To conclude, we investigated the abnormal lipid metabolism pathway of lung adenocarcinoma by bioinformatics and performed biological experiments to prove that HPGDS can lead to malignant changes by altering the lipid metabolism of lung adenocarcinoma. Here, HPGDS is linked to lung adenocarcinoma.