Educational level, working experience, social life, subjective cognitive decline, diet rich in sweets, APOE and age have been selected as some of the most important variables for MCI conversion in a large elderly population, using RF that showed a high predictive performance with an accuracy of 0.851. The gene discussed is APOE; the disease is Mental deterioration.