After establishing an osteoarthritis animal model, relative mRNA and protein expression levels were measured, consistent with the bioinformatics prediction results.<h4>Conclusions</h4>Our research identified a previously unreported potential target for osteoarthritis, SYF2, through single-cell sequencing and machine learning. This evidence concerns the gene SYF2 and osteoarthritis.