I would follow up with your Dr because it could be a yeast infection but whatever it is you need to be treated.
Sounds like textbook examples or chlamydia or gonorrhea. They are some of the most common stds out there and can lay dormant in the body for years. Symptoms include burning/itching sensation in the shaft of the penis, with or without white/milky discharge. Please see a doctor asap. Good luck!