Pathway-aware multimodal transformer (PAMT) : Integrating pathological image and gene expression for interpretable cancer survival analysis

Integrating multimodal data of pathological image and gene expression for cancer survival analysis can achieve better results than using a single modality. However, existing multimodal learning methods ignore fine-grained interactions between both modalities, especially the interactions between biol...

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Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - PP(2025) vom: 18. Sept.
Auteur principal: Yan, Rui (Auteur)
Autres auteurs: Zhang, Xueyuan, Jiang, Zihang, Wang, Baizhi, Bian, Xiuwu, Ren, Fei, Zhou, S Kevin
Format: Article en ligne
Langue:English
Publié: 2025
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article