CSO attenuated the progression of arthritis in CIA rats, mitigated histopathological deterioration in synovial and joint tissues, significantly inhibited immature vessels labeled with CD31+/αSMA−, and reduced the micro-vessels in VEGF-A165 induced aortic rings. This evidence concerns the gene PECAM1 and arthritic joint disease.