北京中关村学院导师
研究方向
1. 细胞命运理解与操控
2. 计算合成生物学
3. AI 制药
代表性学术论文
Wang T, Pan Y, Ju F, Zheng S, Liu C, Min Y, Liu X, Xia H, Liu G, Liu H, Deng P. Directing cellular transitions on gene graph-enhanced cell state manifold. Nature Cell Biology. 2025
Sun H, He L, Deng P, Liu G, Zhao Z, Jiang Y, Cao C, Ju F, Wu L, Liu H, Qin T, Liu T. Accelerating protein engineering with fitness landscape modeling and reinforcement learning. In Press at Nature Machine Intelligence.
Ma M, Liu G, Cao C, Deng P, Dao T, Gu A, Jin P, Yang Z, Xia Y, Luo R, Hu P, Wang Z, Chen Y, Liu H, Qin T. HybriDNA: A Hybrid Transformer-Mamba2 Long-Range DNA Language Model. ICLR Workshop. 2025
Xia Y, Wu K, Deng P, Liu R, Zhang Y, Guo H, Cui Y, Pei Q, Wu L, Xie S, Chen S. Target-aware Molecule Generation for Drug Design Using a Chemical Language Model. Nature Communications 15.1 (2024): 9360.
Li Y, Ju F, Chen Z, Qu Y, Xia H, He L, Wu L, Zhu J, Shao B, Deng P. CREaTor: zero-shot cis-regulatory pattern modeling with attention mechanisms. Genome Biology. 2023 Nov 23;24(1):266.



