Knockout cell lines are genetically modified cells in which one or more genes have been deliberately inactivated or 'knocked out'. This technique allows researchers to study the role of specific genes in cellular functions and disease processes by observing the effects of gene loss. The creation of knockout cell lines is a crucial method in molecular biology, as it provides insights into gene function and regulation.