In this study, LASSO was applied to the features extracted from four deep learning models (ResNet50, VGG16, EfficientNet-B0, and ViT-Small) across three MRI sequences (T1-weighted, T2-weighted, and DCE) to identify the most significant features for predicting HER2 status in breast cancer. Here, ERBB2 is linked to breast carcinoma.