However, it is worth noting that the noise variable affecting X determines the prevalence of the APOE ε4 allele, while the noise variable affecting Y contributes to the definition of the causal mechanism between the APOE ε4 allele status and Alzheimer’s disease [7]. The gene discussed is APOE; the disease is early-onset autosomal dominant Alzheimer disease.