Interestingly, although tumor-infiltrating B lymphocytes are often linked to better outcomes in cholangiocarcinoma and related biliary cancers 34, the co-occurrence of high ALPP expression with increased B cell/DC infiltration in our study suggests a complex immune context. The gene discussed is ALPP; the disease is cholangiocarcinoma.