CD8A and Other metabolic disease: At the same time, metabolic disorders such as ammonia accumulation and hypoxia in the high-risk group further damage CD8+ T cell activity by activating the HIF-1 signaling pathway, leading to a state of “presence but paralysis” of function, which results in the negative correlation, and this contradiction does not depend on the co-infiltration of Tregs (82).