TNF and diabetes mellitus: Based on our prediction model, higher tertiles of IL-6, TNF-α, and GDF-15 were significantly associated with poor physical function in general but not in DM suggesting a role for other underlying mechanisms in the DM poor physical function group such as mitochondrial dysfunction.