Our study demonstrates that phenotype specificity is important for the ability to detect gene–gene interactions, as evident by a strong interaction observed between the FUT2 and ABO genes only in the most severe asthma cases (Table 2), as well as in the COPSAC birth cohorts with detailed clinical phenotyping. Here, ABO is linked to asthma.