While at Pierre's restaurant, Gene chows down on shrimp; however, in the Season 1 episode "Lobsterfest", he finds out he's allergic to shellfish though it is likely that he either lied about being allergic to shellfish or that he's allergic to all shellfish except shrimp.
Gene is never nude he mentions wearing cut offs under his shorts which is an Arrested Development reference.