Consistent with this, gene set enrichment analysis revealed a strong correlation of genes upregulated in PBMCs from drug-naive patients with type 2 diabetes with a gene set that identifies TNF-α signaling via nuclear factor kappa B (Fig. 1c). This evidence concerns the gene TNF and type 2 diabetes mellitus.