BACKGROUND: Prostate-specific antigen (PSA) has modest specificity for prostate cancer. A panel of four kallikrein markers (total PSA, free PSA, intact PSA, and kallikrein-related peptidase 2) is a highly accurate predictor of biopsy outcome. The clinical significance of biopsy-detectable cancers in men classified as low-risk by this panel remains unclear. METHODS: The Malmö Diet and Cancer study is a population-based cohort of 11,063 Swedish men aged 45 to 73 providing a blood sample at baseline during 1991-1996. The Swedish Cancer Registry was used to identify 943 men diagnosed with prostate cancer by December 31, 2006. PSA testing was low. We assessed the predictive accuracy of our published statistical model to predict subsequent prostate cancer diagnosis in men with a total PSA level of 3.0 ng/mL or more at baseline. RESULTS: Compared with total PSA and age, the full kallikrein panel enhanced the predictive accuracy for clinically diagnosed prostate cancer (concordance index 0.65 vs. 0.75; P