EGFR and neoplasm: To evaluate the benefit of including peptide sequence information during clustering, we investigated whether different sequence weights would affect the performance of a regularized logistic regression model that predicts the mutational status of STK11, whether a patient harbors a mutation in the epidermal growth factor receptor (EGFRm), and the level of tumor infiltration (“hot” versus “cold”).