No, Testosterone has been shown to elevate PSA levels at the beginning of treatment. Because of this, some early studies concluded that it caused prostate cancer. We now know that over time, the PSA levels reaches a saturation point and does not continue to rise even with supplementation. In fact, long-term testosterone supplementation can actually decreased PSA levels.