Single-cell analysis of the tumor microenvironment revealed predominant PIWIL1 expression in epithelial cells, with significantly higher levels in LOCRC (Fig. 4H–M), particularly in CMS1 and CMS3 subtypes (Additional file 2: Figure S3). This evidence concerns the gene PIWIL1 and neoplasm.