Yes you sure can.I use to have to move mine when I would be doing tank cleaning and had no problem at all.Just be gentle when you pick them up.
Also if you have a star be very careful I came home one day to find my choclate chip star eating my very small tuxedo urchin.I'll never make that mistake again.