The observation that increasing tumor cell eccentricity generally leads to a higher likelihood of being predicted as non-benefitting from EGFR TKI Ttx suggests a connection between the elongated morphology of tumor nuclei and the epithelial-mesenchymal transition (EMT) process25. This evidence concerns the gene EGFR and neoplasm.