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This review adopts a continuous spectrum perspective-spanning immune development, immune maturation, and immunosenescence-to delineate host immune responses to influenza across different life stages. Subsequently, the influence of these age-dependent differences on vaccine effectiveness is discussed. Based on these insights, an age-specific vaccine development strategy is proposed to guide differentiated vaccine optimization approaches for children, adults, and the elderly. 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