On September 19 2015, Madonna performed Ghosttown for the first time on tour during a sold out Rebel Heart Tour stop in Brooklyn.
Madonna had never intended to perform the single from Rebel Heart during the tour and she had not rehearsed it with the band. Watch the performance:
Today In Madonna History 
Lady Madonna with the audience at her feet did a beautiful acoustic rendition of
Ghost Town and I’m happy and glad she did that!