In this cohort enriched with participants historically underrepresented in biomedical research, we found that consensus risk factors for prostate cancer such as age, family history of prostate cancer, and obesity were all associated with increased PSA testing. Here, KLK3 is linked to obesity due to melanocortin 4 receptor deficiency.