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建模生物通路与组织学之间的密集多模态交互以进行生存预测【英文版】.pdf |
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英文标题:Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction中文摘要:本研究提出了一种基于生物通路令牌和组织学图像令牌的转换器模型,结合了 WSI 和大量转录组学数据,具有作为细胞功能解释单位的前瞻性,并在肿瘤患者生存预测方面取得了最佳效果。英文摘要:Integrating whole-slide images (WSIs) and bulk transcriptomics for predictingpatient survival can improve our understanding of patient prognosis. However,this multimodal task is particularly challenging due to the different nature ofthese data: WSIs represent a very high-dimensional spatial de
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