In a large, racially heterogeneous cohort of men with a benign prostatic biopsy, we observed suggestive associations of decreased NF‐κB and increased GDF‐15 expression in benign prostate with subsequent prostate cancer detection. Here, GDF15 is linked to prostate carcinoma.