These findings align with prior studies linking IL-1β to reactive oxygen species (ROS) production and SOCS3 to AD-related neuroinflammation36, supporting a shared inflammatory landscape between neuroHIV and neurodegenerative diseases such as AD. Here, SOCS3 is linked to neurodegenerative disease.