Intriguingly, we discovered that serum IL-6 and IFN-γ levels in PBC patients were positively associated with those in saliva (Fig. 4c,d), but no obvious association was observed for IL-10, IL-17A, or TNF-α in saliva versus serum. Here, TNF is linked to primary biliary cholangitis.