These findings indicated that C1 NDUFAB1+ subtype exhibited high metabolic activity, which likely provided energy support for their rapid proliferation and survival, further solidifying their role as a critical driving subtype in tumor progression. This evidence concerns the gene NDUFAB1 and neoplasm.