Gerald's son, Chris O'Loughlin, was a member of the 1992 U.S. Olympic team in épée fencing.
Is divorced from casting director Meryl Abeles, who went by the name Meryl O'Loughlin. They have two children: Chris O'Loughlin (born 1967) and Laura O'Loughlin (born 1969).