His Find-a-Grave page has his mother's first name as Susannah rather than Elizabeth, but same maiden name. Her gravestone has Susannah.
https://www.findagrave.com/memorial/28984962/elbert-mitchell-fugate
https://www.findagrave.com/memorial/43762297/susannah-fugate