There is nothing in the law about changing your address on your LTCF and you should be fine without updating it. But some sheriffs apparently will change it for you, others say don't worry about it...according to previous posts here.
But, being Philly...it's hard to say. Be best to call and ask, that way you'll know for sure what they require...they seem to make up some of their own rules in regard to firearms