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Towards building a World Model to simulate perturbation-induced cellular dynamics by AlphaCell

Guohui Chuai,Xiaohan Chen,12 Authors,Qi Liu

2026 · DOI: 10.64898/2026.03.02.709176
bioRxiv · 1 Citations

TLDR

AlphaCell is introduced, a generative Virtual Cell World Model that unifies genome-wise representation with continuous state transition modeling and enables zero-shot prediction of cellular dynamics in entirely unseen cellular contexts, providing a foundational engine for cellular-context-generalizable perturbation prediction and perturbation-induced cellular dynamics simulation.