Taken together, we present a comprehensive analysis exploring the relationship between tRNA abundance, codon usage and EGFR/EFEMP1 translation, to uncover the molecular mechanism underlying METTL1's oncogenic function in BC, adding to a limited body of knowledge regarding the significance of METTL1 in BC. Here, METTL1 is linked to breast cancer.