Anorexia nervosa (AN) is a complex neuropsychiatric disorder presenting with dangerously low body weight, and a deep and persistent fear of gaining weight. To date, only one genome-wide significant locus associated with AN has been identified(1). We performed an exome-chip based GWAS in 2,158 cases from nine populations of European origin and 15,485 ancestrally matched controls. Unlike previous studies, this GWAS also probed association in low-frequency and rare variants. Sixteen independent variants were taken forward for in silico and de novo replication (11 common, 5 rare). No findings reached genome-wide significance. Two notable common variants were identified; rs10791286, an intronic variant in OPCML (p=9.89x10-6), and rs7700147, an intergenic variant (p=2.93x10-5). No low-frequency variant associations were identified at genome-wide significance, although the study was well-powered to detect low frequency variants with large effect sizes, suggesting that there may be no AN loci in this genomic search space with large effect sizes.