A robust experimental design is foundational for generating meaningful results. This includes selecting the right model organisms or systems, determining adequate sample sizes, and implementing controls. Proper design reduces bias and increases the reliability of the results, enabling researchers to draw valid conclusions about the toxicity of a substance.