Biostatistics Advance Access originally published online on June 9, 2009
Biostatistics 2009 10(4):591-602; doi:10.1093/biostatistics/kxp015
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Estimation and inference for case–control studies with multiple non–gold standard exposure assessments: with an occupational health application
Department of Biostatistics and Lineberger Comprehensive Cancer Center, The University of North Carolina, Chapel Hill, NC 27599, USA. hchu{at}bios.unc.edu
Department of Epidemiology, The University of North Carolina, Chapel Hill, NC 27599, USA
Department of Biostatistics, Columbia University, New York, NY 10032, USA
Department of Biostatistics and Lineberger Comprehensive Cancer Center, The University of North Carolina, Chapel Hill, NC 27599, USA
In occupational case–control studies, work-related exposure assessments are often fallible measures of the true underlying exposure. In lieu of a gold standard, often more than 2 imperfect measurements (e.g. triads) are used to assess exposure. While methods exist to assess the diagnostic accuracy in the absence of a gold standard, these methods are infrequently used to correct for measurement error in exposure–disease associations in occupational case–control studies. Here, we present a likelihood-based approach that (a) provides evidence regarding whether the misclassification of tests is differential or nondifferential; (b) provides evidence whether the misclassification of tests is independent or dependent conditional on latent exposure status, and (c) estimates the measurement error–corrected exposure–disease association. These approaches use information from all imperfect assessments simultaneously in a unified manner, which in turn can provide a more accurate estimate of exposure–disease association than that based on individual assessments. The performance of this method is investigated through simulation studies and applied to the National Occupational Hazard Survey, a case–control study assessing the association between asbestos exposure and mesothelioma.
Keywords: Case–control study; Gold standard; Missing data; Occupational exposure assessment
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Received January 11, 2008; revised September 30, 2008; revised March 20, 2009; accepted for publication May 6, 2009.