Kansas City Southern Lines is on board with Canadian Pacific Railway Limited’s planned merger, creating the first rail network to stretch from Canada down to Mexico.

Canadian Pacific Railway announced its plan to acquire the Missouri-based rail company, which operates railroads in Mexico, Panama, and the United States, in a statement on Sunday. The new agreement will result in the first-ever rail network to span the length of the North American continent.