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14 reviewsDddA-derived cytosine base editor (DdCBE) couples transcription activator-like effector (TALE) arrays andthe double-stranded DNA (dsDNA)-specific cytidine deaminase DddA to target mitochondrial DNA (mtDNA)for editing. However, structures of DdCBE in action are unavailable, impeding its mechanistic-based optimization for high-precision-demanding therapeutic applications. Here, we determined the cryo-electron microscopy (cryo-EM) structures of DdCBE targeting two native mitochondrial gene loci and combined editing data from systematically designed spacers to develop WinPred, a model that can predict DdCBE’s editing outcome and guide its design to achieve high-precision editing. Furthermore, structure-guided engineering of DddA narrowed the editing window of DdCBE to 2–3 nt while minimizing its off-target (OT) editing to nearbackground levels, thereby generating accurate DdCBE (aDdCBE). Using aDdCBE, we precisely introduced a Leber hereditary optic neuropathy (LHON)-disease-related mutation into mtDNA and faithfully recapitulated the pathogenic conditions without interference from unintended bystander or OT mutations. Our work provides a mechanistic understanding of DdCBE and establishes WinPred and aDdCBE as useful tools for faithfully modelling or correcting disease-related mtDNA mutations.