The DOI matches its Crossref record; 67 of the 67 references it cites were found in a registry or an index.
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.
Overview
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
Verification
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?
The check wasn’t confident either way, so it gives no verdict — never disputed.
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]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
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
Flagged first, then by citations
Cited by
Sorted by citations
Items 501–600 of 1,100
Recurrent and functional regulatory mutations in breast cancer
Rheinbay, E., Parasuraman, P., Grimsby, J., Tiao, G., Engreitz, J., Kim, J., Lawrence, M. S., Taylor-Weiner, A. N., Rodriguez-Cuevas, S. A., Rosenberg, M. W., et al. (2017) · Nature · doi:10.1038/nature22992 · Cited by 311
Self-citationUrea Cycle Dysregulation Generates Clinically Relevant Genomic and Biochemical Signatures
Lee, J. S., Adler, L. N., Karathia, H., Carmel, N. N., Rabinovich, S., Auslander, N., Keshet, R., Stettner, N., Silberman, A., Agemy, L., et al. (2018) · Cell · doi:10.1016/j.cell.2018.07.019 · Cited by 304
Mutational dynamics between primary and relapse neuroblastomas
Schramm, A. R., Köster, J., Assenov, Y., Althoff, K., Peifer, M., Mahlow, E., Odersky, A., Beißer, D., Ernst, C., Henssen, A. G., et al. (2015) · Nature Genetics · doi:10.1038/ng.3349 · Cited by 305
BRCA locus-specific loss of heterozygosity in germline BRCA1 and BRCA2 carriers
Maxwell, K. N., Wubbenhorst, B., Wenz, B. M., De Sloover, D., Pluta, J., Emery, L., Barrett, A., Kraya, A. A., Anastopoulos, I. N., Yu, S., et al. (2017) · Nature Communications · doi:10.1038/s41467-017-00388-9 · Cited by 296
Xue, R., Chen, L., Zhang, C., Fujita, M., Li, R., Yan, S.-M., Ong, C. K., Liao, X., Gao, Q., Sasagawa, S., et al. (2019) · Cancer Cell · doi:10.1016/j.ccell.2019.04.007 · Cited by 296
Targeting immune checkpoints potentiates immunoediting and changes the dynamics of tumor evolution
Efremova, M., Rieder, D., Klepsch, V., Charoentong, P., Finotello, F., Hackl, H., Hermann‐Kleiter, N., Löwer, M., Baier, G., Krogsdam, A., et al. (2017) · Nature Communications · doi:10.1038/s41467-017-02424-0 · Cited by 308
Ross-Innes, C. S., Becq, J., Warren, A., Cheetham, R. K., Northen, H., O’Donovan, M., Malhotra, S., di Pietro, M., Ivakhno, S., He, M., et al. (2015) · Nature Genetics · doi:10.1038/ng.3357 · Cited by 293
SomaticSignatures: inferring mutational signatures from single-nucleotide variants
Gehring, J. S., Fischer, B., Lawrence, M. F., & Huber, W. K. (2015) · Bioinformatics · doi:10.1093/bioinformatics/btv408 · Cited by 297
Combined immune checkpoint blockade as a therapeutic strategy for BRCA1 -mutated breast cancer
