Preliminary data can be collected through various methods, including in vitro experiments, animal models, and early-phase clinical trials. These studies often employ biostatistics to analyze data and draw preliminary conclusions. Modern techniques like genomics and proteomics have greatly enhanced the ability to gather detailed preliminary data.