This study investigated whether orthorexia nervosa (ON; characterized by an obsessive fixation on eating healthy) may be predicted from the demographics variables of gender and BMI, and from the personality variables of self-esteem, narcissism, and perfectionism. Participants were 459 college students, who completed several online questionnaires that assessed these variables. A principal components analysis confirmed that the Eating Habits Questionnaire (Gleaves, Graham, & Ambwani, 2013) assesses three internally-consistent ON components: healthy eating behaviors, problems resulting from those behaviors, and positive feelings associated with those behaviors. A MANOVA and its tests of between subjects effects then revealed significant interactions between gender and BMI, such that for men but not women, a higher BMI was associated with greater symptomatology for all ON components. Partial correlation analyses, after controlling for gender and BMI, revealed that both narcissism and perfectionism were positively correlated with all aspects of ON symptomatology. (C) 2016 Elsevier Ltd. All rights reserved.