Nolan, E., Savas, P. S., Policheni, A. N., Darcy, P. K., Vaillant, F., Mintoff, C., Dushyanthen, S., Mansour, M., Pang, J., Fox, S. B., et al. (2017) · Science Translational Medicine · doi:10.1126/scitranslmed.aal4922 · Cited by 297
Cancer Suppression by the Chromosome Custodians, BRCA1 and BRCA2
Venkitaraman, A. R. (2014) · Science · doi:10.1126/science.1252230 · Cited by 300
Nucleotide excision repair is impaired by binding of transcription factors to DNA
Sabarinathan, R., Mularoni, L., Deu-Pons, J., González-Pérez, A., & López-Bigas, N. (2016) · Nature · doi:10.1038/nature17661 · Cited by 299
Johanns, T. M., Miller, C. A., Dorward, I. G., Tsien, C. I., Chang, E. F., Perry, A., Uppaluri, R., Ferguson, C., Schmidt, R. E., Dahiya, S. M., et al. (2016) · Cancer Discovery · doi:10.1158/2159-8290.cd-16-0575 · Cited by 297
Clonal evolution of chemotherapy-resistant urothelial carcinoma
Faltas, B. M., Prandi, D., Tagawa, S. T., Molina, A. M., Nanus, D. M., Sternberg, C. N., Rosenberg, J. E., Mosquera, J. M., Robinson, B. D., Elemento, O., et al. (2016) · Nature Genetics · doi:10.1038/ng.3692 · Cited by 290
Letouzé, É., Shinde, J., Renault, V., Couchy, G., Blanc, J., Tubacher, E., Bayard, Q., Bacq, D., Meyer, V., Semhoun, J., et al. (2017) · Nature Communications · doi:10.1038/s41467-017-01358-x · Cited by 303
Self-citationImmunotherapy, Inflammation and Colorectal Cancer
Lichtenstern, C. R., Ngu, R. K., Shalapour, S., & Karin, M. (2020) · Cells · doi:10.3390/cells9030618 · Cited by 296
Determinants of Mutation Rate Variation in the Human Germline
Ségurel, L., Wyman, M. J., & Przeworski, M. (2014) · Annual Review of Genomics and Human Genetics · doi:10.1146/annurev-genom-031714-125740 · Cited by 289
Gerhäuser, C., Favero, F., Risch, T. S., Simon, R., Feuerbach, L., Assenov, Y., Heckmann, D., Sidiropoulos, N., Waszak, S. M., Hübschmann, D., et al. (2018) · Cancer Cell · doi:10.1016/j.ccell.2018.10.016 · Cited by 296
Self-citationChallenges and potential of PD-1/PD-L1 checkpoint blockade immunotherapy for glioblastoma
Wang, X., Guo, G., Guan, H., Yu, Y., Lu, J., & Yu, J. (2019) · Journal of Experimental & Clinical Cancer Research · doi:10.1186/s13046-019-1085-3 · Cited by 292
Therapy-induced mutations drive the genomic landscape of relapsed acute lymphoblastic leukemia
Li, B., Brady, S. W., Ma, X., Shen, S., Zhang, Y., Li, Y., Szlachta, K. A., Dong, L., Liu, Y., Yang, F., et al. (2019) · Blood · doi:10.1182/blood.2019002220 · Cited by 291
Self-citationConnor, A. A., Denroche, R. E., Jang, G. H., Timms, L. E., Kalimuthu, S. N., Selander, I., McPherson, T. A., Wilson, G. W., Chan‐Seng‐Yue, M., Borozan, I., et al. (2016) · JAMA Oncology · doi:10.1001/jamaoncol.2016.3916 · Cited by 289
Self-citationPrecision Oncology: Who, How, What, When, and When Not?
