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A Simulation Study of Permutation,Bootstrap, and Gene Dropping for Assessing Statistical Significance in the Case of Unequal Relatedness
Authors:Riyan Cheng  Abraham A Palmer
Institution:*Department of Human Genetics, the University of Chicago, Chicago, Illinois 60637, and;Department of Psychiatry and Behavioral Neuroscience, the University of Chicago, Chicago, Illinois 60637
Abstract:We used simulations to evaluate methods for assessing statistical significance in association studies. When the statistical model appropriately accounted for relatedness among individuals, unrestricted permutation tests and a few other simulation-based methods effectively controlled type I error rates; otherwise, only gene dropping controlled type I error but at the expense of statistical power.
Keywords:Permutation  bootstrap  gene dropping  mixed models  relatedness
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