This study aimed to identify and characterize CD3+ T-cells and CD14+ monocytes in the circulation of PWH, focusing on HIV-positive cART-naïve individuals who went on to develop AIDS-NHL within 3 to 36 months prior to their diagnosis (pre-NHL). The gene discussed is CD14; the disease is non-Hodgkin lymphoma.