Given the complexity and heterogeneity of CAFs, research on delineating receptor-specific pathways, characterizing CAF subtypes influenced by OPN, and exploring the spatial and temporal dynamics of these interactions across diverse tumor types may be fruitful. This evidence concerns the gene SPP1 and neoplasm.