In the largest observational study so far, Sarkar et al. reported that men in the US Veterans Administration (VA) database who received surgery or radiation for localized prostate cancer and then received testosterone replacement therapy (TRT) for low testosterone were at no greater risk for recurrence than a matched sample of such men who received no TRT.
Here's an article about it: