I believe thay are both mentioned as being sons of someone (Zebedee?). The same person. That would imply real brotherhood (at least half brotherhood)
You'll notice that while Jesus is said to have brothers and sisters, no one ever says Mary is their mother. (Joseph might be their father...)
SD