Molecular genetic markers associated with phenotypic variation of a trait assist with the identification of genes underlying this trait.Nevertheless, the population stratification is an important problem mainly in a livestock population. Implement two different analysis methods dealing with unknown population structure, association and LDLA approaches, in a association test between SNPs located in the BTA14 chromosome and fat yield.