These results from multiple tissues indicate that a large proportion of the heritability of gene expression remains unexplained by the common SNPs (MAF > 5%) analyzed in standard cis-eQTL analyses. Thus, we asked whether there are other genetic cis-effects which account for the additional genetic variance of gene expression.