How can I get the pieces of glass from glass beads out of my fingers and hands?

I was hoping to find an effective way of getting the almost microscopic remnants of glass out of my fingers and hands after hand sewing one-by-one the small glass beads that are usually used for jewlrey and come in plastic as well. I wash my hands and under my nails after handling the beads but I will still see little bits sparkle in the light and often times feel tiny sharp pains in my finger tips when I touch things. Anyone know of any “special scrubbing patterns” I can use to get these annoying little boogers out?!?