The SMR analysis revealed that the elevated expression of MS4A4A was associated with an increased risk of IPF (OR = 1.275, 95% CI: 1.029–1.579; p = 0.026). This evidence concerns the gene MS4A4A and idiopathic pulmonary fibrosis.