You keep the skills, but are not able to use them. And, I had the double barrel when I went basic, you keep it. And, yes, you get to use the skills again(I'm not saying items because it wouldn't really be effected unless it was clothes, jewelry or tatt's).
Sap,
they take it off you, and you can't put it back on.
Same with clothes.