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Prior knowledge-guided multimodal deep learning system for biomarker exploration and prognosis prediction of urothelial carcinoma.

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第一作者: Quanhao,He
第一单位: Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, PR China.
作者: Quanhao,He [1] ; Hao,Tan [1] ; Bangxin,Xiao [1] ; Yiwen,Tan [2] ; Xiang,Peng [1] ; Canjie,Peng [1] ; Xiaofeng,Yue [3] ; Linshan,Jiang [4] ; Youde,Cao [5] ; Fa Jin,Lv [6] ; Wenlong,Zhao [7] ; Hongmei,Yi [8] ; YingJia,Liu [9] ; Weiyang,He [10] ; Mingzhao,Xiao [11]
作者单位: Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, PR China. [1] Department of Pathology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, PR China. [2] Department of Urology, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, PR China. [3] Department of Breast Cancer Center, Chongqing Cancer Hospital, Chongqing, PR China. [4] Department of Pathology, College of Basic Medicine, Chongqing Medical University, Chongqing, PR China.;Laboratory of Pathology Diagnostic Center, Department of Clinical Pathology, Chongqing Medical University, Chongqing, PR China.;Molecular Medicine Diagnostic and Testing Center, Chongqing Medical University, Chongqing, PR China. [5] Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, PR China. [6] College of Biomedical Engineering, Chongqing Medical University, Chongqing, PR China. [7] Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, PR China. yhm890604@163.com. [8] Department of Pathology, Yongchuan Hospital of Chongqing Medical University, Chongqing, PR China. liusiyan2012@sina.cn. [9] Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, PR China. weiyang361@163.com. [10] Department of Urology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, PR China. mingzhaoxiao@cqmu.edu.cn. [11]
DOI 10.1038/s41746-025-02232-7
PMID 41454198
发布时间 2026-01-22
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NPJ digital medicine

NPJ digital medicine

2025年9卷1期

53页

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