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Signatures of mutational processes in human cancer
Open accessAbstract
All cancers are caused by somatic mutations; however, understanding of the biological processes generating these mutations is limited. The catalogue of somatic mutations from a cancer genome bears the signatures of the mutational processes that have been operative. Here we analysed 4,938,362 mutations from 7,042 cancers and extracted more than 20 distinct mutational signatures. Some are present in many cancer types, notably a signature attributed to the APOBEC family of cytidine deaminases, whereas others are confined to a single cancer class. Certain signatures are associated with age of the patient at cancer diagnosis, known mutagenic exposures or defects in DNA maintenance, but many are of cryptic origin. In addition to these genome-wide mutational signatures, hypermutation localized to small genomic regions, 'kataegis', is found in many cancer types. The results reveal the diversity of mutational processes underlying the development of cancer, with potential implications for understanding of cancer aetiology, prevention and therapy.
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In the citing paper
“The use of TAA-derived epitopes has the advantage of allowing development of an off-the-shelf product for a tumour indication with low mutational burden such as GBM, where patients’ tumours express only few tumour-specific antigens [38].”
From Preclinical development of an mRNA-based multiepitope immunotherapeutic for glioblastoma (2025) · cites this paper as [38]
Experimental — accuracy not yet measuredIn the citing paper
“In MM, SBS9, associated with mutations introduced by polymerase η repair of activation-induced deaminase (AID) activity26,31,32, was strongly linked with Q61H”
From The origins and genetic interactions of KRAS mutations are allele- and tissue-specific (2021) · cites this paper as [26]
In the citing paper
“Five substitution and five rearrangement signatures [8, 9] were identified”
From Whole-genome sequencing reveals clinically relevant insights into the aetiology of familial breast cancers (2019) · cites this paper as [8]
In the citing paper
“a high SNV burden associated with APOBEC substitution signature [8]”
From Whole-genome sequencing reveals clinically relevant insights into the aetiology of familial breast cancers (2019) · cites this paper as [8]
In the citing paper
“It has also been noted that the 'pol h mutational signature' (Signature 9; http://cancer.sanger.ac.uk/cosmic/sig natures) occurs in chronic lymphocytic leukemia and malignant Bcell lymphoma genomes 6,26,27 .”
From DNA polymerase η mutational signatures are found in a variety of different types of cancer (2018) · cites this paper as [6]
In the citing paper
“Several distinct mutational signatures sculpt the genome of NSCLC – including signatures of tobacco exposure and APOBEC-mediated cytidine deamination57.”
From Co-occurring genomic alterations in non-small-cell lung cancer biology and therapy (2019) · cites this paper as [57]
In the citing paper
“Melanoma somatic mutations consist almost entirely of C → T transitions, 28% of which are TCC → T mutations (19,31).”
From Evidence for recent, population-specific evolution of the human mutation rate (2015) · cites this paper as [19]
In the citing paper
“Excess C → T transitions are characteristic of several different mutagenic processes including UV damage and cytosine deamination (19).”
