Additionally, we employed machine learning algorithms to predict various AD pathologies and cognitive dysfunction based on retinal markers of Cp, NLRP3, and cleaved caspase-3 (CCasp-3), either individually or in combination with retinal Aβ42, gliosis, and atrophy. This evidence concerns the gene NLRP3 and Alzheimer disease.