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Future research should therefore integrate multi-omics approaches, network pharmacology, and artificial intelligence to elucidate synergistic mechanisms, advance large-scale clinical trials, and promote the development of intelligent, natural-source delivery systems to support the precision and broader application of combination therapy

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More importantly, berberine interacts with drug-metabolizing enzymes and transporters such as cytochrome P450 enzymes and P-glycoprotein