From Evidence for recent, population-specific evolution of the human mutation rate (2015) · cites this paper as [19]
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Citations
Cites
Comprehensive molecular characterization of human colon and rectal cancer
The Cancer Genome Atlas Network (2012) · Nature · doi:10.1038/nature11252 · Cited by 8,499
An integrated map of genetic variation from 1,092 human genomes
The 1000 Genomes Project Consortium (2012) · Nature · doi:10.1038/nature11632 · Cited by 7,711
dbSNP: the NCBI database of genetic variation
Sherry, S. T. (2001) · Nucleic Acids Research · doi:10.1093/nar/29.1.308 · Cited by 7,502
Integrated genomic characterization of endometrial carcinoma
The Cancer Genome Atlas Research Network, & Levine, D. A. (2013) · Nature · doi:10.1038/nature12113 · Cited by 5,784
Mutational heterogeneity in cancer and the search for new cancer-associated genes
Lawrence, M. S., Stojanov, P., Polak, P., Kryukov, G. V., Cibulskis, K., Sivachenko, A., Carter, S. L., Stewart, C., Mermel, C. H., Roberts, S. A., et al. (2013) · Nature · doi:10.1038/nature12213 · Cited by 5,461
Self-citationStratton, M. R., Campbell, P. J., & Futreal, P. A. (2009) · Nature · doi:10.1038/nature07943 · Cited by 3,625
Self-citationSomatic mutations affect key pathways in lung adenocarcinoma
Ding, L., Getz, G., Wheeler, D. A., Mardis, E. R., McLellan, M. D., Cibulskis, K., Sougnez, C., Greulich, H., Muzny, D. M., Morgan, M. B., et al. (2008) · Nature · doi:10.1038/nature07423 · Cited by 2,681
Self-citationA landscape of driver mutations in melanoma
Hodis, E., Watson, I. R., Kryukov, G. V., Arold, S. T., Imielinski, M., Theurillat, J.-P., Nickerson, E., Auclair, D., Li, L., Place, C., et al. (2012) · Cell · doi:10.1016/j.cell.2012.06.024 · Cited by 2,610
Self-citationThe Mutational Landscape of Head and Neck Squamous Cell Carcinoma
Stransky, N., Egloff, A. M., Tward, A. D., Kostic, A. D., Cibulskis, K., Sivachenko, A., Kryukov, G. V., Lawrence, M. S., Sougnez, C. L., McKenna, A., et al. (2011) · Science · doi:10.1126/science.1208130 · Cited by 2,541
Self-citationThe mutational landscape of lethal castration-resistant prostate cancer
Grasso, C. S., Wu, Y.-M., Robinson, D. R., Cao, X., Dhanasekaran, S. M., Khan, A. P., Quist, M. J., Jing, X., Lonigro, R. J., Brenner, J. C., et al. (2012) · Nature · doi:10.1038/nature11125 · Cited by 2,517
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Aguirre, A. J., Nowak, J. A., Camarda, N. D., Moffitt, R. A., Ghazani, A. A., Hazar-Rethinam, M., Raghavan, S., Kim, J., Brais, L. K., Ragon, D., et al. (2018) · Cancer Discovery · doi:10.1158/2159-8290.cd-18-0275 · Cited by 367
Tracking the origins and drivers of subclonal metastatic expansion in prostate cancer
Hong, M. K. H., Macintyre, G., Wedge, D. C., Loo, P. V., Patel, K., Lunke, S., Alexandrov, L. B., Sloggett, C., Cmero, M., Marass, F., et al. (2015) · Nature Communications · doi:10.1038/ncomms7605 · Cited by 367
Self-citationImmunotherapy for glioblastoma: current state, challenges, and future perspectives
Liu, Y., Fei, Z., Ali, H. A., Lathia, J. D., & Chen, P. (2024) · Cellular and Molecular Immunology · doi:10.1038/s41423-024-01226-x · Cited by 403
Hu, Z., Li, Z., Ma, Z., & Curtis, C. N. (2020) · Nature Genetics · doi:10.1038/s41588-020-0628-z · Cited by 364
Genome sequencing of normal cells reveals developmental lineages and mutational processes
Behjati, S., Huch, M., van Boxtel, R., Karthaus, W., Wedge, D. C., Tamuri, A. U., Martincorena, I., Petljak, M., Alexandrov, L. B., Gundem, G., et al. (2014) · Nature · doi:10.1038/nature13448 · Cited by 357
Self-citationDriver and Passenger Mutations in Cancer
