A top House Democrat on Friday said his committee was preparing to recommend "abolishing" mortgage-finance giants Fannie Mae and Freddie Mac and rebuilding the U.S. housing-finance system from scratch.

"The remedy here is...as I believe this committee will be recommending, abolishing Fannie Mae and Freddie Mac in their current form and coming...