Every sport has sport specific clothing. At least in cycling it is optional. Good luck playing high school football with a baseball cap or running in work boots.
Me... I run in running shoes and gym shorts.
I cycle in anything from a t shirt and shorts for short rides to a full lycra kit for long rides. The best tool for the job.