Yes, when I moved to Weld county I went back to Jeffco SO and they issued a new Jeffco CHP on the spot with my new Fort Lupton address. When the Jeffco expired I then went to the Weld SO and did a regular renewal.
ETA: I missed the part about the new renewal staying in DC. As I said my renewal switched to Weld.