TNF and cholangiocarcinoma: Regarding TNFα production after stimulation (Fig. 1b and Supplementary Table S2), a statistically significant decrease in the frequency of TNFα producing classical monocytes, for CCA (74% ± 29) and HCC (85% ± 20) at T0, was observed when compared to the HG (98% ± 2).