Taking these findings together, insulin resistance is associated with both T-cell senescence and TNF-α production by senescent CD8 + T cells, and correlates with the degree of hepatic fibrosis in patients with T2D. This evidence concerns the gene TNF and type 2 diabetes mellitus.