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. This evidence concerns the gene GDF15 and prostate cancer.