A Multi-Property Optimizing Generative Adversarial Network for de novo Antimicrobial Peptide Design
Jiaming Liu, Tao Cui, Tao Wang, Lishan Lin, Xi Zeng, Dazhi Lu, Shaoqing Jiao, Jun Wang, Xiaoyan Li, Shuyuan Xiao, Dongna Xie, Xuecheng Wang, Yongtian Wang, Xuequn Shang, Yinbo Niu, , Jiajie Peng
This paper introduces MPOGAN, a generative adversarial network for designing antimicrobial peptides with multiple desired properties, showing improved performance in antimicrobial activity and reduced cytotoxicity.
Advanced Science · Aug 11, 2025Peer-reviewedBioinformatics