Joseph Atsumi Misue (24 April 1936 – 28 June 2016) was a Japanese Roman Catholic bishop.
Ordained to the priesthood in 1963, Misue served as bishop of the Roman Catholic Diocese of Hiroshima, Japan, from 1985 to 2011.