Provided herein are methods of diagnosing meibomian gland dysfunction (MGD), determining the severity of meibomian gland dysfunction in a subject, evaluating efficacy of treatment of MGD in a subject, selecting a subject for treatment of MGD, and selecting a subject for participation in a clinical study.