HIF1A and Hepatic fibrosis: 46 biomarkers (Supplementary Fig. 4c) and 3 pathways (Hepatic fibrosis, LXR/RXR activation, and HIF1α signaling) correlated positively with BD, were upregulated in pwMS with disproportionally high BD, and downmodulated in those with low BD.