SPP1 and idiopathic pulmonary fibrosis: For comparative purposes, White employed logistic regression to uncover biomarkers in the blood of IPF patients, utilizing the OPN, SP-D, and MMP-7 genes for IPF patient prediction and achieving an AUC of 0.709 (White et al., 2016).