Schwartzberg, L. S., Kim, E. S., Liu, D., & Schrag, D. (2017) · American Society of Clinical Oncology Educational Book · doi:10.1200/edbk_174176 · Cited by 294
Sholl, L. M., Hirsch, F. R., Hwang, D. M., Botling, J., López‐Ríos, F., Bubendorf, L., Mino-Kenudson, M. A., Roden, A. C., Beasley, M. B., Borczuk, A., et al. (2020) · Journal of Thoracic Oncology · doi:10.1016/j.jtho.2020.05.019 · Cited by 286
Immune Checkpoint Inhibitors for the Treatment of Bladder Cancer
Antonio Lopez-beltran, B., Cimadamore, A., Blanca, A., Massari, F., Vau, N., Scarpelli, M., Liang Cheng, C., & Montironi, R. (2021) · Cancers · doi:10.3390/cancers13010131 · Cited by 285
CD40 stimulation obviates innate sensors and drives T cell immunity in cancer
Byrne, K. T., & Vonderheide, R. H. (2016) · Cell Reports · doi:10.1016/j.celrep.2016.05.058 · Cited by 282
Fredriksson, N. J., Ny, L., Nilsson, J. A., & Larsson, E. (2014) · Nature Genetics · doi:10.1038/ng.3141 · Cited by 295
Shain, A. H., Garrido, M., Botton, T., Talevich, E., Yeh, I., Sanborn, Z., Chung, J., Wang, N. J., Kakavand, H., Mann, G. J., et al. (2015) · Nature Genetics · doi:10.1038/ng.3382 · Cited by 289
The molecular pathogenesis of chronic lymphocytic leukaemia
Fabbri, G., & Dalla‐Favera, R. (2016) · Nature reviews. Cancer · doi:10.1038/nrc.2016.8 · Cited by 290
Ewing Sarcoma—Diagnosis, Treatment, Clinical Challenges and Future Perspectives
Zöllner, S. K., Amatruda, J. F., Bauer, S., Collaud, S., de Álava, E., DuBois, S. G., Hardes, J., Hartmann, W., Kovar, H., Metzler, M., et al. (2021) · Journal of Clinical Medicine · doi:10.3390/jcm10081685 · Cited by 292
Machine Learning for Lung Cancer Diagnosis, Treatment, and Prognosis
Li, Y., Xin, W., Yang, P., Jiang, G., & Luo, Y. (2022) · Genomics Proteomics & Bioinformatics · doi:10.1016/j.gpb.2022.11.003 · Cited by 287
Painter, C., Jain, E., Tomson, B. N., Dunphy, M., Stoddard, R. E., Thomas, B. S., Damon, A. L., Shah, S., Kim, D., Zañudo, J. G. T., et al. (2020) · Nature Medicine · doi:10.1038/s41591-019-0749-z · Cited by 293
Immunotherapy of Melanoma: Facts and Hopes
Weiss, S. A., Wolchok, J. D., & Sznol, M. (2019) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-18-1550 · Cited by 284
Passenger hotspot mutations in cancer driven by APOBEC3A and mesoscale genomic features
Buisson, R., Langenbucher, A., Bowen, D., Kwan, E. E., Benes, C. H., Zou, L., & Lawrence, M. S. (2019) · Science · doi:10.1126/science.aaw2872 · Cited by 318
Duell, J., Dittrich, M. T., Bedke, T., Mueller, T., Eisele, F., Rosenwald, A., Rasche, L., Hartmann, E., Dandekar, T., Einsele, H., et al. (2017) · Leukemia · doi:10.1038/leu.2017.41 · Cited by 279
Nik-Zainal, S., Wedge, D. C., Alexandrov, L. B., Petljak, M., Butler, A. P., Bolli, N., Davies, H. R., Knappskog, S., Martin, S., Papaemmanuil, E., et al. (2014) · Nature Genetics · doi:10.1038/ng.2955 · Cited by 277
Self-citationWhole-Exome Sequencing Analyses of Inflammatory Bowel Disease−Associated Colorectal Cancers
Robles, A. I., Traverso, G., Zhang, M., Roberts, N. J., Ma, K., Joseph, C. G., Lauwers, G. Y., Selaru, F. M., Popoli, M., Pittman, M. E., et al. (2016) · Gastroenterology · doi:10.1053/j.gastro.2015.12.036 · Cited by 282
