Although studies on PPAR-regulating immunity in PBC are relatively limited, current research results have preliminarily confirmed that activation of PPARs is involved in the reverse of Th1-dominant immune injury, which may delay the progression of PBC. This evidence concerns the gene PPARA and primary biliary cholangitis.