St. Louis business leaders looking to boost tourism and development spent years bringing the Loop Trolley to fruition, a $52 million streetcar project that runs for 2.2 miles between a historic park and an entertainment-and-business district on the edge of the city.

But it has been a bumpy ride, and now it may have reached a dead end.

The...