US seafood group Bumble Bee Foods has agreed to plead guilty for its role in a conspiracy to fix the prices of shelf-stable tuna fish, such as canned and pouch tuna, in the US - and pay a US$25m criminal fine, the Department of Justice (DOJ) has announced.