By analyzing the network’s topology, we identified several core proteins occupying key positions within the network, such as IL6, TNF, PPARG, CASP3, and BCL2. These proteins were likely to play crucial roles in Guiqi Yimu Powder’s treatment of fatty liver. Here, CASP3 is linked to fatty liver disease.