Subsets of gamma-delta T cells (CD3+TCRgd+), CD8+ T cells (CD3+CD8+CD161+PD1+), and memory B cells (CD3−CD19+CD20+CD24+CD27+) were found to have lower abundance in PBC than in control. Here, KLRB1 is linked to primary biliary cholangitis.