KLK3 and cancer: In this study, we aimed to develop a robust ML model capable of predicting the necessity of prostate biopsy by integrating prostate-specific antigen (PSA) values, mpMRI findings, and hematologic parameters as there is increasing evidence that the inflammatory response may play a major role in the onset and development of various cancers.