Researchers built a deep-learning framework that embeds directed causal graphs mined from toxicology literature directly into predictive models, mapping chemical structures to multi-target perturbation profiles.
Haoyue Tan, Tong Bao, Yin Fang, and 18 othersHaoyue Tan, Tong Bao, Yin Fang, Rong Zhang, Jinsha Jin, Dan Xu, Lan Xie, Huan Zhong, Xuezhi Xiao, Huixiao Hong, Emilio Benfenati, Tadahaya Mizuno, Qing Zhou, Jingfan Qiu, Changsheng Qu, Yan Mao, Xiangyi Yu, Jing Guo, Hongxia Yu, Xiaowei Zhang, Wei Shi fewer authors
Nanjing University; Jiangsu Province Ecology and Environment Protection Key…; Zhejiang; and 8 othersNanjing University; Jiangsu Province Ecology and Environment Protection Key…; Zhejiang; Foreign Environmental Cooperation Centre; FDA; Istituto di Ricerche Farmacologiche Mario Negri Istituto…; University of Tokyo; The Institute of Statistical Mathematics; Nanjing Medical University; Jiangsu Environmental Engineering Technology Co, Ltd; Solid Waste and Chemicals Management Center fewer institutions