Abstract The extent of heterogeneity in DNA sequence within human cancers has been difficult to fully assess, due to the absence of methods with sufficient sensitivity to detect minority variants. For example, next-generation sequencing could in principle detect sub-clonal mutations at any genomic position; however due to amplification errors and inaccuracies in the sequencing platform itself, such approaches are limited to detection of mutations present in >1% of cells. We have overcome this limitation by developing an approach, Duplex Sequencing, which improves the accuracy of next-generation sequencing by >100,000 fold. Duplex Sequencing is based upon separately tagging and sequencing the two strands of single molecules of duplex DNA. True mutations are present at the same position in both DNA strands and are complementary, whereas artifacts arising from amplification or sequencing errors are seen in only one strand. The calculated error rate of our approach is less than one artifactual mutation per billion nucleotides sequenced (ref. 1). We have also developed an enrichment approach based on sequential rounds of hybridization to biotinylated probes which enables efficient sequencing of targeted regions of the genome (ref. 2). Duplex Sequencing thereby enables exceptionally sensitive detection of sequence heterogeneity within any set of genes. We have now applied Duplex Sequencing to study of sequence heterogeneity in both normal and malignant samples. In acute myeloid leukemia (AML), we find multiple sub-clonal mutations which fall below the detection limit of conventional approaches, some of which encode mutations that can drive chemotherapy resistance and cancer progression. Our results indicate that prior studies have under-estimated the burden of sub-clonal mutations in AML by more than 1,000-fold. We have additionally studied chronic myeloid leukemia (CML); treatment of CML with inhibitors directed against the Abl kinase represents the prototypical targeted cancer therapy. With Duplex Sequencing, we find that Abl mutations are extremely uncommon at the time of CML diagnosis. In contrast, refractory patients who fail therapy frequently possess multiple sub-clonal mutations within the Abl kinase, most of which are below the resolution of conventional approaches but are readily detected with our method. In ongoing work, we have found multiple sub-clonal mutations within human prostate cancer and colon cancer, suggestive of widespread intratumor heterogeneity that may limit the efficacy of single-agent therapy in these diseases.