Interestingly, 3 out of 4 genes for distinguishing smokers from COPD subjects (AREG, EFNA1, and TXNIP) were also marker genes for distinguishing non-smokers from smokers (Table 4). Here, TXNIP is linked to chronic obstructive pulmonary disease.