MUC15 and chronic obstructive pulmonary disease: This suggests that the G/G genotype of ANO3/MUC15 rs15783 and allele G of COL4A4 rs1800517 might exhibit only a weak protective effect against COPD in non-smokers; this protective relationship would be reversed if non-smokers carrying protective mutations at these two loci were affected by CS.