We identified 62 AD-associated SNPs from eight GWAS studies encompassing 135,507 cases and 1,110,156 controls across European, Asian, and African cohorts. A total of 122 protein-coding genes were linked to these variants. PPI analysis revealed a dense network of 61 proteins (clustering coefficient = 0.642), with APOE as the most interconnected node (betweenness centrality = 0.35; 17 undirected edges). Clustering identified a core subnetwork of 13 proteins (APOE, TREM2, CD2AP, BIN1, SORL1, CASS4, MS4A6A, APOC2, APOC1, EPHA1, MS4A4E, APOC4, CD33), with CD33 emerging as the subnetwork hub. The network showed significant enrichment for AD-associated gene sets (family history of AD, FDR = 7.53×10
-44; tauopathy, FDR = 1.19×10
-5) with strong interconnections (p = 1×10
-16).