Breast Cancer Molecular Stratification
Russnes, H. G., Lingjærde, O. C., Børresen‐Dale, A., & Caldas, C. (2017) · American Journal Of Pathology · doi:10.1016/j.ajpath.2017.04.022 · Cited by 277
Self-citationSubstitution mutational signatures in whole-genome–sequenced cancers in the UK population
Degasperi, A., Zou, X., Amarante, T. D., Martinez-Martinez, A., Koh, C. C., Dias, J. M. L., Heskin, L., Chmelova, L., Rinaldi, G., Wang, V. Y. W., et al. (2022) · Science · doi:10.1126/science.abl9283 · Cited by 284
Self-citationMutational signatures: emerging concepts, caveats and clinical applications
Koh, C. C., Degasperi, A., Zou, X., Momen, S., & Nik‐Zainal, S. (2021) · Nature reviews. Cancer · doi:10.1038/s41568-021-00377-7 · Cited by 291
Self-citationQuigley, D. A., Alumkal, J. J., Wyatt, A. W., Kothari, V., Foye, A., Lloyd, P., Aggarwal, R. R., Kim, W. B., Lu, E., Schwartzman, J. A., et al. (2017) · Cancer Discovery · doi:10.1158/2159-8290.cd-17-0146 · Cited by 279
Clonal Relatedness and Mutational Differences between Upper Tract and Bladder Urothelial Carcinoma
Audenet, F., Isharwal, S., Cha, E. K., Donoghue, M. T. A., Drill, E. N., Ostrovnaya, I., Pietzak, E. J., Sfakianos, J. P., Bagrodia, A., Murugan, P. J., et al. (2018) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-18-2039 · Cited by 275
Mutational signatures of ionizing radiation in second malignancies
Behjati, S., Gundem, G., Wedge, D. C., Roberts, N. D., Tarpey, P. S., Cooke, S. L., Van Loo, P., Alexandrov, L. B., Ramakrishna, M., Davies, H., et al. (2016) · Nature Communications · doi:10.1038/ncomms12605 · Cited by 274
Self-citationAntigen Identification for Orphan T Cell Receptors Expressed on Tumor-Infiltrating Lymphocytes
Gee, M. H., Han, A. S., Lofgren, S., Beausang, J. F., Mendoza, J. L., Birnbaum, M. E., Bethune, M. T., Fischer, S., Yang, X., Gomez, R., et al. (2017) · Cell · doi:10.1016/j.cell.2017.11.043 · Cited by 278
Self-citationFrameshift events predict anti–PD-1/L1 response in head and neck cancer
Hanna, G. J., Lizotte, P. H., Cavanaugh, M. E., Kuo, F. C., Shivdasani, P., Frieden, A., Chau, N. G., Schoenfeld, J. D., Lorch, J. H., Uppaluri, R., et al. (2018) · JCI Insight · doi:10.1172/jci.insight.98811 · Cited by 281
Molecular classification of breast cancer
Vuong, D., Simpson, P. T., Green, B., Cummings, M. C., & Lakhani, S. R. (2014) · Archiv für Pathologische Anatomie und Physiologie und für Klinische Medicin · doi:10.1007/s00428-014-1593-7 · Cited by 299
Self-citationThe genomic landscape of breast cancer and its interaction with host immunity
Luen, S. J., Virassamy, B., Savas, P. S., Salgado, R., & Loi, S. (2016) · The Breast · doi:10.1016/j.breast.2016.07.015 · Cited by 279
Somatic mutations reveal asymmetric cellular dynamics in the early human embryo
Ju, Y. S., Martincorena, I., Gerstung, M., Petljak, M., Alexandrov, L. B., Rahbari, R., Wedge, D. C., Davies, H. R., Ramakrishna, M., Fullam, A., et al. (2017) · Nature · doi:10.1038/nature21703 · Cited by 279
