I believe a lot of the interstate system in the east at least was built upon old road networks, which were built on the edges of the path of least resistance for travelers. I know I saw a TWC segment on this years ago. Geography influences wx, which influenced early road networks, which influenced many modern roadways.
https://abc7ny.com/nyc-snow-i95-nj-corridor/10190897/