In the 3D model, M2-polarised macrophages (CD68 + CD163 + TMEM119 -) that had been validated by ICC were co-cultured with tumour cells (Supplementary Fig. 7a). This evidence concerns the gene CD163 and intrahepatic cholangiocarcinoma.