Of Pelosi's endorsement of Murtha, Rep. Barney Frank said, "She's a very smart woman who made an error in judgment."
Democrats also selected James Clyburn of South Carolina as majority whip.
Rahm Emanuel of Illinois was named as their caucus chair post, the No. 4 position for Democrats.
Frank will become chairman of the House Financial Services Committee.