This in vitro study synthesized Ganoderma lucidum spore oil-functionalized selenium nanoparticles (GLSO@SeNPs) and tested them on INS-1E rat insulinoma β-cells exposed to palmitic acid. GLSO@SeNPs significantly inhibited palmitic acid-induced apoptosis by enhancing antioxidant enzyme activity, reducing ROS levels, and modulating the MAPK signaling pathway.