From the experts:
This is an offshoot of Duane, which is an old Irish surname. It took off in the 1960s, when it conveyed a surfer boy image, and reached as high as Number 111 in 1961. The most prominent current bearer is Dwayne "The Rock" Johnson. The basketball superstar spells his name DwYAne Wade.