Notably, we identified a subset of eight plasma proteins (PAHX, CD8A, HRG, CRIS2, Dynactin subunit 2, AT2A3, CSTN2, and DEPP) that effectively differentiated GBC from cholecystitis with a diagnostic accuracy of 94% when validated on a test set. The gene discussed is CLSTN2; the disease is Cholecystitis.