The logistic regression model and volcano plots of heatmap analysis showed that group 2 H3 HA-specific IgG3 antibodies were a negative predictor of infection, whilst seasonal H1 and pH1-IgG3 antibodies at pre-infection timepoints were positively associated, thus protective from infection. Here, IGHG3 is linked to infection.