Research has demonstrated the significant involvement of immune cells in the development and progression of prostate cancer (PCa). However, the precise causal relationship between immune cells and PCa remains unclear. This study utilized bidirectional Mendelian randomization (MR) analysis to investigate the causal link between immune cells and PCa. Additionally, employed mediation MR design to ascertain the potential mediating role of metabolites in the connection between immune cells and PCa outcomes. Unswitched memory B cell % lymphocyte and CD24 + CD27 + B cell % lymphocyte were positively related to PCa risk, while CD62L − monocyte absolute count and CD62L − monocyte % monocyte were negatively associated with PCa risk. Sensitivity analysis was conducted to validate these results. The mediation MR results indicate that 3-carboxy-4-methyl-5-propyl-2-furanpropanoate (CMPF) levels may be an independent risk factor for PCa, while the succinate to acetoacetate ratio (SA ratio) was found to be a mediator for the effect of CD62L − monocyte % monocyte on PCa, with a mediation proportion of 16.6% (mediation percentage: 16.6%, 95%CI − 163% − 196%). The research validates the genetic causality between particular immune cells and PCa, and has emphasized the potential intermediary function of SA ratio. These noteworthy discoveries provide fresh perspectives for the clinical management of PCa.
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