This study based on AL interface membrane and PFF synovial samples demonstrated the gene characteristics of AL through transcriptomic and integrated bioinformatics analyses and preliminarily identified CD68, CD163, and SPP1 as potential biomarkers for AL, providing new insights for the diagnosis and treatment of AL. The gene discussed is SPP1; the disease is axial length measurement.