Detection of ultra-rare mutations by next-generation sequencing
Open accessAbstract
Next-generation DNA sequencing promises to revolutionize clinical medicine and basic research. However, while this technology has the capacity to generate hundreds of billions of nucleotides of DNA sequence in a single experiment, the error rate of ∼1% results in hundreds of millions of sequencing mistakes. These scattered errors can be tolerated in some applications but become extremely problematic when “deep sequencing” genetically heterogeneous mixtures, such as tumors or mixed microbial populations. To overcome limitations in sequencing accuracy, we have developed a method termed Duplex Sequencing. This approach greatly reduces errors by independently tagging and sequencing each of the two strands of a DNA duplex. As the two strands are complementary, true mutations are found at the same position in both strands. In contrast, PCR or sequencing errors result in mutations in only one strand and can thus be discounted as technical error. We determine that Duplex Sequencing has a theoretical background error rate of less than one artifactual mutation per billion nucleotides sequenced. In addition, we establish that detection of mutations present in only one of the two strands of duplex DNA can be used to identify sites of DNA damage. We apply the method to directly assess the frequency and pattern of random mutations in mitochondrial DNA from human cells.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Duplex sequencing enables the detection of mutations as low as 1 in 10^8 nucleotides sequenced.
“duplex sequencing enables the detection of mutations as low as 1 in 10 8 nucleotides sequenced (17, 18).”
From Why Cockayne syndrome patients do not get cancer despite their DNA repair deficiency (2016) · cites this paper as [17]
The Abstract reports a theoretical background error rate of less than one artifactual mutation per 10^9 nucleotides, consistent with the potential to detect very rare mutations. But the Results (Mutant Recovery; page not provided) demonstrate recovery only down to one mutant molecule per 10,000 wild-type molecules, not detection at one in 10^8. (LLM, conf=0.85)
Experimental — accuracy not yet measuredDNA degradation with time (guanosine oxidation, cytosine deamination) interferes with rare allele detection.
“DNA degradation with time (i.e. guanosine oxidation, cytosine deamination) is known to interfere with rare allele detection34”
From Role of TP53 mutations in the origin and evolution of therapy-related acute myeloid leukaemia (2015) · cites this paper as [34]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Circulating microRNAs as stable blood-based markers for cancer detection
Mitchell, P. S., Parkin, R. K., Kroh, E. M., Fritz, B. R., Wyman, S. K., Pogosova-Agadjanyan, E. L., Peterson, A., Noteboom, J., O'Briant, K. C., Allen, A., et al. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0804549105 · Cited by 7,969 · see citing works
Next-generation DNA sequencing
Shendure, J., & Ji, H. (2008) · Nature Biotechnology · doi:10.1038/nbt1486 · Cited by 4,509 · see citing works
Insertion of specific bases during DNA synthesis past the oxidation-damaged base 8-oxodG
Shibutani, S., Takeshita, M., & Grollman, A. P. (1991) · Nature · doi:10.1038/349431a0 · Cited by 2,224 · see citing works
Lindahl, T. L., & Wood, R. D. (1999) · Science · doi:10.1126/science.286.5446.1897 · Cited by 1,489 · see citing works
Detection and quantification of rare mutations with massively parallel sequencing
