G6PD and neoplasm: The findings were complemented by immune infiltration analysis, molecular characterization, and drug sensitivity prediction using CellMiner, followed by molecular docking validation.<h4>Results</h4>G6PD<sup>+</sup> malignant tumor cells with high bile acid metabolism scores exhibited enhanced bile acid metabolic activity, accompanied by activation of macrophages and endothelial cells.