During the first week post-vaccination, TREG cells (CD3+CD4+FOXP3+) harbored the highest predictive value (AUC approximately 0.9) with respect to the other cell compartments, thus substantiating the hypothesized role of TREG cells as a driving force that determine influenza vaccine responsiveness (Fig. 7B). The gene discussed is FOXP3; the disease is influenza.