BACKGROUND: Proliferative diabetic retinopathy (PDR) is among the primary causes of blindness in individuals with diabetes. Elevated lactate levels have been identified as a critical biomarker associated with the prognosis of PDR. While significant lactate accumulation has been observed in the vitreous fluid of PDR patients, the detailed pathways through which lactate impacts pathological neovascularization remain insufficiently elucidated. METHODS: The study employed single-cell RNA sequencing (scRNA-seq) to identify and characterize lactate-associated cell type in PDR patients. Key gene expression profiles and molecular pathways associated with lactate metabolism were analyzed. In vitro experiments were conducted using microglial cell cultures treated with high-glucose conditions (50 mM) to assess the induction of lactate metabolism-related genes. Additionally, an oxygen-induced retinopathy (OIR) mouse model was used to evaluate the impact of abemaciclib, an FDA-approved proliferation inhibitor, on retinal neovascularization. RESULTS: To the best of our knowledge, this investigation is the first to delineate a novel microglial subset, designated as MKI67 CONCLUSION: The identification of MKI67