These findings emphasize the heterogenous nature of the TME and the differential regulatory roles of hypoxia-related molecules across various cancer types, as well as the context-specific interactions between hypoxia, PEBP1, and STK11 that may provide insights into tumor biology and potential therapeutic strategies, emphasizing in reprogramming of hypoxic niches. Here, STK11 is linked to neoplasm.