Buyout firm Berkshire Partners is in advanced talks to acquire Portillo's Restaurant Group, the largest privately owned restaurant chain in the U.S. Midwest, for close to $1 billion, according to people familiar with the matter.

Berkshire Partners has outbid other private equity firms for the Chicago-based restaurant group, the sources said on Tuesday.