The KTR is consistently higher in PWH compared to controls [28, 56, 82] and KP metabolites are associated with vascular endothelial dysfunction [52], CAP development [39], liver fibrosis [84] and increased adiposity [28] in PWH. Here, NPPA is linked to Hepatic fibrosis.