Directed acyclic graph illustrating the time-varying effects of prior exposure to the influenza vaccine and influenza virus across 2 seasons. The current season is depicted with a subscript 2, while the prior season is depicted with a subscript 1. The effect of interest is that of vaccination status in the current season V2 on current season influenza status I2. Influenza status in the previous season may influence a person's decision to be vaccinated in the current season (I1→V2) and will affect his/her susceptibility to infection in the current season, if the strains are similar or confer some cross-protection (I1→I2). Vaccination in the previous season influences vaccination in the current season (V1→V2), and protection may linger until the current season (V1→I2). Confounder status in the previous season C1, particularly age and high-risk status, is an ancestor of, but may differ from, confounder status in the current season C2 (C1→C2) and will influence both vaccination status (C1→V1) and influenza status (C1→I1).