The impact of common high-effect variants such as APOE for AD can vary due to confounders such as age stratification, so taking a summary effect size from a reference study may result in a suboptimal PRS; this becomes apparent when APOE and PRS are used as separate predictors in bivariate logistic regression. This evidence concerns the gene APOE and Alzheimer disease.