Kinde, I., Wu, J., Papadopoulos, N., Kinzler, K. W., & Vogelstein, B. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1105422108 · Cited by 1,205 · see citing works
Noninvasive diagnosis of fetal aneuploidy by shotgun sequencing DNA from maternal blood
Fan, H. C., Blumenfeld, Y. J., Chitkara, U., Hudgins, L., & Quake, S. R. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0808319105 · Cited by 1,110 · see citing works
Analysis of Genetic Inheritance in a Family Quartet by Whole-Genome Sequencing
Roach, J. C., Glusman, G., Smit, A. F. A., Huff, C. D., Hubley, R., Shannon, P. T., Rowen, L., Pant, K. P., Goodman, N., Bamshad, M., et al. (2010) · Science · doi:10.1126/science.1186802 · Cited by 1,084 · see citing works
Counting absolute numbers of molecules using unique molecular identifiers
Kivioja, T., Vähärautio, A., Karlsson, K., Bonke, M., Enge, M., Linnarsson, S., & Taipale, J. (2012) · Nature Methods · doi:10.1038/nmeth.1778 · Cited by 1,010 · see citing works
A large genome center's improvements to the Illumina sequencing system
Quail, M. A., Kozarewa, I., Smith, F., Scally, A., Stephens, P. J., Durbin, R. M., Swerdlow, H., & Turner, D. (2008) · Nature Methods · doi:10.1038/nmeth.1270 · Cited by 732 · see citing works
Meyerhans, A., Vartanian, J., & Wain–Hobson, S. (1990) · Nucleic Acids Research · doi:10.1093/nar/18.7.1687 · Cited by 578 · see citing works
Kozarewa, I., Ning, Z., Quail, M. A., Sanders, M. J., Berriman, M., & Turner, D. J. (2009) · Nature Methods · doi:10.1038/nmeth.1311 · Cited by 565 · see citing works
Bias and artifacts in multitemplate polymerase chain reactions (PCR)
Kanagawa, T. (2003) · Journal of Bioscience and Bioengineering · doi:10.1016/s1389-1723(03)90130-7 · Cited by 549 · see citing works
Massively parallel functional dissection of mammalian enhancers in vivo
Patwardhan, R. P., Hiatt, J. B., Witten, D. M., Kim, M. J., Smith, R. P., May, D., Lee, C., Andrie, J. M., Lee, S.-I., Cooper, G. M., et al. (2012) · Nature Biotechnology · doi:10.1038/nbt.2136 · Cited by 536 · see citing works
Self-citationA high observed substitution rate in the human mitochondrial DNA control region
Parsons, T. J., Muniec, D., Sullivan, K., Woodyatt, N. J., Alliston-Greiner, R., Wilson, M. R., Berry, D. L., Holland, K. A., Weedn, V. W., Gill, P., et al. (1997) · Nature Genetics · doi:10.1038/ng0497-363 · Cited by 491 · see citing works
Mitochondrial point mutations do not limit the natural lifespan of mice
Vermulst, M., Bielas, J. H., Kujoth, G. C., Ladiges, W. C., Rabinovitch, P. S., Prolla, T. A., & Loeb, L. A. (2007) · Nature Genetics · doi:10.1038/ng1988 · Cited by 404 · see citing works
Self-citationBoyd, S. D., Marshall, E. L., Merker, J. D., Maniar, J. M., Zhang, L. N., Sahaf, B., Jones, C. D., Simen, B. B., Hanczaruk, B., Nguyen, K. D., et al. (2009) · Science Translational Medicine · doi:10.1126/scitranslmed.3000540 · Cited by 387 · see citing works
High aggregate burden of somatic mtDNA point mutations in aging and Alzheimer's disease brain
Lin, M. T. (2002) · Human Molecular Genetics · doi:10.1093/hmg/11.2.133 · Cited by 366 · see citing works
Subclonal phylogenetic structures in cancer revealed by ultra-deep sequencing
Campbell, P. J., Pleasance, E., Stephens, P. J., Dicks, E., Rance, R., Goodhead, I., Follows, G., Green, A. R., Futreal, P. A., & Stratton, M. R. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0801523105 · Cited by 365 · see citing works
Mutational specificity of depurination.
