In the SAT of patients with T2D, increased expression of proteins like PPP1R14B, MATN2, COL6A3, PEMT, COL6A1, BGN, SERPINE1, VPS33B, COL6A2, or COX8A was noted. This evidence concerns the gene COL6A1 and type 2 diabetes mellitus.