Variable Selection for Qualitative Interactions in Personalized Medicine While Controlling the Family-Wise Error Rate

作者: Lacey Gunter , Ji Zhu , Susan Murphy

DOI: 10.1080/10543406.2011.608052

关键词:

摘要: For many years, subset analysis has been a popular topic for the biostatistics and clinical trials literature. In more recent discussion focused on finding subsets of genomes which play role in effect treatment, often referred to as stratified or personalized medicine. Though highly sought after, methods detecting with altering treatment effects are limited lacking power. this article we discuss variable selection qualitative interactions aim discover these critical patient subsets. We propose new technique designed specifically find interaction variables among large set while still controlling number false discoveries. compare method against standard tests using simulations give an example its use data from randomized controlled trial depression.

参考文章(35)
Richard M Simon, Edward L Korn, Lisa M McShane, Michael D Radmacher, George W Wright, Yingdong Zhao, Design and Analysis of DNA Microarray Investigations ,(2003)
The ALLHAT Officers and Coordinators for the ALLHAT Collaborative Research Group, Major Outcomes in Moderately Hypercholesterolemic, Hypertensive Patients Randomized to Pravastatin vs Usual Care JAMA. ,vol. 288, pp. 2998- 3007 ,(2002) , 10.1001/JAMA.288.23.2998
Lacey Gunter, Michael Chernick, Jiajing Sun, A Simple Method for Variable Selection in Regression with Respect to Treatment Selection Pakistan Journal of Statistics and Operation Research. ,vol. 7, ,(2011) , 10.18187/PJSOR.V7I2-SP.311
Sandrine Dudoit, Juliet Popper Shaffer, Jennifer C. Block, Multiple Hypothesis Testing in Microarray Experiments Statistical Science. ,vol. 18, pp. 71- 103 ,(2003) , 10.1214/SS/1056397487
William E. Evans, Mary V. Relling, Moving towards individualized medicine with pharmacogenomics Nature. ,vol. 429, pp. 464- 468 ,(2004) , 10.1038/NATURE02626
James G. Booth, P. H. Westfall, S. S. Young, Resampling-Based Multiple Testing. Journal of the American Statistical Association. ,vol. 89, pp. 354- ,(1994) , 10.2307/2291234
Robert J Tibshirani, Bradley Efron, An introduction to the bootstrap ,(1993)