Then, we constructed a protein–protein interaction (PPI) network to identify hub genes, and finally determined the immune-related gene IL17RA as a potential biomarker for osteoporosis after validating it in another dataset (GSE35959). The gene discussed is IL17RA; the disease is osteoporosis.