Please do not use antibiotics as prevention. You are paving the way for a nice, antibiotic-resistant infectoin.

The irritation idea struck me - are you leaning too much on your urethra, rubbing it against the saddle or fabric?

(Definitely can't catch it from a spin bike seat, but possibly from an infested pad...)