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Such comprehensive models can predict the risk of severe complications post-radiation, enabling clinicians to tailor therapeutic interventions more effectively

2b, Supplementary Fig

58 Franceschi et al in 2018 and Li et al in 2021 outlined the hallmarks of aging, which include: 1) genomic instability, 2) reduced telomere length, 3) epigenetic influences, 4) loss of proteostasis or macromolecular damage 5) deregulated nutrient sensing and metabolic signaling pathways, 6) cellular senescence, 7) stem cell exhaustion, 8) stress and mitochondrial dysfunction and 9) altered intercellular communication