Is there such a thing as hereditary depression?

me and my cousins and my uncles (all on my dads side) are prone to depression, like very serious "im going to kill myself" type depression, im a girl but my cousins are all guys, and only my blood-uncles not my blood-aunts get frequent bouts of depression, could it just run in the family?