For 31 dairy traits, EMMAX-IBS had 15, and EMMAX-BN had six SNP effects reaching genome-wide significance, in addition to a cluster of SNP effects for fat percentage in and near the DGAT1-NIBP region of BTA14 identified by all three methods. Here, DGAT1 is linked to irritable bowel syndrome.