With the development dataset, a multivariable logistic regression model was developed to predict the likelihood of bone metastasis among prostate cancer patients using four predictors: PSA, serum ALP, ISUP grade, and DRE-based clinical risk grouping. Here, KLK3 is linked to Familial prostate cancer.