This study’s establishment of an imageomics model to predict gene mutation in brain metastases and the identification of effective MRI diagnostic sequences enrich the research in this field and provide a novel diagnostic method that can accurately predict EGFR mutation/HER2 + status in adenocarcinoma. Here, ERBB2 is linked to adenocarcinoma.