An area just to the east of Tornado Alley, commonly called Dixie Alley, has a much higher fatality rate than the rest of the US.
Note the bullsyes over east Arkansas, se Missouri, west and middle Tennessee, north Mississippi and north Alabama. Areas in dark shading includ Little Rock, Memphis, Jackson, Nashville, Birmingham, and Huntsville.

http://www.niu.edu/PubAffairs/RELEASES/ ... nado.shtml
My personal opinion is that nighttime tornadoes play a huge role in this area. Also the majority of tornadoes in the South seem to come from outbreaks..