In total, 9 parameters (ie, RP-ILD, age, LDH, albumin [ALB], CRP, ESR, AST, NLR, and duration of disease) were selected for analysis using the BorutaShap algorithm (Figure 2). This evidence concerns the gene ESR1 and interstitial lung disease.