Subgroup pathway signatures consistent with the overall cohort, differing only in mutation frequencies.<h4>Conclusion</h4>This study clarified cervical cancer genomic heterogeneity, revealed core mechanisms (APOBEC activation and endogenous DNA damage), and confirmed SLC24A1 as key driver gene. The gene discussed is SLC24A1; the disease is cervical cancer.