Among these, mitochondrial-associated proteins such as the NADH:ubiquinone oxidoreductase subunit proteins NDUFS5, NDUFA10 and NDUFS8 were downregulated in type 2 diabetes (Fig. 4d, ESM Table 1). This evidence concerns the gene NDUFS5 and type 2 diabetes mellitus.