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]. This evidence concerns the gene IL6 and idiopathic interstitial pneumonia.