CRLM is associated with altered NK-cell representation among recovered cells and a reproducible CCL4-enriched inflammatory NK-cell transcriptional state and its association with inflammatory and myeloid-stromal programs across independent, spatial and model-system analyses provides a focused framework for future lineag...
Li-Hong Lin, Michael Xu, Xiao-Chun Gu et al.· Frontiers in Immunology· 0 citations
The multimodal model consistently predicted the high-risk recurrence phenotype across multiple centers and may serve as a pragmatic indicator of poor DFS to guide earlier individualized treatment decisions, including adjuvant therapy and intensified surveillance, in stage IA NSCLC.
L. Lai, Yanji Wang, Jiangle Jiang et al.· Frontiers in Immunology· 0 citations
REM-Fuse is introduced, an evidential deep learning framework in which per-source Dirichlet uncertainty adaptively weights each source through dual-channel weighting, asymmetric cross-scale enhancement, and Dempster–Shafer-inspired evidence accumulation that provides a compact reliability-aware fusion strategy for canc...
Yalu Huang, Yushuai Yuan, Wenbin Ye et al.· Mathematics· 0 citations
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