JSM Preliminary Online Program
This is the preliminary program for the 2006 Joint Statistical Meetings in Seattle, Washington.

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Activity Number: 40
Type: Invited
Date/Time: Sunday, August 6, 2006 : 4:00 PM to 5:50 PM
Sponsor: General Methodology
Abstract - #305136
Title: Analysis of Complex Pathways in Molecular Epidemiology
Author(s): Duncan C. Thomas*+
Companies: University of Southern California
Address: Department of Preventive Medicine, Los Angeles, CA, 90089-9011,
Keywords: pathways ; gene networks ; molecular epidemiology ; pharmacokinetic models ; statistical genetics
Abstract:

Molecular epidemiology is evolving rapidly from consideration of single genes (or in pairwise combinations with each other or with a single environmental factor) toward entire pathways or networks involving many factors in combination. Study designs and analysis methods for pathway-driven research are still in their infancy. Several approaches to this problem will be discussed, ranging from purely exploratory tools to hierarchical models to highly mechanistic pharmacokinetic models. A major concern is with uncertainty about model choice (the 'topology' of a network), for which Bayesian model averaging may be useful. Particularly attractive are approaches that allow for incorporation of prior biological knowledge or measurements of intermediate biomarkers. By simulation and application to epidemiologic data, the potential of various modeling approaches will be explored.


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Revised April, 2006