In this study of 7,451 participants from the HRS, individuals with one or more APOE ε4 alleles and a high g-score appear to experience greater cognitive decline over time than individuals with either APOE ε4 or a high g-score alone. The gene discussed is APOE; the disease is Mental deterioration.