Whole-genome sequencing data of individuals from the UK Biobank and Iceland and a somatic mutation barcoding strategy enabled detection of clonal hematopoiesis at scale. This comprehensive study provides insights into the epidemiology, somatic and germline genetics, and disease associations of clonal hematopoiesis.