Personally I decide on what expansions to use and then laboriously go through each deck separating out the expansions I'm not using and put them back in the box. I always leave in the base and I leave in the Miskatonic cards that match the combination of expansions I'm using.
I know CotDP has optional rules for separating out the base cards and just using CotDP. But I've never done that.
Are there any other variants that people use?