Given the large contribution of regulatory variants on complex traits9,10,37, our method is likely to identify causal genes. However, we do not claim causality since SNPs that contribute to the expression of a gene can also act through other mechanisms to determine the phenotype of interest. Replication and experimental validations are needed to determine causality.