Are Luna Lovegood and Draco Malfoy brother and sister in real life?

Draco Malfoy is a pure-blood and both of Luna Lovegood's parents are magical, although their blood statues are unknown. There doesn't appear to be any close family connection between the two.

If the Lovegood's are pure-bloods then they are most likely very distant cousins.