How does RNA's seemingly subtle 2'-hydroxyl group contribute to its diverse biological functions? Using quantitative structure-activity relationship (QSAR) analysis, Piccirilli and colleagues find that the 2'-OH fosters van der Waals and hydrophobic interactions that play underappreciated roles in RNA structure and molecular recognition.