Similarly, we also identified many metabolites and several proteins (e.g., SLAMF1: signaling lymphocytic activation molecule and IL-15RA: interleukin-15 receptor subunit alpha) associated with HIV infection and diabetes in the same direction. This evidence concerns the gene IL15RA and diabetes mellitus.