Similarly, another study focused on machine learning-based prediction of candidate gene biomarkers correlated with immune infiltration in IPF patients and identified that IL-6 was significantly downregulated in IPF patient samples [44]. Here, IL6 is linked to idiopathic pulmonary fibrosis.