CD4 and neurosyphilis: Furthermore, the risk of neurosyphilis correlates with the stage of syphilis infection, whether patients have received previous treatment for syphilis, whether they present with neurological symptoms, their CD4+ T-cell counts, neutrophil to lymphocyte ratios, and the elevation of white blood cells and protein indices in the CSF (20–22).