Self-citationShinbrot, E., Henninger, E. E., Weinhold, N., Covington, K. R., Goksenin, A. Y., Schultz, N. D., Chao, H., Doddapaneni, H., Muzny, D. M., Gibbs, R. A., et al. (2014) · Genome Research · doi:10.1101/gr.174789.114 · Cited by 277
RNAi Therapies: Drugging the Undruggable
Wu, S. Y., Lopez‐Berestein, G., Călin, G. A., & Sood, A. K. (2014) · Science Translational Medicine · doi:10.1126/scitranslmed.3008362 · Cited by 271
Immune system and melanoma biology: a balance between immunosurveillance and immune escape
Passarelli, A. M., Mannavola, F., Stucci, L. S., Tucci, M., & Silvestris, F. (2017) · Oncotarget · doi:10.18632/oncotarget.22190 · Cited by 287
The genomic landscape of core-binding factor acute myeloid leukemias
Faber, Z. J., Chen, X. '., Gedman, A. L., Boggs, K., Cheng, J., Ma, J., Radtke, I., Chao, J.-R., Walsh, M. P., Song, G., et al. (2016) · Nature Genetics · doi:10.1038/ng.3709 · Cited by 276
Personalized neoantigen pulsed dendritic cell vaccine for advanced lung cancer
Ding, Z., Li, Q., Zhang, R., Xie, L., Shu, Y., Gao, S., Wang, P., Su, X., Qin, Y., Wang, Y., et al. (2021) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-020-00448-5 · Cited by 272
Dual Chromatin and Cytoskeletal Remodeling by SETD2
Park, I. Y., Powell, R. T., Tripathi, D. N., Dere, R., Ho, T. H., Blasius, T. L., Chiang, Y.-C., Davis, I. J., Fahey, C. C., Hacker, K. E., et al. (2016) · Cell · doi:10.1016/j.cell.2016.07.005 · Cited by 285
Bladder Cancer, Version 5.2017, NCCN Clinical Practice Guidelines in Oncology
Spiess, P. E., Agarwal, N., Bangs, R., Boorjian, S. A., Buyyounouski, M. K., Clark, P. E., Downs, T. M., Efstathiou, J. A., Flaig, T. W., Friedlander, T. W., et al. (2017) · Journal of the National Comprehensive Cancer Network · doi:10.6004/jnccn.2017.0156 · Cited by 269
Grande, B. M., Gerhard, D. S., Jiang, A., Griner, N. B., Abramson, J. S., Alexander, T., Allen, H., Ayers, L. W., Bethony, J., Bhatia, K. G., et al. (2019) · Blood · doi:10.1182/blood-2018-09-871418 · Cited by 281
Hu, P., Wu, T. S., Fan, W., Chen, L., Liu, Y., Ni, D., Bu, W., & Shi, J. (2017) · Biomaterials · doi:10.1016/j.biomaterials.2017.06.035 · Cited by 267
Yoo, S., Song, Y. S., Lee, E. K., Hwang, J., Kim, H. H., Jung, G., Kim, Y. A., Kim, S., Cho, S. W., Won, J., et al. (2019) · Nature Communications · doi:10.1038/s41467-019-10680-5 · Cited by 269
Genomic catastrophes frequently arise in esophageal adenocarcinoma and drive tumorigenesis
Nones, K., Waddell, N., Wayte, N., Patch, A., Bailey, P. J., Newell, F., Holmes, O., Fink, J. L., Quinn, M. C. J., Tang, Y., et al. (2014) · Nature Communications · doi:10.1038/ncomms6224 · Cited by 266
Self-citationB Cell Super-Enhancers and Regulatory Clusters Recruit AID Tumorigenic Activity
Qian, J., Wang, Q., Dose, M., Pruett, N. D., Kieffer-Kwon, K.-R., Resch, W., Liang, G., Tang, Z., Mathé, E. A., Benner, C. W., et al. (2014) · Cell · doi:10.1016/j.cell.2014.11.013 · Cited by 279
Mechanisms of cancer metastasis
Castañeda, M., den Hollander, P., Kuburich, N. A., Rosen, J. M., & Mani, S. A. (2022) · Seminars in Cancer Biology · doi:10.1016/j.semcancer.2022.10.006 · Cited by 279
