Toxicological data is collected through a variety of in vitro and in vivo studies. In vitro studies involve testing on cell cultures to observe cellular responses, while in vivo studies involve testing on animal models to understand systemic effects. Advanced techniques like high-throughput screening and computational modeling are also employed to predict the toxicological profiles of nanomaterials.