I don't think it would be an issue. Just make sure to pre drill holes the correct size and use screws with a coursecoarse thread. Make sure the screws don't penetrate the other side as well.
I mounted a computer on the side of a similar desk with multiple commandCommand™ strips once. It was fine structurally.