HIF1A and cervical cancer: Existing evidence suggests that HPV16 may synergize with HIF-1α to promote malignancy, while E6/E7 proteins impede keratinocyte differentiation [51, 52] Differences in viral tropism and oncogenic potential further underscore the intertwined biology of HPV and histology in cervical cancer, supporting the integrated subtyping approach employed in this study.