This study, using a network-centric approach, reveals the complex interaction among differentially expressed genes (DEGs) in gallbladder cancer (GBC), highlighting the crucial roles of TRIP13, NEK2, and TPX2 in steering the disease's development and prognosis. Here, TPX2 is linked to gallbladder cancer.