Lone Lake is a reservoir located in Panola County, Mississippi. It appears on the Shuford USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 341.67 feet (104.14 m) above sea level. The nearest populated place is Shuford, approximately 1.9 miles to the SSW.