In this study, we integrated multi-omics data (bulk RNA-seq, single-cell, spatial transcriptomics, and proteomics) with in vitro and in vivo experiments to identify and characterize the COL10A1+ fibroblast subpopulation (COL10A1+Fib) in CRC. The gene discussed is COL10A1; the disease is colorectal carcinoma.