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These findings support a mechanistic link between thyroid dysfunction, fibrotic ECM remodeling, and hepatic carcinogenesis, positioning ECM stiffness as a critical pathogenic nexus in the transition from MAFLD to HCC (157)

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By providing a systematic framework for integrating ML approaches with chemical solubility prediction, this work bridges the gap between computational methods and experimental chemistry

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