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◆ Nature Machine Intelligence2026-01-26· Perturbation (astronomy)

Modelling drug-induced cellular perturbation responses with a biologically informed dual-branch transformer

Yue Guo, Hao Zhang, Haitao Hu, Jialu Wu, Ji Cao, Chang-Yu Hsieh, Bo Yang

原始摘要(英文原文)· Original abstract
A dual-branch framework that disentangles cell states from drug-induced regulatory shifts to predict transcriptional responses is presented. It captures nonlinear dose–time dynamics and excels in generalizing to unseen cellular contexts.
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