Deep Run Branch is a stream located in Anne Arundel County, Maryland. It appears on the Bristol USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 39.07 feet (11.91 m) above sea level. The nearest populated place is Bayard, approximately 0.7 miles to the SW.