Bonino, who has three goals and 10 points this season and is second on the team in faceoffs, was injured during Tuesday's loss to Carolina.
"He's going to be missed in a lot of areas," coach Mike Sullivan told reporters. "He's a real smart player. He's been a big part of the penalty-kill. He's a guy you can lean on to take faceoffs in the defensive zone when you need him."