External validation is warranted to confirm clinical utility.<h4>Conclusion</h4>The CT-derived radiomics signature and nomogram show promise for preoperative ALK mutation prediction in lung adenocarcinoma. This evidence concerns the gene ALK and lung adenocarcinoma.