Furthermore, both microbiome models descriptively outperformed the clinical model with the four well-established clinical features (BMI, age, gender, and ApoE4 status), thus highlighting the utility of gut microbiome data in predicting cognitive decline over time. The gene discussed is APOE; the disease is Mental deterioration.