Patient-specific data is collected through a variety of methods. Genetic data can be obtained via blood tests or tumor biopsies analyzed through techniques like next-generation sequencing. Clinical data is gathered from medical records, imaging studies, and laboratory tests. Demographic and lifestyle data are typically collected through patient questionnaires and interviews.