“…Now, we are confronting dramatically increasing markers resulted from animal genome projects, and such numerous data on genetic markers should be utilized to understand genetic architecture of their economic traits. Currently, genetic association studies for major livestock have been restricted to candidate gene analysis, and the association resulted form candidate gene studies were at most vague or contradictory in cattle (Kim et al, 2005;Cheong et al, 2008;Dario et al, 2008), swine (Li et al, 2007;Chen et al, 2008;Omelka et al, 2008), and chickens (Wang et al, 2006;Wang et al, 2007;Zhang et al, 2008). Recently, a genomewide association analysis was reported for cattle (Charlier et al, 2008).…”