Co-developed with CSL Behring, this research introduces a high-resolution model that simulates hepatocyte turnover, episomal retention and coagulation factor IX (FIX) expression in virtual patients treated with Etranacogene Dezaparvovec ( HEMGENIX). The model captured clinical variability before recent clinical readouts were available, and projects FIX expression durability over two decades.