HIF1A and neoplasm: Although a high ratio and related gene signatures associate with poor outcomes, only tumour stage and select gene expressions like TP53I11 are independently predictive, indicating that the WWOX/HIF1A axis functions within a broader context of subtype-specific risk factors.