Pon, J. R., & Marra, M. A. (2014) · Annual Review of Pathology Mechanisms of Disease · doi:10.1146/annurev-pathol-012414-040312 · Cited by 381
Maitra, A., Biswas, N. K., Amin, K. M., Kowtal, P., Kumar, S., Das, S. K., Sarin, R., Majumder, P. P., Bagchi, I., Bairagya, B. B., et al. (2013) · Nature Communications · doi:10.1038/ncomms3873 · Cited by 362
PD-1 Blockade in Anaplastic Thyroid Carcinoma
Capdevila, J., Wirth, L. J., Ernst, T., Ponce-Aix, S., Lin, C., Ramlau, R., Butler, M. O., Delord, J., Gelderblom, H. A. J., Ascierto, P. A., et al. (2020) · Journal of Clinical Oncology · doi:10.1200/jco.19.02727 · Cited by 358
Current developments in gastric cancer: from molecular profiling to treatment strategy
Alsina, M., Arrazubi, V., Díez, M., & Tabernero, J. M. (2022) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/s41575-022-00703-w · Cited by 368
Immunotherapy combination approaches: mechanisms, biomarkers and clinical observations
Butterfield, L. H., & Najjar, Y. G. (2023) · Nature reviews. Immunology · doi:10.1038/s41577-023-00973-8 · Cited by 372
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Tamborero, D., Rubio-Pérez, C., Muiños, F., Sabarinathan, R., Piulats, J. M., Muntasell, A., Dienstmann, R., López-Bigas, N., & González-Pérez, A. (2018) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-17-3509 · Cited by 356
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Cao, J. P., & Yan, Q. (2020) · Trends in cancer · doi:10.1016/j.trecan.2020.02.003 · Cited by 355
Immunotherapy for Ovarian Cancer: Adjuvant, Combination, and Neoadjuvant
Yang, C. Q., Xia, B.-R., Zhang, Z.-C., Zhang, Y., Lou, G., & Jin, W. (2020) · Frontiers in Immunology · doi:10.3389/fimmu.2020.577869 · Cited by 358
Exome sequencing of osteosarcoma reveals mutation signatures reminiscent of BRCA deficiency
Kovac, M., Blattmann, C., Ribi, S., Smida, J., Mueller, N. S., Engert, F., Castro-Giner, F., Weischenfeldt, J., Kovacova, M., Krieg, A., et al. (2015) · Nature Communications · doi:10.1038/ncomms9940 · Cited by 353
Zhou, J., Gelot, C., Pantelidou, C., Li, A. Y., Yücel, H., Davis, R. E., Färkkilä, A., Kochupurakkal, B. S., Syed, A., Shapiro, G. I., et al. (2021) · Nature Cancer · doi:10.1038/s43018-021-00203-x · Cited by 362
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Islam, S. M. A., Díaz‐Gay, M., Wu, Y., Barnes, M. D., Vangara, R., Bergstrom, E. N., He, Y., Vella, M., Wang, J., Teague, J. W., et al. (2022) · Cell Genomics · doi:10.1016/j.xgen.2022.100179 · Cited by 364
Self-citationAuffinger, B., Tobias, A. L., Han, Y., Lee, G., Guo, D., Dey, M., Lesniak, M. S., & Ahmed, A. U. (2014) · Cell Death and Differentiation · doi:10.1038/cdd.2014.31 · Cited by 365
Singhi, A. D., George, B., Greenbowe, J. R., Chung, J., Suh, J., Maitra, A., Klempner, S. J., Hendifar, A., Milind, J. M., Golan, T., et al. (2019) · Gastroenterology · doi:10.1053/j.gastro.2019.02.037 · Cited by 348
Immune escape and immunotherapy of acute myeloid leukemia
Vago, L., & Gojo, I. (2020) · Journal of Clinical Investigation · doi:10.1172/jci129204 · Cited by 356
Goodell, M. A., & Rando, T. A. (2015) · Science · doi:10.1126/science.aab3388 · Cited by 347
PD-1/PD-L1 blockade in cancer treatment: perspectives and issues
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Gu, W., Crawford, E. D., O’Donovan, B. D., Wilson, M. R., Chow, E. D., Retallack, H., & DeRisi, J. L. (2016) · Genome biology · doi:10.1186/s13059-016-0904-5 · Cited by 361
Rotte, A., Jin, J., & Lemaire, V. (2017) · Annals of Oncology · doi:10.1093/annonc/mdx686 · Cited by 352
Perna, F., Berman, S., Soni, R. K., Mansilla‐Soto, J., Eyquem, J., Hamieh, M., Hendrickson, R. C., Brennan, C., & Sadelain, M. (2017) · Cancer Cell · doi:10.1016/j.ccell.2017.09.004 · Cited by 356
