NOTCH1 and neoplasm: This subtype exhibited significant stem cell-like characteristics, marked by the high expression of key stemness genes such as EZH2, LGR5, NOTCH1, and ABCG2, which together formed a core regulatory network maintaining tumor stem cell properties.