The worst performing areas for life expectancy in the country are rural and Southern, particularly those with populations of over 50% African Americans. Poverty and diet seem to be the biggest factors, but drugs and violence probably also factor in.
Link: https://en.wikipedia.org/wiki/List_of_U.S._states_and_territories_by_life_expectancy