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Harms, P. W., Vats, P., Verhaegen, M. E., Robinson, D. R., Wu, Y.-M., Dhanasekaran, S. M., Palanisamy, N., Siddiqui, J., Cao, X., Su, F., et al. (2015) · Cancer Research · doi:10.1158/0008-5472.can-15-0702 · Cited by 351
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Hu, H., Mu, Q., Bao, Z., Chen, Y., Liu, Y., Chen, J., Wang, K., Wang, Z., Nam, Y., Jiang, B., et al. (2018) · Cell · doi:10.1016/j.cell.2018.09.038 · Cited by 345
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Li, J., Xu, C., Lee, H. J., Ren, S., Zi, X., Zhang, Z., Wang, H., Yu, Y., Yang, C., Gao, X., et al. (2020) · Nature · doi:10.1038/s41586-020-2135-x · Cited by 353
Steven, A. K., Fisher, S. A., & Robinson, B. W. S. (2016) · Respirology · doi:10.1111/resp.12789 · Cited by 354
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Henderson, S. R., Chakravarthy, A., Su, X., Boshoff, C., & Fenton, T. R. (2014) · Cell Reports · doi:10.1016/j.celrep.2014.05.012 · Cited by 345
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Topol, E. J. (2014) · Cell · doi:10.1016/j.cell.2014.02.012 · Cited by 358
Immune checkpoint inhibitors in challenging populations
Johnson, D. B., Sullivan, R. J., & Menzies, A. M. (2017) · Cancer · doi:10.1002/cncr.30642 · Cited by 339
Vos, J. L., Elbers, J. B. W., Krijgsman, O., Traets, J. J. H., Qiao, X., van der Leun, A. M., Lubeck, Y., Seignette, I. M., Smit, L. A., Willems, S. M., et al. (2021) · Nature Communications · doi:10.1038/s41467-021-26472-9 · Cited by 344
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Whole-genome landscape of mucosal melanoma reveals diverse drivers and therapeutic targets
Newell, F., Kong, Y., Wilmott, J. S., Johansson, P. A., Ferguson, P. M., Cui, C., Li, Z., Kazakoff, S. H., Burke, H., Dodds, T. J., et al. (2019) · Nature Communications · doi:10.1038/s41467-019-11107-x · Cited by 340
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Hahm, J. Y., Park, J., Jang, E.-S., & Chi, S. W. (2022) · Experimental & Molecular Medicine · doi:10.1038/s12276-022-00822-z · Cited by 359
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Timar, J., & Kashofer, K. (2020) · Cancer and Metastasis Reviews · doi:10.1007/s10555-020-09915-5 · Cited by 334
Prognostic Significance of POLE Proofreading Mutations in Endometrial Cancer
Church, D. N., Stelloo, E., Nout, R. A., Valtcheva, N., Depreeuw, J., ter Haar, N. T., Noske, A., Amant, F. C., Tomlinson, I. P. M., Wild, P. J., et al. (2014) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/dju402 · Cited by 337
FunSeq2: A framework for prioritizing noncoding regulatory variants in cancer
Fu, Y., Liu, Z., Lou, S., Bedford, J., Mu, X. J., Yip, K. Y.-L., Khurana, E., & Gerstein, M. (2014) · Genome biology · doi:10.1186/s13059-014-0480-5 · Cited by 341
PARP Inhibitors: Extending Benefit Beyond BRCA -Mutant Cancers
Pilie, P. G., Gay, C. M., Byers, L. A., O’Connor, M. J., & Yap, T. A. (2019) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-18-0968 · Cited by 343
Jiang, M., Jia, K., Wang, L., Li, W., Chen, B., Liu, Y., Wang, H., Zhao, S., He, Y., & Zhou, C. (2021) · Acta Pharmaceutica Sinica B · doi:10.1016/j.apsb.2021.01.003 · Cited by 337
Circulating tumour DNA predicts response to anti-PD1 antibodies in metastatic melanoma
Lee, J. H., Long, G. V., Boyd, S., Lo, S., Menzies, A. M., Tembe, V., Guminski, A., Jakrot, V., Scolyer, R. A., Mann, G. J., et al. (2017) · Annals of Oncology · doi:10.1093/annonc/mdx026 · Cited by 333
The mutational landscapes of genetic and chemical models of Kras-driven lung cancer
