[4] Morisue received a bronze medal with the Japan team in the 1983 World Artistic Gymnastics Championships in Budapest.

Morisue is now a show business personality in Japan and is frequently seen on TV,[5] especially in sports programs, and to comment on the Olympics and other international competitions.

In April, 2006 he was appointed professor at Kyushu Kyoritsu University.

Morisue, concerned about the phenomenon of the moment, wrote the scenarios for the sports manga Ganba!

Fly High, based in part on his experiences as a gymnast, for which he and the illustrator Hiroyuki Kikuta received the 1998 Shogakukan Manga Award for shōnen manga.