4.5 Article

Estimating successive cancer risks in Lynch Syndrome families using a progressive three-state model

期刊

STATISTICS IN MEDICINE
卷 33, 期 4, 页码 618-638

出版社

WILEY
DOI: 10.1002/sim.5938

关键词

ascertainment correction; expectation-maximization algorithm; family study designs; Lynch Syndrome; missing genotypes; penetrance

资金

  1. Institute of Genetics of the Canadian Institutes of Health Research [110053]
  2. Institute of Population and Public Health of the Canadian Institutes of Health Research [110053]
  3. Interdisciplinary Health Research Team award from the Canadian Institutes of Health Research [43821]
  4. Natural Sciences and Engineering Research Council of Canada

向作者/读者索取更多资源

Lynch Syndrome (LS) families harbor mutated mismatch repair genes,which predispose them to specific types of cancer. Because individuals within LS families can experience multiple cancers over their lifetime, we developed a progressive three-state model to estimate the disease risk from a healthy (state 0) to a first cancer (state 1) and then to a second cancer (state 2). Ascertainment correction of the likelihood was made to adjust for complex sampling designs with carrier probabilities for family members with missing genotype information estimated using their family's observed genotype and phenotype information in a one-step expectation-maximization algorithm. A sandwich variance estimator was employed to overcome possible model misspecification. The main objective of this paper is to estimate the disease risk (penetrance) for age at a second cancer after someone has experienced a first cancer that is also associated with a mutated gene. Simulation study results indicate that our approach generally provides unbiased risk estimates and low root mean squared errors across different family study designs, proportions of missing genotypes, and risk heterogeneities. An application to 12 large LS families from Newfoundland demonstrates that the risk for a second cancer was substantial and that the age at a first colorectal cancer significantly impacted the age at any LS subsequent cancer. This study provides new insights for developing more effective management of mutation carriers in LS families by providing more accurate multiple cancer risk estimates. Copyright (c) 2013 John Wiley & Sons, Ltd.

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