Longitudinal data refers to data that is collected from the same subjects repeatedly over a period of time. In the context of cancer research, longitudinal data allows researchers to study the progression of the disease, the effects of treatments, and the long-term outcomes for patients. This type of data is particularly valuable because it can reveal trends and patterns that are not apparent in cross-sectional studies, which only provide a snapshot at a single point in time.