Given the pathophysiological complexity of the T2D trait, multivariable MR analyses were also performed to assess for independent causal effects of T2D and these factors (HbA1c, fasting insulin and BMI) on IPF. Here, INS is linked to idiopathic pulmonary fibrosis.