Traveling along the border between Texas and Mexico means you travel along the Rio Grande. The river played a big part in the novel because it was analogous to the border that exists in a man’s heart. Since the novel is primarily about a man finding himself, having a majority of the novel take place along the border was a good artistic choice, I hope.
Those are the Organ Mountains in the background, I think.
Hoover's Corner 