Nada Alani

This study defines the spatial architecture of intrahepatic cholangiocarcinoma using single-cell spatial proteomics and a graph-based deep learning framework to identify multicellular spatial patterns and their association with patient outcomes.

This study shows that reducing GPC3 in liver cancer cells increases their sensitivity to radiation by extending G2/M arrest and activating the ATM/CHK2 pathway, with clinical evidence linking high GPC3 to worse outcomes in radiotherapy-treated HCC patients.