In vitro methods use isolated cells, tissues, or organs to study the effects of chemicals in a controlled setting. These methods can provide detailed information on cellular responses and mechanisms of toxicity. Techniques such as 3D cell culture offer more complex environments that better mimic in vivo conditions than traditional 2D cultures.