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...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - PP(2025) vom: 18. Sept.
1. Verfasser: Yan, Rui (VerfasserIn)
Weitere Verfasser: Zhang, Xueyuan, Jiang, Zihang, Wang, Baizhi, Bian, Xiuwu, Ren, Fei, Zhou, S Kevin
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article