High-dimensional multi-omics analysis of patient samples further revealed an elevated frequency of exhausted tumor-reactive CD8+ T cells and enhanced interactions between these T cells and SPP1+ macrophages, particularly within profibrotic, α-SMA-rich regions of the liver (9). Here, CD8A is linked to neoplasm.