Biochemical data is collected through various experimental methods. These include in vitro assays, which involve studying the effects of substances on isolated cells or tissues in a controlled environment. In vivo studies are also conducted on whole organisms to observe the systemic effects of chemicals. Advanced techniques like mass spectrometry and chromatography are often used to analyze biochemical samples for toxicological assessments.