Cholinesterase inhibitors were associated with the best cognition clusters, whereas memantine appeared in the worse cognition clusters, consistent with its indication in moderate to severe dementia.<h4>Conclusions</h4>We performed unsupervised clustering to classify patients based on their current cognition and cognitive decline from previous testing. The gene discussed is BCHE; the disease is Mental deterioration.