The RO/E index indicated that the osteoblasts_Gapd2 subpopulation (0.70) was negatively associated with arthritis and spondylitis, whereas osteoblasts_Slc13a5 (1.91) showed a positive correlation (Figure 6F, p < 0.05). The gene discussed is GAPDHS; the disease is arthritic joint disease.