PPAR-γ activated by Piog suppressed diabetes-induced atrial mitochondrial oxidative stress and protected mitochondrial biogenesis and Δψm, which was blunted by PGC-1α siRNA transfection [29]. This evidence concerns the gene PPARG and diabetes mellitus.