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In this context, digital twins will serve as dynamic interfaces where individual patient risks are simulated, treatment outcomes are predicted, and these insights are directly translated into actionable clinical decisions

Finally, senescence markers, such as the transcription factors E2F1 and ID1 and the insulin-like growth factor binding protein-3, were significantly altered in ethanol-fed mouse liver specimens compared to controls (Meng et al., 2017)

Front Cardiovasc Med 8:685434 Tadokoro T, Ikeda M, Ide T, Deguchi H, Ikeda S, Okabe K, Ishikita A, Matsushima S, Koumura T, Yamada KI, Imai H, Tsutsui H (2023) Mitochondria-dependent ferroptosis plays a pivotal role in doxorubicin cardiotoxicity