We tried to find other parameters in serum to predict neurosyphilis by using regression analysis for TPPA test, RPR test, IgM-FTA-ABS test, CD4+ cell count, HI-viral-load in serum and HIV-status. The gene discussed is CD4; the disease is neurosyphilis.