The DOI matches its Crossref record; 54 of the 54 references it cites were found in a registry or an index.
Mutational signatures associated with tobacco smoking in human cancer
Open accessPublished version of a preprint
Abstract
Tobacco smoking increases the risk of at least 17 classes of human cancer. We analyzed somatic mutations and DNA methylation in 5243 cancers of types for which tobacco smoking confers an elevated risk. Smoking is associated with increased mutation burdens of multiple distinct mutational signatures, which contribute to different extents in different cancers. One of these signatures, mainly found in cancers derived from tissues directly exposed to tobacco smoke, is attributable to misreplication of DNA damage caused by tobacco carcinogens. Others likely reflect indirect activation of DNA editing by APOBEC cytidine deaminases and of an endogenous clocklike mutational process. Smoking is associated with limited differences in methylation. The results are consistent with the proposition that smoking increases cancer risk by increasing the somatic mutation load, although direct evidence for this mechanism is lacking in some smoking-related cancer types.
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?
In the citing paper
“TMB measured by comprehensive genomic profiling is comparable to measurements by whole exome sequencing and is typically higher in smoking associated lung cancer due to tobacco carcinogenesis”
From Diverse EGFR Exon 20 Insertions and Co-Occurring Molecular Alterations Identified by Comprehensive Genomic Profiling of NSCLC (2018) · cites this paper as [29]
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
Lim, S. S., Vos, T., Flaxman, A. D., Danaei, G., Shibuya, K., Adair-Rohani, H., AlMazroa, M. A., Amann, M., Anderson, H. R., Andrews, K. G., et al. (2012) · The Lancet · doi:10.1016/s0140-6736(12)61766-8 · Cited by 11,805
Signatures of mutational processes in human cancer
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., et al. (2013) · Nature · doi:10.1038/nature12477 · Cited by 9,660
Self-citationAn 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
Robust regression using iteratively reweighted least-squares.
Holland, P. W., & Welsch, R. E. (1977) · Communications in Statistics - Theory and Methods · doi:10.1080/03610927708827533 · Cited by 2,115
Mutational Processes Molding the Genomes of 21 Breast Cancers
Nik-Zainal, S., Alexandrov, L. B., Wedge, D. C., Van Loo, P., Greenman, C. D., Raine, K., Jones, D., Hinton, J., Marshall, J., Stebbings, L. A., et al. (2012) · Cell · doi:10.1016/j.cell.2012.04.024 · Cited by 1,909
Self-citationHuber, P. J., & Ronchetti, E. M. (2009) · Wiley series in probability and statistics · doi:10.1002/9780470434697 · Cited by 1,823
Schulze, K., Imbeaud, S., Letouzé, E., Alexandrov, L. B., Calderaro, J., Rebouissou, S., Couchy, G., Meiller, C., Shinde, J., Soysouvanh, F., et al. (2015) · Nature Genetics · doi:10.1038/ng.3252 · Cited by 1,803
Self-citationMapping the Hallmarks of Lung Adenocarcinoma with Massively Parallel Sequencing
Imielinski, M., Berger, A. H., Hammerman, P. S., Hernandez, B., Pugh, T. J., Hodis, E., Cho, J., Suh, J., Capelletti, M., Sivachenko, A., et al. (2012) · Cell · doi:10.1016/j.cell.2012.08.029 · Cited by 1,789
Preferential Formation of Benzo[ a ]pyrene Adducts at Lung Cancer Mutational Hotspots in P53
Denissenko, M. F., Pao, A., Tang, M.-S., & Pfeifer, G. P. (1996) · Science · doi:10.1126/science.274.5286.430 · Cited by 1,650
Flagged first, then by citations
Research works printed but not linked: 2
- D. H. Phillips in The Cancer Handbook M. R. Allison Ed. (Macmillan 2002) pp. 293–306.
- V. Barnett T. Lewis Outliers in Statistical Data (Wiley Series in Probability and Mathematical Statistics: Applied Probability and Statistics Wiley ed. 3 1994).
Cited by
Sorted by citations
Items 801–900 of 1,000
Towards the understanding of the genetics of somatic mutations
Sun, X., & Yang, J. (2021) · British Journal of Cancer · doi:10.1038/s41416-021-01369-y · Cited by 2
Almutairi, B. O., Almutairi, M. H., Alrefaei, A. F., Ali, D., Alkahtani, S. H., & Alarifi, S. A. (2022) · BioMed Research International · doi:10.1155/2022/5032172 · Cited by 2
“CS is implicated in inducing hypermethylation mechanism via increasing the expression of DNA methyl transferase enzymes (DNMTs) [42, 43].”
