And in 1861 parts of Burke County , Caldwell County , McDowell County , Watauga County , and Yancey County were made into Mitchell County . Finally , in 1861 parts of Burke County , Caldwell County , McDowell County , Watauga County , and Yancey County were combined to form Mitchell County .