Hiroshi,I have tried it both ways and have not noticed any difference. My UV filter is a relatively high quality Nikon model - I suppose cheaper models may have more of an impact.
Thanks for your input. I have a Hoya Super HMC Pro 1, so I don't think I should have a problem with leaving it on. I'll try it out both ways just to make sure.