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Histopathological hallmarks include hepatic swelling, vacuolar degeneration, and necrosis, while clinical markers feature elevated serum transaminases (ALT, AST) and bilirubin, alongside reduced albumin, indicating compromised liver function ( TNF- , IL-1 , IL-6 , and IL-8 , alongside anti-inflammatory mediators like IL-10 ( The zebrafish model has emerged as a powerful system for deconstructing this complexity (Table 3), owing to its high evolutionary conservation in liver morphology and function, including a well-characterized suite of CYP450 enzymes and a drug metabolism system that parallels human pathways ( in vivo DILI studies in larvae

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Furthermore, high-throughput omics techniquesincluding genomics, proteomics, and metabolomicscombined with bioinformatics offer powerful tools for systematically investigating the molecular mechanisms underlying toxicity (Martinez-Sena et al., 2023)