BackgroundRetractedModeling the relationship between gene expression and mutational signature
Jiang, L., Yu, H., & Guo, Y. P. (2023) · Quantitative Biology · doi:10.15302/j-qb-022-0309 · Cited by 3
“Characteristic mutational signatures have been identified for exposures to tobacco and plant toxins (e.g., aflatoxin) [9].”
A General Overview of Epilepsy: its Classification, and Management
Yavuz, Y., & Sidow, N. O. (2023) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub128.c584 · Cited by 3
Use of genomic markers to improve epidemiologic and clinical research in urology
Cancel‐Tassin, G., & Koutros, S. (2023) · Current Opinion in Urology · doi:10.1097/mou.0000000000001126 · Cited by 2
“Mutational processes that are active during cancer development leave characteristic mutational patterns on the genome called mutational signatures bladder cancer (APOBEC Signature, single base substitu-tion signature 13 (SBS13) and SBS5) and in kidney cancer (SBS5) [ ].”
Wormald, S., Lerch, A., Mouradov, D., & O’Connor, L. (2017) · Carcinogenesis · doi:10.1093/carcin/bgx133 · Cited by 2
Methylation of APC2, NR3C1, and DRD2 gene promoters in turkish patients with tobacco use disorder
Çınarka, H., Niksarlıoğlu Elif, Y., Aytaç, H. M., Sacide, P., Oyacı, Y., Deniz, D., & Uysal, M. A. (2022) · Nigerian Journal of Clinical Practice · doi:10.4103/njcp.njcp_25_21 · Cited by 2
de Carvalho, L. S. F. (2017) · Atherosclerosis · doi:10.1016/j.atherosclerosis.2017.05.016 · Cited by 2
Genome-wide identification of CDC34 that stabilizes EGFR and promotes lung carcinogenesisPreprint
Zhao, X., Wang, G., Zhou, Y., Ma, L., Liu, J., Zhang, C., Zhang, D.-L., Gao, S., Qu, L.-W., Zhang, B., et al. (2018) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/255844 · Cited by 2
Mendelian randomization analysis of smoking behavior and cognitive ability on the Big FivePreprint
Adams, C. D. (2019) · medRxiv · doi:10.1101/2019.12.11.19014530 · Cited by 2
Jiang, Y., Montierth, M. D., Ding, Y., Yu, K., Tran, Q., Wu, A., Li, R., Ji, S., Liu, X., Shin, S. J., et al. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.03.31.437383 · Cited by 2
Kumar, G., South, A. P., Curry, J., Linnenbach, A. J., Harshyne, L. A., Ertel, A., Fortina, P. M., & Luginbuhl, A. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.03.30.437691 · Cited by 2
“Tobacco smoking has been previously associated with TMB in NSCLC [20], lung adenocarcinoma [21], along with HNSCC [15, 19].”
BackgroundMethodResultInfluentialSaleem, M., Ahmed, M., Abro, A. A., & Chen, G. (2021) · Acta Scientific Cancer Biology · doi:10.31080/ascb.2021.04.0335 · Cited by 2
Accelerated Hematopoietic Stem Cell Aging in SpacePreprint
Pham, J., Isquith, J. M., Balaian, L., Ladel, L., Nandi, S. P., Mack, K., van der Werf, I. M., Klacking, E. E., Ruiz, A., Mays, D., et al. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.01.28.577076 · Cited by 2
Self-citationThe evolution of mutation rates in the light of development and cell-lineage selectionPreprint
Majic, P., Srivastava, M., & Crocker, J. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.01.16.633395 · Cited by 2
Benchmarking of duplex sequencing approaches to reveal somatic mutation landscapesPreprint
Zhang, Y., Viswanadham, V., Andreopoulos, M., Głodzik, D., Liu, R., Luquette, L. J., Jo, S., Narayan, A., Niu, M., Anderson, L., et al. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2025.12.12.692823 · Cited by 4
Oxidative Stress in Obstructive and Restrictive Lung Diseases
Bargagli, E., & Carleo, A. (2019) · Springer eBooks · doi:10.1007/978-981-32-9366-3_9 · Cited by 1
Correlation of Mutational Signatures in Cancer Genes with General Signatures
Park, J. T., Park, J. A., Tsigelny, I. F., & Kouznetsova, V. L. (2022) · OBM Genetics · doi:10.21926/obm.genet.2201147 · Cited by 1
“In order to investigate the mutational effects of smoking on the human genome, a study was conducted by Alexandrov and colleagues to compare the somatic mutations and methylation in smokers and nonsmokers for 17 different cancer types related to smoking [2].”
