"We did not know at that time that either one of us was gay, and we just hung out as best friends," David Hyde Pierce tells PEOPLE about first meeting his now-husband, Brian Hargrove, in 1982 ...

The "Frasier" star is back on the Broadway stage in a jazzy re-working of the Gilbert & Sullivan classic, transplanted to New ...