Peter, James and John feature prominently today. It was up on Mt.Tabor that they experienced something divine and really special. They had a glimpse into the divinity of Jesus, so strong that it set fear into their hearts. Such an experience defies description and so they drew on familiar religious language to describe what they had seen.
A church was built in the 4th century to mark the spot and was dedicated on Aug 6th.