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Articles

Deep-learning-enabled multi-omics analyses for prediction of future metastasis in cancer

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By Xiaoying Wang, Maoteng Duan, Anthony Snyder, Po-Lan Su, Jianying Li, Jordan E. Krull, Jiacheng Jin, Yang Xu, Yuhan Sun, Hu Chen, Weidong Wu, Weiqing Chen, Kai He, Chi Zhang, Sha Cao, Jing Zhao, Dong Xu, Guangyu Wang, Lang Li, Gang Xin, David P. Carbone, Zihai Li, Richard Carpenter, Qin Ma
| Nature Verified
Abstract Metastasis remains the leading cause of cancer-related mortality, yet predicting future metastasis is a major clinical challenge due to the lack of validated biomarkers and effective assessment methods. Here, we present EmitGCL, a deep-learning framework that accurately predicts future metastasis and its corresponding biomarkers.
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