Ock, C.-Y., Keam, B., Kim, S., Lee, J., Kim, M., Kim, T. M., Jeon, Y. K., Kim, D., Chung, D. H., & Heo, D. S. (2016) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-15-2834 · Cited by 269
Zaenker, P., Gray, E. S., & Ziman, M. R. (2016) · Autoimmunity Reviews · doi:10.1016/j.autrev.2016.01.017 · Cited by 265
The current state of molecular testing in the treatment of patients with solid tumors, 2019
El‐Deiry, W. S., Goldberg, R. M., Lenz, H., Shields, A. F., Gibney, G. T., Tan, A. R., Brown, J., Eisenberg, B., Heath, E. I., Phuphanich, S., et al. (2019) · CA: A Cancer Journal for Clinicians · doi:10.3322/caac.21560 · Cited by 264
The cancer genome atlas pan-cancer analysis project
Mills, G. B., Mills Shaw, K. R., Shmulevich, I., Stuart, J. M., Ellrott, K., Sander, C., The Cancer Genome Atlas Research Network, Collisson, E. A., Ozenberger, B. A., & Weinstein, J. N. (2013) · Europe PMC (PubMed Central) · doi:10.17615/670y-yr53 · Cited by 265
Genomic consequences of aberrant DNA repair mechanisms stratify ovarian cancer histotypes
Wang, Y. K., Bashashati, A., Anglesio, M. S., Cochrane, D. R., Grewal, D. S., Ha, G., McPherson, A., Horlings, H. M., Senz, J., Prentice, L., et al. (2017) · Nature Genetics · doi:10.1038/ng.3849 · Cited by 268
Self-citationRobust gene expression programs underlie recurrent cell states and phenotype switching in melanoma
Wouters, J., Atak, Z. K., Minnoye, L., Spanier, K. I., Waegeneer, M. D., González‐Blas, C. B., Mauduit, D., Davie, K., Hulselmans, G. J., Najem, A., et al. (2020) · Nature Cell Biology · doi:10.1038/s41556-020-0547-3 · Cited by 284
So, J. Y., Ohm, J. E., Lipkowitz, S., & Li, Y. (2022) · Pharmacology & Therapeutics · doi:10.1016/j.pharmthera.2022.108253 · Cited by 269
Hammerl, D., Martens, J. W. M., Timmermans, M., Smid, M., Trapman-Jansen, A. M., Foekens, R., Isaeva, O. I., Voorwerk, L., Balcioglu, H. E., Wijers, R., et al. (2021) · Nature Communications · doi:10.1038/s41467-021-25962-0 · Cited by 262
Differential Fc-Receptor Engagement Drives an Anti-tumor Vaccinal Effect
DiLillo, D. J., & Ravetch, J. V. (2015) · Cell · doi:10.1016/j.cell.2015.04.016 · Cited by 270
Chopra, N., Tovey, H., Pearson, A., Cutts, R., Toms, C., Proszek, P., Hubank, M. J. F., Dowsett, M., Dodson, A. R., Daley, F. M., et al. (2020) · Nature Communications · doi:10.1038/s41467-020-16142-7 · Cited by 267
Self-citationSt. Jude Cloud: A Pediatric Cancer Genomic Data-Sharing Ecosystem
McLeod, C., Gout, A. M., Zhou, X., Thrasher, A., Rahbarinia, D., Brady, S. W., Macias, M., Birch, K., Finkelstein, D., Sunny, J., et al. (2021) · Cancer Discovery · doi:10.1158/2159-8290.cd-20-1230 · Cited by 274
Self-citationBehjati, S., Tarpey, P. S., Haase, K., Ye, H., Young, M. D., Alexandrov, L. B., Farndon, S. J., Collord, G., Wedge, D. C., Martincorena, I., et al. (2017) · Nature Communications · doi:10.1038/ncomms15936 · Cited by 261
Self-citationDierks, C., Seufert, J., Aumann, K., Ruf, J., Klein, C., Kiefer, S., Rassner, M. P., Boerries, M., Zielke, A., Rosée, P. G. L., et al. (2021) · Thyroid · doi:10.1089/thy.2020.0322 · Cited by 270
