Towards building a World Model to simulate perturbation-induced cellular dynamics by AlphaCell
Guohui Chuai, Xiaohan Chen, Xingbo Yang, Cheng Zhang, Kairu Qu, Yiheng Wang, Wannian Li, Jingya Yang, Duanmiao Si, Feiyang Xing, Yicheng Gao, Siqi Wu, Shaliu Fu, Bing He, Qi Liu
AlphaCell simulates perturbation-induced cellular dynamics by addressing limitations in current models through three innovations: latent manifold rectification, biological reality reconstruction, and universal state transition.
bioRxiv · Mar 5, 2026 · PreprintBioinformatics