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Activity Number: 245
Type: Contributed
Date/Time: Tuesday, July 31, 2007 : 8:30 AM to 10:20 AM
Sponsor: Biometrics Section
Abstract - #309867
Title: Likelihood-Based Procedures for Disease Gene Localization with General Pedigree Data
Author(s): Shuyan Wan*+ and Shili Lin
Companies: Merck & Co., Inc. and The Ohio State University
Address: 126 E Lincoln Ave, Rahway, NJ, 07065,
Keywords: disease gene localization ; confidence interval method ; model averaging ; importance sampling ; linkage analysis
Abstract:

We proposed a confidence interval method for disease gene localization by testing every position on each chromosome of interest for its possibility of being a disease locus and including those not rejected into the interval. Two generalized likelihood ratio tests with or without model averaging (GLRT/MA and GLRT) were proposed to perform the test. Null distribution based on GLRT was estimated by importance sampling method. We also proposed asymptotic approaches based on both GLRT and GLRT/MA as alternatives that are much more efficient computationally but depends on the reliability of the limiting distributions. Besides its efficiency, the asymptotic procedure based on GLRT/MA also takes model uncertainty into consideration. Performance of various methods was compared by ROC-like curves based on both simulated data and a real data set from Genetic Analysis Workshop.


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Revised September, 2007