The differentiation of keratinocytes can be mimicked in vitro by exposing cultured keratinocytes to an air/liquid interface. The adaptation of such "raft culture" systems to the study of papillomaviruses was a significant breakthrough for in vitro study of the viral life cycle.[46] However, raft culture systems are relatively cumbersome and the yield of infectious HPVs can be low.[47]