On the other hand, nanoparticles like Lip-1 inhibit ferroptosis by chelating iron and upregulating glutathione peroxidase 4, suggesting a protective role in neurodegenerative diseases (Zhang et al., 2025e). This evidence concerns the gene GPX4 and neurodegenerative disease.