For the ABPA group, the IL-4, IL-13 and IFN-γ+ expression on the metacluster all decreased after allergen exposure; however, the expression of these cytokines barely changed in the metacluster of A.f (+) asthma, Treg of ABPA, and A.f (+) asthma. Here, IL4 is linked to asthma.