BackgroundDivide and conquer: towards isoform-specific diagnosis and therapy of KRAS-mutant lung cancer
Allemann, A., & Gautschi, O. P. (2023) · Translational Lung Cancer Research · doi:10.21037/tlcr-23-72 · Cited by 1
“KRAS -mutated lung cancers are characterised by high tumor mutation burden (TMB), a genetic signature of direct tobacco smoke exposure with predominant C>A (G>T) transversion mutations and elevated markers of immune evasion (high PD-L1 expression) (8,10,11).”
Flexible model-based non-negative matrix factorization with application to mutational signatures
Laursen, R., Maretty, L., & Hobolth, A. (2024) · Statistical Applications in Genetics and Molecular Biology · doi:10.1515/sagmb-2023-0034 · Cited by 1
“For example, mutational signatures from tobacco smoking (Alexandrov et al. 2016) and UV-light (e.g. Shen et al. 2020) have been identified.”
Micronuclei in buccal mucosa cells of smoking university students: a genotoxicity study
Bruschi, T. L., Arruda, G., Retuci, V. S., de Moura, A. C., Baroni, S., de Souza-Franco, G. M., & Soares, I. A. (2024) · Concilium · doi:10.53660/clm-3619-24m30 · Cited by 1
Cancer Education Status in China (2013–2022)
Li, Y. (2024) · Journal of Cancer Education · doi:10.1007/s13187-024-02487-w · Cited by 1
“Previous reports suggest that factors such as tobacco use, unhealthy diet, lack of exercise, overweight or obesity, occupational hazards, chronic irritation, and environmental pollution increase the risk of cancer incidence [1–4].”
Wang, H., Tie, W., Zhu, W., Wang, S., Zhang, R., Duan, J., Ye, B., Zhu, A., & Li, L. (2024) · Advanced Science · doi:10.1002/advs.202404622 · Cited by 1
Agboado, G. (2024) · Discover Health Systems · doi:10.1007/s44250-024-00164-9 · Cited by 1
Mutational Signatures in Cancer Genomics and Toxicology
Zhivagui, M., & Zavadil, J. (2025) · Elsevier eBooks · doi:10.1016/b978-0-323-95488-4.00216-3 · Cited by 1
Prognosis conferred by molecular features of appendix-derived Pseudomyxoma Peritonei
Ma, R., Li, G., Ye, Y., Liang, L., Wang, C., Zhou, H., Zhang, P., An, L., Shi, G., Chen, Q., et al. (2025) · Translational Oncology · doi:10.1016/j.tranon.2025.102279 · Cited by 1
“Signature 4 is strongly associated with tobacco smoking and to correlate with the extent of tobacco smoke exposure [31,32].”
Aromatic Amines, Aromatic Amides, and Heterocyclic Aromatic Amines
Turesky, R. J. (2025) · Elsevier eBooks · doi:10.1016/b978-0-323-95488-4.00193-5 · Cited by 1
The Nature and Nurture of Carcinogenesis
Lim, E. L., & DeGregori, J. V. (2025) · Cancer Discovery · doi:10.1158/2159-8290.cd-25-0232 · Cited by 1
Comprehensive analysis of mutational processes across 20 000 adult and pediatric tumors
Villa, M., Malighetti, F., Sano, L. D., Villa, A. M., Cordani, N., Aroldi, A., Antoniotti, M., Caravagna, G., Graudenzi, A., Piazza, R., et al. (2025) · Nucleic Acids Research · doi:10.1093/nar/gkaf648 · Cited by 1
“Furthermore, while many signatures have been strongly associated with mutagenic processes [ 18–20 ], several other re-ported signatures present instead a more elusive etiology or are highly similar between each other [ 8 ], suggesting possible limitations in the signature extraction framework or…”
Ng, C. S., Qin, J., Kan, C. H., & Cheng, K. T. (2025) · Archiv für Pathologische Anatomie und Physiologie und für Klinische Medicin · doi:10.1007/s00428-025-04208-0 · Cited by 1
“This tumor presents with extensive mediastinal disease, and lung involvement could be focal or absent [31–35].”
Yue, X., Yang, Z., Ma, J., Su, Q., Pan, M., Song, L., Li, Y., Liu, S., Wu, Y., & Chang, J. (2025) · Molecular Carcinogenesis · doi:10.1002/mc.70039 · Cited by 1
Zhang, J. Y., Rajendran, B. K., Desai, S., Gibson, J. A., DiPalermo, J., LoRusso, P. M., Kong, Y., Zhao, H., Cecchini, M., & Schalper, K. A. (2025) · Journal for ImmunoTherapy of Cancer · doi:10.1136/jitc-2025-011653 · Cited by 1
“Together, these results show that MGMT expression favors adaptive immune evasion and protects CRC cells from effector T-cell killing.”
