Fei Tian, Dong Liu, Na Wei, Qianqian Fu, Lin Sun, Wei Liu, Xiaolong Sui, Kathryn Tian, Genevieve Nemeth, Jingyu Feng, Jingjing Xu, Lin Xiao, Junya Han, Jingjie Fu, Yinhua Shi, Yichen Yang, Jia Liu, Chunhong Hu, Bin Feng, Yan Sun, Yunjun Wang, Guohua Yu, Dalu Kong, Meiyun Wang, Wencai Li, Kexin Chen, Xiangchun Li
Cancer of unknown primary (CUP) site poses diagnostic challenges due to its elusive nature. Many cases of CUP manifest as pleural and peritoneal serous effusions. Leveraging cytological images from 57,220 cases at four tertiary hospitals, we developed a deep-learning method for tumor origin differentiation using cytological histology (TORCH) that can identify malignancy and predict tumor origin in both hydrothorax and ascites. We examined its performance on three internal (n = 12,799) and two external (n = 14,538) testing sets...
April 16, 2024: Nature Medicine