Specifically, the PPI network demonstrated a modular organization, where hub proteins such as AKT1 and TNF played context-specific roles in T2DM pathogenesis, rather than merely serving as ubiquitous signaling nodes. Here, AKT1 is linked to type 2 diabetes mellitus.