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Incorporation of the time aspect into the liability-threshold model for case-control-family data.
- Source :
-
Statistics in medicine [Stat Med] 2017 May 10; Vol. 36 (10), pp. 1599-1618. Date of Electronic Publication: 2017 Jan 23. - Publication Year :
- 2017
-
Abstract
- Familial aggregation and the role of genetic and environmental factors can be investigated through family studies analysed using the liability-threshold model. The liability-threshold model ignores the timing of events including the age of disease onset and right censoring, which can lead to estimates that are difficult to interpret and are potentially biased. We incorporate the time aspect into the liability-threshold model for case-control-family data following the same approach that has been applied in the twin setting. Thus, the data are considered as arising from a competing risks setting and inverse probability of censoring weights are used to adjust for right censoring. In the case-control-family setting, recognising the existence of competing events is highly relevant to the sampling of control probands. Because of the presence of multiple family members who may be censored at different ages, the estimation of inverse probability of censoring weights is not as straightforward as in the twin setting but requires consideration. We propose to employ a composite likelihood conditioning on proband status that markedly simplifies adjustment for right censoring. We assess the proposed approach using simulation studies and apply it in the analysis of two Danish register-based case-control-family studies: one on cancer diagnosed in childhood and adolescence, and one on early-onset breast cancer. Copyright © 2017 John Wiley & Sons, Ltd.<br /> (Copyright © 2017 John Wiley & Sons, Ltd.)
- Subjects :
- Adolescent
Adult
Age of Onset
Aged
Biostatistics
Breast Neoplasms epidemiology
Breast Neoplasms etiology
Breast Neoplasms genetics
Child
Computer Simulation
Denmark epidemiology
Female
Gene-Environment Interaction
Genetic Predisposition to Disease
Humans
Likelihood Functions
Male
Middle Aged
Neoplasms epidemiology
Neoplasms etiology
Neoplasms genetics
Pedigree
Probability
Risk Factors
Time Factors
Young Adult
Case-Control Studies
Family
Models, Statistical
Subjects
Details
- Language :
- English
- ISSN :
- 1097-0258
- Volume :
- 36
- Issue :
- 10
- Database :
- MEDLINE
- Journal :
- Statistics in medicine
- Publication Type :
- Academic Journal
- Accession number :
- 28114748
- Full Text :
- https://doi.org/10.1002/sim.7229