Shotgun metagenomics sequencing allowed us to define viral and bacterial taxa associated with the subject ́s gender, sex behavior, HIV infection, and related variables such as CD4+ T-cell counts, HIV viral load, and the development of precancerous anal lesions. The gene discussed is CD4; the disease is HIV infectious disease.