KLK3 and cancer: The higher the free PSA, the lower the likelihood of cancer; (4) PSA lab records were then retrieved by patient IDs and the filtered component IDs; (5) Missing, erroneous, and duplicated records were removed, and the remaining records were sorted by date and transformed into time series format for each patient.