Long narrow depressions on Mars are called fossae. Troughs form when the crust is stretched until it breaks. The stretching can be due to the large weight of a nearby volcano. (wikipedia entry)
A fossa is a long, narrow, shallow depression. On Mars they are named after the nearest named albedo feature on the Schiaparelli or Antoniadi maps.