TNF and Insulin resistance: TNF-α is highly involved with macrophage activation and increased serum TNF-α level have been observed in insulin resistance stages and diabetes mellitus development [48], however, inconsistency still existed and no meta-analysis was conducted about the change of serum TNF-α level in T1DM patients.