Self-citationSchulte-Sasse, R., Budach, S., Hnisz, D., & Marsico, A. (2021) · Nature Machine Intelligence · doi:10.1038/s42256-021-00325-y · Cited by 274
Novel immunotherapies in lymphoid malignancies
Batlevi, C. L., Matsuki, E., Brentjens, R. J., & Younes, A. (2015) · Nature Reviews Clinical Oncology · doi:10.1038/nrclinonc.2015.187 · Cited by 264
Different mutational rates and mechanisms in human cells at pregastrulation and neurogenesis
Bae, T., Tomasini, L., Mariani, J., Zhou, B., Roychowdhury, T., Franjic, D., Pletikos, M., Pattni, R., Chen, B.-J., Venturini, E., et al. (2017) · Science · doi:10.1126/science.aan8690 · Cited by 267
Kitamura, N., Sento, S., Yoshizawa, Y., Sasabe, E., Kudo, Y., & Yamamoto, T. (2020) · International Journal of Molecular Sciences · doi:10.3390/ijms22010240 · Cited by 269
Advances in diagnosis and management of cancer of the esophagus
Deboever, N., Jones, C. M., Yamashita, K., Ajani, J. A., & Hofstetter, W. L. (2024) · BMJ · doi:10.1136/bmj-2023-074962 · Cited by 275
Integrated Analysis of Genetic Ancestry and Genomic Alterations across Cancers
Yuan, J., Hu, Z., Mahal, B. A. V., Zhao, S. D., Kensler, K. H., Pi, J., Hu, X., Zhang, Y., Wang, Y., Jiang, J., et al. (2018) · Cancer Cell · doi:10.1016/j.ccell.2018.08.019 · Cited by 262
Host tissue determinants of tumour immunity
Salmon, H., Remark, R., Gnjatic, S., & Mérad, M. (2019) · Nature reviews. Cancer · doi:10.1038/s41568-019-0125-9 · Cited by 263
Determinants of anti-PD-1 response and resistance in clear cell renal cell carcinoma
Au, L., Hatipoglu, E., de Massy, M. R., Litchfield, K., Beattie, G., Rowan, A., Schnidrig, D., Thompson, R. H., Byrne, F., Horswell, S. D., et al. (2021) · Cancer Cell · doi:10.1016/j.ccell.2021.10.001 · Cited by 262
Schultheis, A. M., Ng, C. K. Y., Filippo, M. R. D., Piscuoglio, S., Macedo, G. S., Gatius, S., Perez‐Mies, B., Soslow, R. A., Lim, R. S., Viale, A. J., et al. (2015) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/djv427 · Cited by 257
Hao, J., Lin, D., Dinh, H. Q., Mayakonda, A., Jiang, Y., Chen, C., Jiang, Y., Lü, C., Shi, Z., Xu, X., et al. (2016) · Nature Genetics · doi:10.1038/ng.3683 · Cited by 259
Zhu, G., Mei, L., Vishwasrao, H. D., Jacobson, O., Wang, Z., Liu, Y., Yung, B. C., Fu, X., Jin, A. J., Niu, G., et al. (2017) · Nature Communications · doi:10.1038/s41467-017-01386-7 · Cited by 257
Big data in basic and translational cancer research
Jiang, P., Sinha, S., Aldape, K., Hannenhalli, S., Sahinalp, C., & Ruppin, E. (2022) · Nature Reviews Cancer · doi:10.1038/s41568-022-00502-0 · Cited by 254
The genetic changes of Wilms tumour
Treger, T. D., Chowdhury, T., Pritchard‐Jones, K., & Behjati, S. (2019) · Nature Reviews Nephrology · doi:10.1038/s41581-019-0112-0 · Cited by 259
Self-citationFunctions and consequences of AID/APOBEC-mediated DNA and RNA deamination
Pecori, R., Giorgio, S. D., Lorenzo, J. P., & Papavasiliou, F. N. (2022) · Nature Reviews Genetics · doi:10.1038/s41576-022-00459-8 · Cited by 262