Kunkel, T. A. (1984) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.81.5.1494 · Cited by 362 · see citing works
Accurate sampling and deep sequencing of the HIV-1 protease gene using a Primer ID
Jabara, C. B., Jones, C. D., Roach, J. M., Anderson, J. A., & Swanstrom, R. I. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1110064108 · Cited by 357 · see citing works
Embryonic stem cells and somatic cells differ in mutation frequency and type
Cervantes, R. B., Stringer, J. R., Shao, C., Tischfield, J. A., & Stambrook, P. J. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.062527199 · Cited by 317 · see citing works
Direct Estimation of the Mitochondrial DNA Mutation Rate in Drosophila melanogaster
Liautard‐Haag, C., Coffey, N., Houle, D., Lynch, M., Charlesworth, B., & Keightley, P. D. (2008) · PLoS Biology · doi:10.1371/journal.pbio.0060204 · Cited by 296 · see citing works
Hypervariable Sites in the mtDNA Control Region Are Mutational Hotspots
Stoneking, M. (2000) · The American Journal of Human Genetics · doi:10.1086/303092 · Cited by 278 · see citing works
Shiroguchi, K., Jia, T. Z., Sims, P. A., & Xie, X. S. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1118018109 · Cited by 276 · see citing works
Mutagenic spectrum resulting from DNA damage by oxygen radicals
McBride, T. J., Preston, B. D., & Loeb, L. A. (1991) · Biochemistry · doi:10.1021/bi00215a030 · Cited by 239 · see citing works
Self-citationReliable detection of subclonal single-nucleotide variants in tumour cell populations
Gerstung, M., Beisel, C., Rechsteiner, M., Wild, P. J., Schraml, P., Moch, H., & Beerenwinkel, N. (2012) · Nature Communications · doi:10.1038/ncomms1814 · Cited by 235 · see citing works
How rapidly does the human mitochondrial genome evolve?
Howell, N., Kubacka, I., & Mackey, D. A. (1996) · PubMed · Cited by 216 · see citing works
Somatic mutations in aging, cancer and neurodegeneration
Kennedy, S. R., Loeb, L. A., & Herr, A. J. (2011) · Mechanisms of Ageing and Development · doi:10.1016/j.mad.2011.10.009 · Cited by 216 · see citing works
Self-citationStiller, M., Green, R. E., Ronan, M., Simons, J. F., Du, L., He, W., Egholm, M., Rothberg, J. M., Keates, S. G., Ovodov, N. D., et al. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0605327103 · Cited by 199 · see citing works
Error correction of next-generation sequencing data and reliable estimation of HIV quasispecies
Zagordi, O., Klein, R. R., Däumer, M., & Beerenwinkel, N. (2010) · Nucleic Acids Research · doi:10.1093/nar/gkq655 · Cited by 199 · see citing works
Song, S., Pursell, Z. F., Copeland, W. C., Longley, M. J., Kunkel, T. A., & Mathews, C. K. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0500253102 · Cited by 176 · see citing works
A SNP discovery method to assess variant allele probability from next-generation resequencing dataPreprint
Shen, Y., Wan, Z., Coarfa, C., Drabek, R. B., Chen, L., Ostrowski, E. A., Liu, Y., Weinstock, G. M., Wheeler, D. A., Gibbs, R. A., et al. (2009) · Genome Research · doi:10.1101/gr.096388.109 · Cited by 166 · see citing works
A method for counting PCR template molecules with application to next-generation sequencing
Casbon, J. A., Osborne, R. J., Brenner, S., & Lichtenstein, C. P. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr217 · Cited by 158 · see citing works
Parallel, tag-directed assembly of locally derived short sequence reads
Hiatt, J. B., Patwardhan, R. P., Turner, E. H., Lee, C., & Shendure, J. (2010) · Nature Methods · doi:10.1038/nmeth.1416 · Cited by 149 · see citing works
Self-citationLecroq, B., Lejzerowicz, F., Bachar, D., et al. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1018426108 · Cited by 146 · see citing works
Quantification of rare allelic variants from pooled genomic DNA
Druley, T. E., Vallania, F., Wegner, D., Varley, K. E., Knowles, O. L., Bonds, J. A., Robison, S. W., Doniger, S. W., Hamvas, A., Cole, F. S., et al. (2009) · Nature Methods · doi:10.1038/nmeth.1307 · Cited by 145 · see citing works
Human brain contains high levels of heteroplasmy in the noncoding regions of mitochondrial DNA.
