APOE and Alzheimer disease: Causal variants, such as APOE in AD, have been suggested to be included as separate variables in genetic risk modeling due to their independent risk contribution.25 On the other hand, including uninformative, non-causal variants in prediction models may introduce "noise" that obscures the effects of important variants.