When hemoglobin levels decrease, insufficient tissue oxygen supply can induce hypoxia in the tumor microenvironment, thereby activating hypoxia-inducible factors (such as HIF-1α), enhancing tumor invasion and metastasis, promoting angiogenesis, and ultimately driving malignant progression of BC and affecting patient prognosis (27). Here, HIF1A is linked to neoplasm.