Deep Creek is a stream located in Wheeler County, Oregon. It appears on the Picture Gorge West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,842.49 feet (866.39 m) above sea level. The nearest populated place is Antone (historical), approximately 4.6 miles to the SW.