Westcott, P. M. K., Halliwill, K. D., To, M. D., Rashid, M., Rust, A. G., Keane, T., Delrosario, R., Jen, K., Gurley, K. E., Kemp, C. J., et al. (2014) · Nature · doi:10.1038/nature13898 · Cited by 338
CAR-T cell therapy for cancer: current challenges and future directions
Zugasti, I., Espinosa-Aroca, L., Fidyt, K., Mulens‐Arias, V., Díaz‐Beyá, M., Juan, M., Urbano-Ispizúa, Á., Esteve, J., Velasco-Hernández, T., & Menéndez, P. R. (2025) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-025-02269-w · Cited by 350
Zingg, D., Debbache, J., Schaefer, S. M., Tuncer, E., Frommel, S. C., Cheng, P. F., Arenas-Ramirez, N., Häusel, J., Zhang, Y., Bonalli, M., et al. (2015) · Nature Communications · doi:10.1038/ncomms7051 · Cited by 331
Zhang, L., Zhou, Y., Cheng, C., Cui, H., Cheng, L., Kong, P., Wang, J., Li, Y., Chen, W., Song, B., et al. (2015) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2015.02.017 · Cited by 331
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Sawada, G., Niida, A., Uchi, R., Hirata, H., Shimamura, T., Suzuki, Y., Shiraishi, Y., Chiba, K., Imoto, S., Takahashi, Y., et al. (2016) · Gastroenterology · doi:10.1053/j.gastro.2016.01.035 · Cited by 331
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Somatic inflammatory gene mutations in human ulcerative colitis epithelium
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Watkins, J. A., Irshad, S., Grigoriadis, A., & Tutt, A. N. (2014) · Breast Cancer Research · doi:10.1186/bcr3670 · Cited by 327
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T cell receptor‐based cancer immunotherapy: Emerging efficacy and pathways of resistance
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Rekhtman, N., Montecalvo, J., Chang, J. C., Alex, D., Ptashkin, R. N., Ai, N., Sauter, J. L., Kezlarian, B. E., Jungbluth, A. A., Desmeules, P., et al. (2019) · Journal of Thoracic Oncology · doi:10.1016/j.jtho.2019.10.023 · Cited by 325
Self-citationWang, L., Ni, X., Covington, K. R., Yang, B. Y., Shiu, J., Zhang, X., Liu, X., Meng, Q., Langridge, T. D., Drummond, J., et al. (2015) · Nature Genetics · doi:10.1038/ng.3444 · Cited by 330
Mularoni, L., Sabarinathan, R., Deu-Pons, J., González-Pérez, A., & López-Bigas, N. (2016) · Genome biology · doi:10.1186/s13059-016-0994-0 · Cited by 333
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Gjerstorff, M. F., Andersen, M. H., & Ditzel, H. J. (2015) · Oncotarget · doi:10.18632/oncotarget.4694 · Cited by 334
POLE Proofreading Mutations Elicit an Antitumor Immune Response in Endometrial Cancer
van Gool, I. C., Eggink, F. A., Freeman-Mills, L., Stelloo, E., Marchi, E., de Bruyn, M., Palles, C., Nout, R. A., de Kroon, C. D., Osse, E. M., et al. (2015) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-15-0057 · Cited by 323
Genetic profiling of hepatocellular carcinoma using next-generation sequencing
Schulze, K., Nault, J., & Villanueva, A. (2016) · Journal of Hepatology · doi:10.1016/j.jhep.2016.05.035 · Cited by 327
participants, I.-T. D. S. M. C. C., Ewing, A. D., Houlahan, K. E., Hu, Y., Ellrott, K., Caloian, C., Yamaguchi, T. N., Bare, J. C., P’ng, C., Waggott, D. M., et al. (2015) · Nature Methods · doi:10.1038/nmeth.3407 · Cited by 317
Exome and genome sequencing of nasopharynx cancer identifies NF-κB pathway activating mutations
Li, Y. Y., Chung, G. T., Lui, V. W. Y., To, K., Ma, B. B. Y., Chow, C., K, S. W. J., Yip, K. Y.-L., Seo, J., Hui, E. P., et al. (2017) · Nature Communications · doi:10.1038/ncomms14121 · Cited by 317
The evolution of tumour phylogenetics: principles and practice
Schwartz, R. S., & Schäffer, A. A. (2017) · Nature Reviews Genetics · doi:10.1038/nrg.2016.170 · Cited by 329
