I hope you're already following the first two, most important points: shower before cycling to work and wear natural clothes.
Does it really have to? I'm sure you can avoid that by not using hot water (or even going with cold-ish) and not spending more than 3-5 minutes in the shower. Also you can turn off the water if washing your hear takes time. Seems simple to address.