METTL1 and intrahepatic cholangiocarcinoma: These findings highlight the physiological function and molecular mechanism by which METTL1 regulates oncogenic mRNA translation and drives ICC progression, providing a theoretical basis for developing anticancer strategies targeting tRNA modifications.