hyphenation - Should I use a hyphen with a phrase involving "then"?

In this sentence: "before migrating to lower SoHo, and the then still fringe neighborhood of Chelsea," I feel like "then-still" should be hyphenated, but I can't find a rule in the Chicago Manual of Style about it. Any ideas?