JAZIN, E. E., Cavelier, L. B., Eriksson, I., Oreland, L., & Gyllensten, U. (1996) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.93.22.12382 · Cited by 144 · see citing works
Counting individual DNA molecules by the stochastic attachment of diverse labels
Fu, G. K., Hu, J., Wang, P., & Fodor, S. P. A. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1017621108 · Cited by 142 · see citing works
Ultrasensitive detection of rare mutations using next-generation targeted resequencing
Flaherty, P., Natsoulis, G., Muralidharan, O., Winters, M. A., Buenrostro, J. D., Bell, J., Brown, S. T., Holodniy, M., Zhang, N. R., & Ji, H. P. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr861 · Cited by 127 · see citing works
Accumulation of point mutations in mitochondrial DNA of aging mice
Khaidakov, M., Heflich, R. H., Manjanatha, M. G., Myers, M. B., & Aidoo, A. (2003) · Mutation research. Fundamental and molecular mechanisms of mutagenesis · doi:10.1016/s0027-5107(03)00010-1 · Cited by 123 · see citing works
Fidelity of mammalian DNA replication and replicative DNA polymerases
Thomas, D. C., Roberts, J. D., Sabatino, R. D., Myers, T. W., Tan, C. K., Downey, K. M., So, A. G., Bambara, R. A., & Kunkel, T. A. (1991) · Biochemistry · doi:10.1021/bi00115a003 · Cited by 121 · see citing works
Chromatin profiling by directly sequencing small quantities of immunoprecipitated DNA
Goren, A., Ozsolak, F., Noam Shoresh, F., Ku, M., Adli, M., Hart, C., Gymrek, M., Zuk, O., Regev, A., Milos, P. M., et al. (2009) · Nature Methods · doi:10.1038/nmeth.1404 · Cited by 118 · see citing works
Ferrari, S., & Bouxsein, M. (2009) · Science Translational Medicine · doi:10.1126/scitranslmed.3000268 · Cited by 111 · see citing works
Fordyce, S. L., Ávila‐Arcos, M. C., Rockenbauer, E., Børsting, C., Frank-Hansen, R., Petersen, F. T., Willerslev, E., Hansen, A. J., Morling, N., & Gilbert, M. T. P. (2011) · BioTechniques · doi:10.2144/000113721 · Cited by 108 · see citing works
Gundry, M. C., & Vijg, J. (2011) · Mutation research. Fundamental and molecular mechanisms of mutagenesis · doi:10.1016/j.mrfmmm.2011.10.001 · Cited by 86 · see citing works
Palm Mutants in DNA Polymerases α and η Alter DNA Replication Fidelity and Translesion Activity
Niimi, A., Limsirichaikul, S., Yoshida, S., Iwai, S., Masutani, C., Hanaoka, F., Kool, E. T., Nishiyama, Y., & Suzuki, M. (2004) · Molecular and Cellular Biology · doi:10.1128/mcb.24.7.2734-2746.2004 · Cited by 84 · see citing works
Molecular barcodes detect redundancy and contamination in hairpin-bisulfite PCR
Miner, B. E., Stöger, R. J., Burden, A. F., et al. (2004) · Nucleic Acids Research · doi:10.1093/nar/gnh132 · Cited by 69 · see citing works
Garcia‐Garcerà, M., Gigli, E., Sánchez‐Quinto, F., Ramírez, Ó., Calafell, F., Civit, S., & Lalueza‐Fox, C. (2011) · PLoS ONE · doi:10.1371/journal.pone.0024161 · Cited by 50 · see citing works
Quantification of mitochondrial DNA mutation load
Greaves, L. C., Beadle, N. E., Taylor, G. A., Commane, D. M., Mathers, J. C., Khrapko, K., & Turnbull, D. M. (2009) · Aging Cell · doi:10.1111/j.1474-9726.2009.00505.x · Cited by 42 · see citing works
Encoding PCR Products with Batch-stamps and Barcodes
McCloskey, M. L., Stöger, R. J., Hansen, R. S., & Laird, C. D. (2007) · Biochemical Genetics · doi:10.1007/s10528-007-9114-x · Cited by 35 · see citing works
Active Site Mutations in Mammalian DNA Polymerase δ Alter Accuracy and Replication Fork Progression
