Cancer Cell· Xiangde Luo, Xiyue Wang, Feyisope Eweje, Xiaoming Zhang, Juan Luis Gomez Marti, Sarah Cascarino, Sen Yang, Yuchen Li, Ryan Quinton, Jinxi Xiang, Yuanfeng Ji, Zhe Li, Yijiang Chen, Colin Bergstrom, Ted Kim, Francesca Maria Olguin, Kelley Yuan, Matthew Abikenari, Andrew Heider, Sierra Willens, Sanjeeth Rajaram, Robert West, Joel Neal, Adam Schoenfeld, Maximilian Diehn, Chad Vanderbilt, Ruijiang Li·· 22 天前精选评分57
ELF:集成五种病理基础模型的精准肿瘤学框架
Ensemble learning of pathology foundation models for precision oncology
导读
Luo 等人开发了 ELF 框架,集成五种病理基础模型从全切片图像生成统一表征。基于 20 个解剖部位的近 54,000 张切片训练,ELF 在疾病分类、生物标志物检测以及化疗、靶向治疗和免疫治疗反应预测方面优于单个基础模型。
来源:Cancer Cell · cell.com