FAP and neoplasm: By further subtyping, we identified eight CAF subclusters, FAP+ CAFs, similar to the previously-reported matrix-associated CAFs, significantly enriched in all liver cancer types, were involved in ECM remodeling and angiogenesis, exhibiting functional heterogeneity across different tumor subtypes.