Renal fibrosis constitutes the core pathological hallmark of chronic kidney disease (CKD) progression. Its intricate pathogenesis and the paucity of efficacious clinical interventions have elevated it to a critical global public health concern. Recently, the intersection of metabolic reprogramming and epigenetic regulation has illuminated that aberrant lactate accumulation associated with dysregulated glycolysis and the ensuing imbalance of histone and non-histone lysine lactylation (Kla) may represent an important molecular link between renal cellular metabolic perturbations and the fibrotic cascade. The dynamic landscape of Kla is regulated by lactate itself, alongside "writers" (lactoyltransferases), "erasers" (delactylases), and site-specific "readers." Currently, Kla marks have been extensively mapped across the core histones H2A, H2B, H3, and H4. Notably, histone H3 lysine 18 lactylation (H3K18la), histone H3 lysine 14 lactylation (H3K14la), histone H4 lysine 12 lactylation (H4K12la), and histone H4 lysine 16 lactylation (H4K16la) represent the most rigorously investigated loci within the context of renal fibrosis, where they have been implicated in pathological processes, including tubular epithelial-to-mesenchymal transition, perturbation of the renal inflammatory microenvironment, and mitochondrial impairment. Beyond histone modifications, the biological significance of non-histone Kla is increasingly being recognized. Investigations into specific loci, such as acyl-coenzyme A synthetase family member 2 K182 lactylation (ACSF2-K182la) and PBX homeobox 1 K40 lactylation (PBX1-K40la), are emerging as areas of growing research interest in renal fibrosis. This review systematically synthesizes the metabolic foundations, molecular mechanisms, pathological roles, disease correlations, and targeted therapeutic strategies associated with both histone and non-histone Kla. By integrating cutting-edge discoveries and delineating the challenges confronting contemporary research, we endeavor to provide a comprehensive academic overview. Ultimately, we aim to deepen the mechanistic understanding of Kla in CKD-related renal fibrosis and to inform future investigations into its translational potential for novel diagnostics and therapeutics.
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