Notably, RUNX1T1, MYC, and IRF1 exhibited dual regulatory control over both PPP1CA and CTSD, suggesting potential shared transcriptional mechanisms in T2DM pathophysiology (Figure 5C). Here, CTSD is linked to type 2 diabetes mellitus.