CHI3L1 and susceptibility to pneumonia measurement: As described in the features section, each disease class was mapped to literature-supported protein and gene expression profiles (MMP-9 and TGF-β for bronchiectasis, CRP and IL-6 for pneumonia, and IL-5 and YKL-40 for asthma).