To improve the robustness of the biomarker set, we crossed the biomarkers screened by the three machine learning algorithms, LASSO, SVM, and RF, and finally developed a biomarker set that included eight potential diagnostic biomarkers for silicosis (A/G, ALB, CRP, DD, GLU, LDH, RBC, and WBC). This evidence concerns the gene ALB and silicosis.