SIRT4 and liver dysplastic nodule: This research addressed that critical gap through a structure-based virtual screening pipeline integrating pharmacophore modeling, molecular docking, ADMET profiling, molecular dynamics (MD) simulations, and density functional theory (DFT) analysis to identify novel SIRT4 inhibitors with therapeutic potential in DN.