The limitations of functional genomics are high lighted in the APOE locus in which the combination of a gene–dense region, complex linkage disequilibrium structure, and non–specific QTL datasets led the investigators of the 2019 GWAX7 to implicate seven other genes in addition to APOE as potential functional genes in this locus.