uncertainties in the TSCE Model and Application to the Colorado Miners Data. Radiat. Res. 161, 72–81 (2004).The simulations in this paper show that exposure measurement error affects the parameter estimates of the biologically motivated two-stage clonal expansion (TSCE) model. For both Berkson and classical error models, we show that likelihood-based techniques of correction work reliably. For classical errors, the distribution of true exposures needs to be known or estimated in addition to the distribution of recorded exposures conditional on true exposures. Usually the exposure uncertainty biases the model parameters toward the null and underestimates the precision. But when several parameters are allowed to be dependent on exposure, e.g. initiation and promotion, then their relative importance is also influenced, and more complicated effects of exposure uncertainty can occur. The application part of this paper shows for two different types of Berkson errors that a recent analysis of the data for the Colorado plateau miners with the TSCE model is not changed substantially when correcting for such errors. Specifically, the conjectured promoting action of radon remains as the dominant radiation effect for explaining these data. The estimated promoting action of radon increases by a factor of up to 1.2 for the largest assumed exposure uncertainties.Keywords
This publication has 16 references indexed in Scilit:
- Correcting for Exposure Measurement Error in a Reanalysis of lung cancer Mortality for the Colorado Plateau Uranium Miners CohortHealth Physics, 1999
- On measurement error adjustment methods in Poisson regressionEnvironmetrics, 1999
- Some aspects of measurement error in explanatory variables for continuous and binary regression modelsStatistics in Medicine, 1998
- Studies of Workers Exposed to External RadiationHealth Physics, 1998
- Some Properties of the Hazard Function of the Two‐Mutation Clonal Expansion ModelRisk Analysis, 1997
- Exact solutions of the clonal expansion model and their application to the incidence of solid tumors of atomic bomb survivorsRadiation and Environmental Biophysics, 1997
- Residential Radon and Lung Cancer in SwedenHealth Physics, 1997
- Exposure Measurement Error: Influence on Exposure-Disease Relationships and Methods of CorrectionAnnual Review of Public Health, 1993
- Two‐Event Model for Carcinogenesis: Biological, Mathematical, and Statistical ConsiderationsRisk Analysis, 1990
- Mutation and Cancer: Statistical Study of RetinoblastomaProceedings of the National Academy of Sciences, 1971