Thus, for HIV/syphilis co-infected patients with or without neurological symptoms, CD4 <350 per μL, serological TRUST titer ≥1:16, and neurological symptoms such as hearing loss, vision deficiency, and headache were predictors for performing CSF test for the diagnosis of neurosyphilis. The gene discussed is CD4; the disease is Headache.