Körber, V., Yang, J., Barah, P., Wu, Y., Stichel, D., Gu, Z., Fletcher, M. N. C., Jones, D., Hentschel, B., Lamszus, K., et al. (2019) · Cancer Cell · doi:10.1016/j.ccell.2019.02.007 · Cited by 261
Self-citationIron and thiol redox signaling in cancer: an exquisite balance to escape ferroptosis
Toyokuni, S., Ito, F., Yamashita, K., Okazaki, Y., & Akatsuka, S. (2017) · Free Radical Biology and Medicine · doi:10.1016/j.freeradbiomed.2017.04.024 · Cited by 252
Diederichs, S., Bartsch, L., Berkmann, J. C., Fröse, K., Schaule, J., Hoppe, C., Iggena, D., Jazmati, D., Karschnia, P., Linsenmeier, M., et al. (2016) · EMBO Molecular Medicine · doi:10.15252/emmm.201506055 · Cited by 265
The topography of mutational processes in breast cancer genomes
Morganella, S., Alexandrov, L. B., Głodzik, D., Zou, X., Davies, H. R., Staaf, J., Sieuwerts, A. M., Brinkman, A. B., Martin, S., Ramakrishna, M., et al. (2016) · Nature Communications · doi:10.1038/ncomms11383 · Cited by 252
Self-citationMazzaschi, G., Madeddu, D., Falco, A., Bocchialini, G., Goldoni, M., Sogni, F., Armani, G., Lagrasta, C. A., Lorusso, B., Mangiaracina, C., et al. (2017) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-17-2156 · Cited by 254
PD-1/PD-L1 checkpoint inhibitors in advanced hepatocellular carcinoma immunotherapy
Li, Q., Han, J., Yang, Y., & Chen, Y. (2022) · Frontiers in Immunology · doi:10.3389/fimmu.2022.1070961 · Cited by 255
Clonal expansion in non-cancer tissues
Kakiuchi, N., & Ogawa, S. (2021) · Nature Reviews Cancer · doi:10.1038/s41568-021-00335-3 · Cited by 252
Immuno-genomic landscape of osteosarcoma
Wu, C.-C., Beird, H. C., Andrew Livingston, J., Advani, S., Mitra, A., Cao, S., Reuben, A., Ingram, D., Wang, W.-L., Ju, Z., et al. (2020) · Nature Communications · doi:10.1038/s41467-020-14646-w · Cited by 251
Wang, E., Zaman, N., Mcgee, S., Milanese, J., Masoudi‐Nejad, A., & O’Connor-McCourt, M. (2014) · Seminars in Cancer Biology · doi:10.1016/j.semcancer.2014.04.002 · Cited by 251
Melanocytic nevi and melanoma: unraveling a complex relationship
Damsky, W., & Bosenberg, M. (2017) · Oncogene · doi:10.1038/onc.2017.189 · Cited by 263
TEIXEIRA, V. H., Pipinikas, C., Pennycuick, A., Lee-Six, H., Chandrasekharan, D. P., Beane, J., Morris, T. J., Karpathakis, A., Feber, A., Breeze, C. E., et al. (2019) · Nature Medicine · doi:10.1038/s41591-018-0323-0 · Cited by 255
Self-citationT-cell-based immunotherapy of acute myeloid leukemia: current concepts and future developments
Daver, N. G., Alotaibi, A. S., Bücklein, V., & Subklewe, M. S. (2021) · Leukemia · doi:10.1038/s41375-021-01253-x · Cited by 253
Preclinical Models for Studying NASH-Driven HCC: How Useful Are They?
Febbraio, M. A., Reibe, S., Shalapour, S., Ooi, G., Watt, M. J., & Karin, M. (2018) · Cell Metabolism · doi:10.1016/j.cmet.2018.10.012 · Cited by 250
Extreme heterogeneity of human mitochondrial DNA from organelles to populations
Stewart, J. B., & Chinnery, P. F. (2020) · Nature Reviews Genetics · doi:10.1038/s41576-020-00284-x · Cited by 260
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
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