Karlsson et al. report that measured polygenic scores from genome-based studies, including an outsized role for APOE, explain only a fraction of the heritability indicated by twin models of Alzheimer’s disease, leaving most genetic risk for Alzheimer’s disease unexplained. This evidence concerns the gene APOE and early-onset autosomal dominant Alzheimer disease.