Data for cancer research is collected from various sources, including clinical trials, [patient registries](#), electronic health records (EHRs), and laboratory experiments. High-throughput technologies like next-generation sequencing (NGS) generate vast amounts of genomic data, while imaging techniques provide detailed phenotypic information. These diverse sources of data necessitate sophisticated methods for integration and analysis.