If the couple intends to reside permanently in the US,there is no reason not to pursue a GC. Many non-immigrant visa statuses do not permit immigrant intent; J-1 is included in this group.
I suggest that you as a couple review your options with an immigration attorney and the requirements for each. There are just too many specific issues to be considered for an adequate discussion on a forum.