Li, X., Francies, H. E., Secrier, M., Perner, J., Miremadi, A., Galeano-Dalmau, N., Barendt, W. J., Letchford, L., Leyden, G. M., Goffin, E. K., et al. (2018) · Nature Communications · doi:10.1038/s41467-018-05190-9 · Cited by 316
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Wyatt, D. W., Feng, W., Conlin, M. P., Yousefzadeh, M. J., Roberts, S. A., Mieczkowski, P. A., Wood, R. D., Gupta, G. P., & Ramsden, D. A. (2016) · Molecular Cell · doi:10.1016/j.molcel.2016.06.020 · Cited by 316
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Zhu, G., Lynn, G. M., Jacobson, O., Chen, K., Liu, Y., Zhang, H., Ma, Y., Zhang, F., Tian, R., Ni, Q., et al. (2017) · Nature Communications · doi:10.1038/s41467-017-02191-y · Cited by 319
Marra, A., Trapani, D., Viale, G., Criscitiello, C., & Curigliano, G. (2020) · npj Breast Cancer · doi:10.1038/s41523-020-00197-2 · Cited by 332
Precision medicine for metastatic breast cancer—limitations and solutions
Arnedos, M., Vicier, C., Loi, S., Lefèbvre, C., Michiels, S., Bonnefoi, H. R., & André, F. (2015) · Nature Reviews Clinical Oncology · doi:10.1038/nrclinonc.2015.123 · Cited by 322
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Brugarolas, J. (2014) · Journal of Clinical Oncology · doi:10.1200/jco.2012.45.2003 · Cited by 318
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Inman, G. J., Wang, J., Nagano, A., Alexandrov, L. B., Purdie, K. J., Taylor, R. G., Sherwood, V., Thomson, J., Hogan, S., Spender, L. C., et al. (2018) · Nature Communications · doi:10.1038/s41467-018-06027-1 · Cited by 310
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Metadata
- Authors
- Initiative, A. P. C. G., Alexandrov, L. B., ICGC Breast Cancer Consortium, ICGC MMML-Seq Consortium, PedBrain, I., Nik-Zainal, S., Wedge, D. C., Aparicio, S. A. J. R., Behjati, S., Biankin, A. V., Bignell, G. R., Bolli, N., Borg, A., Børresen-Dale, A.-L., Boyault, S., Burkhardt, B., Butler, A. P., Caldas, C., Davies, H. R., Desmedt, C., Eils, R., Eyfjörd, J. E., Foekens, J. A., Greaves, M., Hosoda, F., Hutter, B., Ilicic, T., Imbeaud, S., Imielinski, M., Jäger, N., Jones, D. T. W., Jones, D., Knappskog, S., Kool, M., Lakhani, S. R., López-Otín, C., Martin, S., Munshi, N. C., Nakamura, H., Northcott, P. A., Pajic, M., Papaemmanuil, E., Paradiso, A., Pearson, J. V., Puente, X. S., Raine, K., Ramakrishna, M., Richardson, A. L., Richter, J., Rosenstiel, P., Schlesner, M., Schumacher, T. N., Span, P. N., Teague, J. W., Totoki, Y., Tutt, A. N. J., Valdés-Mas, R., van Buuren, M. M., van ’t Veer, L., Vincent-Salomon, A., Waddell, N., Yates, L. R., Zucman-Rossi, J., Andrew Futreal, P., McDermott, U., Lichter, P., Meyerson, M., Grimmond, S. M., Siebert, R., Campo, E., Shibata, T., Pfister, S. M., Campbell, P. J., & Stratton, M. R.
- Affiliations
- Wellcome Sanger Institute (GB)
- BC Cancer Agency (CA)
- University of Cambridge (GB)
- Garvan Institute of Medical Research (AU)
- Lund University (SE)
- Oslo University Hospital (NO)
- Justus-Liebig-Universität Gießen (DE)
- Université Libre de Bruxelles (BE)
- German Cancer Research Center (DE)
- Erasmus MC Cancer Institute (NL)
- Inserm (FR)
- Broad Institute (US)
- The University of Queensland (AU)
- Universidad de Oviedo (ES)
- Harvard University (US)
- National Cancer Center Research Institute (JP)
- University of Glasgow (GB)
- Brigham and Women's Hospital (US)
- The Netherlands Cancer Institute (NL)
- Radboud University Medical Center (NL)
- King's College London (GB)
- Christian-Albrechts-Universität zu Kiel (DE)
- Corresponding author
- Stratton, Michael R.
- ORCID
- Alexandrov, Ludmil B.
- Wedge, David C.
- Aparicio, Samuel A. J. R.
