Central nervous system involvement is one of the reasons for treatment failure in latent syphilis patients, lumbar puncture for screening timely can reduce the missed diagnosis rate of neurosyphilis, and CSF CXCL13 concentration is helpful for the diagnosis and evaluation of therapeutic efficacy of latent syphilis patients with treatment failure and neurosyphilis. The gene discussed is CXCL13; the disease is latent syphilis.