• The biomarker levels were highest in whole urine and significantly higher after DRE in all substrates (whole urine, cell pellet, and EVs).• In the EVs substrate of urine, no significant differences were found in PCA3, ERG, and KLK3 between Bx Pos and Bx Neg PCa patients. This evidence concerns the gene PCA3 and posterior cortical atrophy.