[Biomarkers]() are biological molecules that can indicate the presence of cancer. The integration of biomarker data, such as specific proteins or metabolites found in blood or tissue samples, into prediction models can enhance accuracy. For instance, elevated levels of prostate-specific antigen (PSA) are used to predict prostate cancer risk.