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We traced somatic mutations in human natural killer (NK) cells, revealing extensive clonal dominance in cytomegalovirus-associated memory, with individual genetically diversified clones comprising up to 95% of the population, originating early in life and expanding over years. Their genetic evolution was associated with positive selection of acquired coding mutations, linking somatic variation to NK cell clonal fitness. Among candidate drivers, we identified mutations in the chromatin regulator KMT2D, whose induced deletion in mature NK cells conferred a competitive advantage following infection in vivo. 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