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Programmable nucleases-based genome editing systems offer several advantages, such as high editing efficiency, high product purity, and fewer editing by-products. They have been widely used in biopharmaceutical research and crop engineering. Given the diverse needs for research and application, developing functional base editors has become a major focus in the field of genome editing. Currently, genome editing systems derived from clustered regularly interspaced short palindromic repeats and CRISPR-associated (CRISPR-Cas) and transcription activator-like effector (TALE) systems include single base editors, dual base editors, mitochondrial base editors, and CRISPR-related transposase systems. This review provides a comprehensive overview of the development of base editing systems, summarizes the characteristics, off-target effects, optimization, and improvement strategies of various base editors, and provides insights for further improvement and application of genome editing systems.