JSM Preliminary Online Program
This is the preliminary program for the 2008 Joint Statistical Meetings in Denver, Colorado.

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Activity Number: 426
Type: Invited
Date/Time: Wednesday, August 6, 2008 : 2:00 PM to 3:50 PM
Sponsor: IMS
Abstract - #300463
Title: Of Mice and Men: Sparse Statistical Modeling in Genomics
Author(s): Mike West*+
Companies: Duke University
Address: Department of Statistical Science, Durham, NC, 27708-0251,
Keywords:
Abstract:

I discuss applied statistical modeling of gene expression data to evaluate experimentally defined biomarkers in human observational data sets. The applied context---cross-study, cross-species projection of expression-based biomarkers---is central to emerging interests in clinical applications of genomics. The AOAS example in cardiovascular genomics involves a gene-environment interaction experiment that links gene expression to disease states and known risk factors. Expression signatures that proxy such risk factors are then evaluated in a coupled exploratory analysis of human data: how do these mouse-model signatures translate to humans? The study highlights a range of applied statistical and genomic data analysis issues, including model specification, computational questions, and model-based correction of experimental artifacts in DNA microarray data.


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Revised September, 2008