Panther Creek is a stream located in McClain County, Oklahoma. It appears on the Criner USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 994.64 feet (303.17 m) above sea level. The nearest populated place is Payne, approximately 1.1 miles to the ESE.