Schmitt, M. W., Venkatesan, R. N., Pillaire, M., Hoffmann, J., Sidorova, J. M., & Loeb, L. A. (2010) · Journal of Biological Chemistry · doi:10.1074/jbc.m110.147017 · Cited by 21 · see citing works
Self-citationKraytsberg, Y., Nicholas, A., Caro, P., & Khrapko, K. (2008) · Methods · doi:10.1016/j.ymeth.2008.10.005 · Cited by 19 · see citing works
Formation, Inhibition of Formation, and Repair of Oxidative 8-Hydroxyguanine DNA Damage
Kasai, H., Chung, M. H., Yamamoto, F., Ohtsuka, E., Laval, J., Grollman, A. P., & Nishimura, S. (1993) · Springer eBooks · doi:10.1007/978-1-4615-2984-2_23 · Cited by 16 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
An ultrasensitive method for quantitating circulating tumor DNA with broad patient coverage
Newman, A. M., Bratman, S. V., To, J., Wynne, J. F., Eclov, N. C. W., Modlin, L. A., Liu, C. L., Neal, J. W., Wakelee, H. A., Merritt, R. E., et al. (2014) · Nature Medicine · doi:10.1038/nm.3519 · Cited by 2,220 · see citing works
Current and future perspectives of liquid biopsies in genomics-driven oncology
Heitzer, E., Haque, I. S., Roberts, C. E. S., & Speicher, M. R. (2019) · Nature Reviews Genetics · doi:10.1038/s41576-018-0071-5 · Cited by 1,557 · see citing works
Clonal evolution in breast cancer revealed by single nucleus genome sequencing
Wang, Y., Waters, J., Leung, M. L., Unruh, A., Roh, W., Shi, X., Chen, K., Scheet, P., Vattathil, S., Liang, H., et al. (2014) · Nature · doi:10.1038/nature13600 · Cited by 1,029 · see citing works
Sensitive tumour detection and classification using plasma cell-free DNA methylomes
Shen, S. Y., Singhania, R., Fehringer, G., Chakravarthy, A., Roehrl, M. H. A., Chadwick, D., Zuzarte, P. C., Borgida, A., Wang, T. T., Li, T., et al. (2018) · Nature · doi:10.1038/s41586-018-0703-0 · Cited by 983 · see citing works
Role of TP53 mutations in the origin and evolution of therapy-related acute myeloid leukaemia
Wong, T. N., Ramsingh, G., Young, A. L., Miller, C. A., Touma, W., Welch, J. S., Lamprecht, T. L., Shen, D., Hundal, J., Fulton, R. S., et al. (2015) · Nature · doi:10.1038/nature13968 · Cited by 892 · see citing works
Lung adenocarcinoma promotion by air pollutants
Hill, W., Lim, E. L., Weeden, C. E., Lee, C., Augustine, M., Chen, K., Kuan, F.-C., Marongiu, F., Evans, E. J., Moore, D. A., et al. (2023) · Nature · doi:10.1038/s41586-023-05874-3 · Cited by 808 · see citing works
Clonal haematopoiesis harbouring AML-associated mutations is ubiquitous in healthy adults
Young, A. L., Challen, G. A., Birmann, B. M., & Druley, T. E. (2016) · Nature Communications · doi:10.1038/ncomms12484 · Cited by 692 · see citing works
The promise and challenge of high-throughput sequencing of the antibody repertoire
Georgiou, G., Ippolito, G. C., Beausang, J., Busse, C. E., Wardemann, H., & Quake, S. R. (2014) · Nature Biotechnology · doi:10.1038/nbt.2782 · Cited by 652 · see citing works
The mutational landscape of normal human endometrial epithelium
Moore, L., Leongamornlert, D., Coorens, T. H. H., Sanders, M. A., Ellis, P., Dentro, S. C., Dawson, K. J., Butler, T., Rahbari, R., Mitchell, T. J., et al. (2020) · Nature · doi:10.1038/s41586-020-2214-z · Cited by 499 · see citing works
Single Cell Genomics: Advances and Future Perspectives
Macaulay, I. C., & Voet, T. (2014) · PLoS Genetics · doi:10.1371/journal.pgen.1004126 · Cited by 384 · see citing works
<scp>UV</scp> Signature Mutations
Brash, D. E. (2015) · Photochemistry and Photobiology · doi:10.1111/php.12377 · Cited by 401 · see citing works
