The enhancer of zeste homologue 2 (EZH2) is the catalytic subunit of polycomb repressive complex 2 that catalyzes methylation of histone H3 lysine 27 (H3K27). Overexpression or mutation of EZH2 has been identified in hematologic malignancies and solid tumors. Based on the structure of EPZ6438 (1) and the binding model with PRC2, we designed a series of analogues aiming to improve the activities of EZH2 mutants. Structure-activity relationship (SAR) exploration at both enzymatic and cellular levels led to the discovery of inhibitor 29. In the biochemical assay, 29 inhibited EZH2 (IC50 = 26.1 nM) with high selectivity over other histone methyltransferases. It was also potent against EZH2 mutants (EZH2 Y641F, IC50 = 72.3 nM). Furthermore, it showed no apparent inhibitory activity against the human ether-á-go-go related gene (hERG) (IC50 > 30 μM). In vivo, 29 exhibited favorable pharmacokinetic properties for oral administration and showed better efficacy than 1 in both Pfeiffer and Karpas-422 cell-mediated xenograft mouse models, indicating that it might be a new potential therapeutic candidate for EZH2 mutant cancers.