MDSCs and monocytes with CD45+ markers were positively causally associated with IPF, whereas HLA DR+ cells with CD33 and CD66+ positive MDSCs were negatively causally associated with IPF. The gene discussed is PTPRC; the disease is idiopathic pulmonary fibrosis.