Through a combination of tissue morphology classification models and pathologist review we show that although tumor regions contain the most signal for EGFR, the attention-based model also considers relevant outlier instances from other tissue types such as immune or stromal features when predicting EGFR mutational status. This evidence concerns the gene EGFR and neoplasm.