CD4 and HIV infectious disease: In this study, based on CD4-staged structure, we formulated two CD4-staged models (Markov model named as method 1 and deterministic compartmental model named method 2) to obtain the declining trend of new and undiagnosed HIV infections but late diagnosis of the undiagnosed HIV cases, which constitute the feature of HIV infections in Guangxi.