Developments in clinical education have recently challenged the identity of anatomy teaching and learning, leading to high profile debate over the potential implications for the competence levels of new doctors. However, the emphasis remains on methods of teaching, rather than a review of what well-rounded anatomical learning actually entails, and how teaching can address contemporary learning needs. This paper identifies and addresses some of these issues, drawing on expert views captured in qualitative research with anatomy tutors at twenty different medical schools in the UK. Three main themes emerging from our analysis are described: anatomy as a subject matter, the challenges of teaching or learning anatomy, and the use of teaching methods. We also detail how inductive analysis generated new hypotheses worthy of further consideration. These fall into two key categories: (1) improving anatomy curriculum design and (2) advancing anatomy education research.