EGFR and lung adenocarcinoma: The data were screened and reduced by ICC and LASSO methods, and the two best features were obtained by CT and PET, respectively, and different machine learning models were constructed by CT group using the best imaging omics features of CT combined with EGFR to predict brain metastasis of lung adenocarcinoma.