- Behjati, Sam
- Biankin, Andrew V.
- Bolli, Niccolò
- Boyault, Sandrine
- Burkhardt, Birgit
- Caldas, Carlos
- Davies, Helen R.
- Desmedt, Christine
- Eils, Roland
- Hutter, Barbara
- Imbeaud, Sandrine
- Imielinski, Marcin
- Jäger, Natalie
- Knappskog, Stian
- Kool, Marcel
- Lakhani, Sunil R.
- Martin, Sancha
- Munshi, Nikhil C.
- Nakamura, Hiromi
- Northcott, Paul A.
- Pajic, Marina
- Papaemmanuil, Elli
- Paradiso, Angelo
- Pearson, John V.
- Raine, Keiran
- Ramakrishna, Manasa
- Richardson, Andrea L.
- Richter, Julia
- Rosenstiel, Philip
- Schlesner, Matthias
- Schumacher, Ton N.
- Span, Paul N.
- Teague, Jon W.
- Totoki, Yasushi
- Tutt, Andrew N. J.
- Waddell, Nicola
- Yates, Lucy R.
- McDermott, Ultan
- Meyerson, Matthew
- Grimmond, Sean M.
- Siebert, Reiner
- Shibata, Tatsuhiro
- Pfister, Stefan M.
- Campbell, Peter J.
- Stratton, Michael R.
- Venue
- Nature
- Published
- 2013-08-14
- Volume
- 500
- Issue
- 7463
- Pages
- 415-421
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- PMC
- PMC3776390
- OpenAlex
- W2152061559
- Cited by
- 9,660
- References
- 67
- Citations by year
- 2026: 384 · 2025: 552 · 2024: 643 · 2023: 854 · 2022: 921 · 2021: 1119 · 2020: 1130 · 2019: 939 · 2018: 873 · 2017: 815 · 2016: 660 · 2015: 421 · 2014: 286 · 2013: 45
- FWCI
- 165.61
- Type
- journal article
- Language
- en
- Update notices
- erratum (2013-10-09)
- Open access
- bronze
- doi.org
- Locations
- Nature (publishedVersion)
- PubMed (publishedVersion)
- Pure Amsterdam UMC (publishedVersion)
- Research Explorer (The University of Manchester) (publishedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion)
- HAL (submittedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Consultation of the Doctoral Thesis Database (TESEO) (Ministerio de Educación, Cultura y Deporte) (submittedVersion, cc-by-nc-nd)
- Dépôt institutionnel de l'Université libre de Bruxelles (Université Libre de Bruxelles) (submittedVersion)
- ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam) (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Minerva Access (University of Melbourne) (submittedVersion)
- Research Portal (King's College London) (submittedVersion)
- Lund University Publications (Lund University) (submittedVersion)
- Radboud Repository (Radboud University) (submittedVersion)
- OPUS (Augsburg University) (submittedVersion)
- Apollo (University of Cambridge) (submittedVersion)
- Apollo
- Funders
- Deutsches Krebsforschungszentrum (69120)
- Wellcome Trust (088340, 093867, 098051)
- Broad Institute
- Canada's Michael Smith Genome Sciences Centre
- Cancer Research UK
- University of Glasgow
- Agence Nationale de la Recherche (ANR-10-LABX-0015)
- Institut National de la Santé et de la Recherche Médicale
- University of New South Wales
- Lunds Universitet
- Universitetet i Oslo
- Háskóli Íslands
- Universitat de Barcelona
- BC Cancer Agency
- Labex Immuno-Oncology
- Medisinske fakultet, Universitetet i Oslo
- Cancer Research UK Cambridge Institute, University of Cambridge
- National Cancer Institute (T32CA009216)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Chromatin Remodeling and Cancer
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › DNA Repair Mechanisms
- Keywords
- mutational signatures, somatic mutations, cancer genome, APOBEC cytidine deaminases, kataegis, hypermutation, patient age, cancer etiology, cancer types
- MeSH terms
- Aging, Algorithms, Cell Transformation, Neoplastic, Cytidine Deaminase, DNA, DNA Mutational Analysis, Humans, Models, Genetic, Mutagens, Mutation, Neoplasms, Organ Specificity, Transcription, Genetic, Reproducibility of Results, Mutagenesis, Insertional, Mutagenesis, Sequence Deletion
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