This invention discloses a high-
performance computing-based
system and method for evaluating
colorectal cancer screening strategies, belonging to the field of
medical information processing technology. It includes: a dual-pathway
disease model module supporting both
adenoma-
carcinoma pathways and serrated
adenoma pathways, modeled using age-dependent normal distribution progression time; an individualized risk scoring module integrating risk factors such as family history,
inflammatory bowel disease,
obesity, and diabetes; a screening strategy
simulation module supporting combined screening strategies using different tools, employing compliance parameters specific to the Chinese urban
population; a high-
performance computing module using Numba JIT compilation technology for acceleration, multi-process
parallel processing for further acceleration, and
data structure optimization such as integer age to reduce memory usage; and a health economics evaluation module calculating indicators such as QALY, LYG, and ICER. This invention achieves significant performance improvements while maintaining model accuracy, greatly reducing
simulation time for large-scale populations.