An analysis of somatic mutations in blood exomes from 200,618 individuals revealed previously unrecognized genes driving clonal hematopoiesis. Mutations in these genes showed age-dependent clonal expansion and their presence correlated with heightened risks of infection, death and hematological malignancy.