Most of these SNPs are situated on chromosome 19, and their associated genes including APOE, TOMM40, KLK3, and APOC1 have long been recognized for their significant impact on the development and progression of AD in prior research, thus validating the relevance of the key SNPs identified by our network. The gene discussed is APOE; the disease is Alzheimer disease.