I've got one in my tree like that:
1940, May Thorpe married Frank A Begley or Tozer.
Begley was his birth name, his parents split up. In the 1911 census, 2 yrs old, he is "the adopted son" of Harry and Gertrude Tozer. I don't know if there ever was a formal adoption.