The convergence of PPARG-mediated metabolic remodeling and PRKAG2/AMPK-driven energy sensing may act as a coordinated neuroprotective mechanism, upregulated in response to cellular stress in both pathological (T2DM) and normative (aging) contexts. The gene discussed is PRKAG2; the disease is type 2 diabetes mellitus.