TNF and neurodegenerative disease: On the other hand, estrogen deficiency is associated with the increase in proinflammatory cytokines, such as interleukin (IL)-1, IL-6, and tumor necrosis factor-α, which is linked to the development of AD or neurodegenerative disease [2].