With the rapid development of nanotechnology, there is an increasing need to predict the toxicological and environmental risks associated with nanoparticles. QSAR models provide a powerful tool for risk assessment and regulatory purposes by enabling the prediction of these properties without the need for extensive in vitro and in vivo testing. This approach not only saves time and resources but also reduces the ethical concerns associated with animal testing.