Kennedy, S. R., Salk, J. J., Schmitt, M. W., & Loeb, L. A. (2013) · PLoS Genetics · doi:10.1371/journal.pgen.1003794 · Cited by 363 · see citing works
Self-citationPickrell, A. M., Huang, C.-H., Kennedy, S. R., Ordureau, A., Sideris, D. P., Hoekstra, J. G., Harper, J. W., & Youle, R. J. (2015) · Neuron · doi:10.1016/j.neuron.2015.06.034 · Cited by 327 · see citing works
Self-citationHoang, M. L., Kinde, I., Tomasetti, C., McMahon, K. W., Rosenquist, T. A., Grollman, A. P., Kinzler, K. W., Vogelstein, B., & Papadopoulos, N. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1607794113 · Cited by 224 · see citing works
Cancer-associated mutations in endometriosis: shedding light on the pathogenesis and pathophysiology
Guo, S.-W. (2020) · Human Reproduction Update · doi:10.1093/humupd/dmz047 · Cited by 96 · see citing works
Deatherage, D. E., Traverse, C. C., Wolf, L. N., & Barrick, J. E. (2015) · Frontiers in Genetics · doi:10.3389/fgene.2014.00468 · Cited by 93 · see citing works
Sanchez-Contreras, M., Sweetwyne, M. T., Tsantilas, K. A., Whitson, J. A., Campbell, M. D., Kohrn, B. F., Kim, H. J., Hipp, M. J., Fredrickson, J., Nguyen, M. M., et al. (2023) · eLife · doi:10.7554/elife.83395 · Cited by 71 · see citing works
Self-citationWhy Cockayne syndrome patients do not get cancer despite their DNA repair deficiency
Reid-Bayliss, K. S., Arron, S. T., Loeb, L. A., Bezrookove, V., & Cleaver, J. E. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1610020113 · Cited by 55 · see citing works
Self-citationSequencing-based measurable residual disease testing in acute myeloid leukemia
Yoest, J. M., Shirai, C. L., & Duncavage, E. J. (2020) · Frontiers in Cell and Developmental Biology · doi:10.3389/fcell.2020.00249 · Cited by 48 · see citing works
Pohjoismäki, J. L. O., Williams, S. L., Boettger, T., Goffart, S., Kim, J., Suomalainen, A., Moraes, C. T., & Braun, T. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1303046110 · Cited by 45 · see citing works
Analyzing somatic mutations by single-cell whole-genome sequencing
Zhang, L., Lee, M., Maslov, A. Y., Montagna, C., Vijg, J., & Dong, X. (2024) · Nature Protocols · doi:10.1038/s41596-023-00914-8 · Cited by 26 · see citing works
- Authors
- Schmitt, M. W., Kennedy, S. R., Salk, J. J., Fox, E. J., Hiatt, J. B., & Loeb, L. A.
- Affiliations
- Departments of aPathology,
- Genome Sciences, and
- University of Washington (US)
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2012-08
- Volume
- 109
- Issue
- 36
- Pages
- 14508-14513
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC3437896
- OpenAlex
- W2143197030
- Cited by
- 1,047
- References
- 53
- Citations by year
- 2026: 58 · 2025: 81 · 2024: 85 · 2023: 68 · 2022: 88 · 2021: 88 · 2020: 88 · 2019: 79 · 2018: 77 · 2017: 77 · 2016: 81 · 2015: 60 · 2014: 75 · 2013: 39 · 2012: 3
- FWCI
- 22.62
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health
- National Institute on Aging (T32AG000057, P01 AG0751, P01AG001751, F30AG039173, F30AG033485, Z01AG000751)
- National Cancer Institute (R01CA102029, R01CA115802)
- National Institute of General Medical Sciences (T32GM007266)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Keywords
- duplex sequencing, sequencing error rate, strand-specific sequencing, DNA damage detection, mitochondrial DNA mutations, tumor heterogeneity, mixed culture
- MeSH terms
- DNA Damage, Humans, Mutation, Neoplasms, Oligonucleotides, Research Design, Metagenome, High-Throughput Nucleotide Sequencing
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review