Figure 1: A directed acyclic graph (DAG), characterising the direction of selected influences* on risk of developing cardiovascular disease. BP- Blood pressure; CVD-Cardiovascular disease. *Dark font variables are those which are observed, whereas grey font represent unobserved. Drug treatment variables, which we consider colliders, which introduce the influence of unobserved variables not directly linked with the outcome, are underlined.