We demonstrated a shared genetic architecture between early- and late-onset AD. In addition to the APOE locus, our GWAS of two independent Chinese samples uncovered three novel AD susceptibility loci (KIAA2013, SLC52A3, and TCN2) and a novel ancestry-specific variant within EGFR (rs1815157). Notably, the TCN2 locus showed genome-wide significant associations with AD in both discovery and replication stages in Chinese populations. More replicated variants were observed in the Chinese (31%) than European samples (4%). Combining genome-wide associations and functional annotations, EGFR and TCN2 were prioritized as two of the most biologically significant genes. Phenome-wide Mendelian randomization suggests that high mean corpuscular hemoglobin concentration might be protective against AD.