Lost Horse Creek is a stream located in Baker County, Oregon. It appears on the Jimtown USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,472.35 feet (1,363.17 m) above sea level. The nearest populated place is Cornucopia, approximately 1.0 miles to the NNE.