Cluster analysis also identified an interesting population of CD14+CD16+ monocytes expressing high levels of IL3R and TIM3, which were found to have significantly elevated abundance in PBC patients relative to controls. The gene discussed is HAVCR2; the disease is primary biliary cholangitis.