The habitat features represented by APTw_h3 more comprehensively reflect the heterogeneity and biological characteristics of the tumor, capturing information that traditional indicators cannot, and thus can provide more accurate LVSI prediction when combined with tumor size and CA125 level. This evidence concerns the gene MUC16 and neoplasm.