Despite the successful identification of DOCK4 as a potential biomarker for osteoporosis (OP) through the integration analysis of lncRNA and mRNA expression data, and the potential regulatory mechanisms involving lncRNAs and miRNAs, the limited sample size in our study is a significant limitation. The gene discussed is DOCK4; the disease is osteoporosis.