VIRMA and nonpapillary renal cell carcinoma: The findings revealed a prominent positive correlation between CHST11 and RBM15B, VIRMA, ZC3H13, YTHDF3, YTHDC2, and IGF2BP3. The aberrant expression of these factors in ccRCC, coupled with their association with CHST11, may enable the elucidation of anomalous expression of CHST11 in patients with ccRCC.