Kuo, Y.-C., Cheng, W., Chen, H.-J., Chien, C., Tu, C., & Chen, H. (2025) · Thoracic Cancer · doi:10.1111/1759-7714.70167 · Cited by 1
“Smoking is associated with elevated TMB, increased CD8+ T-cell infiltration, and enrichment of KRAS mutations, all of which contribute to better ICI responses [4, 5, 20].”
Xue, J., Han, W., Zhao, W., & Li, X. (2025) · Discover Oncology · doi:10.1007/s12672-025-03780-w · Cited by 1
“A meta-analysis of LUAD revealed that EGFR and ALK-EML4 alterations are enriched in never-smokers, whereas KRAS mutations pre-dominate in smokers [9, 10], underscoring the importance of dissecting smoke-specific molecular networks for precision therapy.”
Somatic mutations and clonal evolution in normal tissues and cancer development
Yoshida, K. (2025) · Experimental & Molecular Medicine · doi:10.1038/s12276-025-01592-0 · Cited by 4
“Additionally, the SBS5 signature was reported to increase in cancers in organs that were not directly exposed to tobacco smoke 55 .”
Investigating the causes of childhood acute lymphoblastic leukemia through mutational epidemiology
de Smith, A. J., Zhou, N., Li, Y., Liu, T., Patrus, N., & Wiemels, J. L. (2025) · Current problems in pediatric and adolescent health care · doi:10.1016/j.cppeds.2025.101818 · Cited by 2
Genomic signature driving preinvasive to invasive processes in stage I lung adenocarcinoma
Mou, B., Duan, Y., Wang, J., Li, T., Huo, Y., Xiao, X., Cui, C., Deng, Z., Hu, Q., Jiang, J., et al. (2025) · International Journal of Cancer · doi:10.1002/ijc.70282 · Cited by 1
“27,42 mGGO and solid nodules are clinically observed to exhibit greater aggressiveness and higher chromosomal instability, which may also explain the higher frequency of TP53 mutations in these lesions.”
The Mutational Epidemiology of Childhood Cancer
Spector, L. G., Clark, C. J., Lu, Z., Anderson, N., Marcotte, E. L., & de Smith, A. J. (2025) · Clinical Chemistry · doi:10.1093/clinchem/hvaf154 · Cited by 1
Nan, Z., Zhao, W., Li, S., Yue, C., Cao, X., Yang, C., Yan, Y., Sun, F., & Shen, B. (2026) · Healthcare · doi:10.3390/healthcare14020193 · Cited by 1
“Globally, smoking remains the leading attributable risk factor for EOBC mortality and DALYs, accounting for over 25% of the burden in Central and Eastern Europe [26].”
Hatayama, T., Sekino, Y., Kobayashi, G., Yukihiro, K., Nakano, Y., Tasaka, S., Nomura, N., Kohada, Y., Takemoto, K., Naito, M., et al. (2026) · The Prostate · doi:10.1002/pros.70134 · Cited by 1
“Exposure to these carcinogens leads to the formation of DNA adducts, which in turn cause gene mutations and distinct mutational signatures [5, 6].”
Five dominant amino acid substitution signatures shape tumour immunity
Juhász, S., Papp, B. T., Fülöp, A. T., Farkas, Z. J., Kókai, D., Gyémánt, D. A., Tóth, F., Nacsa, Z., Spekhardt, D., Koncz, B., et al. (2026) · Molecular Systems Biology · doi:10.1038/s44320-026-00193-x · Cited by 1
“These processes might be driven by exposure to external agents like tobacco smoke (Alexandrov et al, 2016) or ultraviolet (UV) radiation (Hayward et al, 2017), internal factors like DNA repair de fi ciencies (Volkova et al, 2020; Zou et al, 2021) or the activities of speci fi c enzymes (Alexandrov et…”
Smoking-dependent circulating non-coding biomarkers in lung cancer
Farasani, A. M. (2026) · Clinica Chimica Acta · doi:10.1016/j.cca.2026.120911 · Cited by 1
An AI Approach to Differentiating Lung Squamous Cell Carcinoma From Metastases of Other Origins
Evans, M., Ribeiro, J. R., Maney, T., Helmstetter, A., Johnson, J., Karnezis, A. N., Bales, C. L., Sledge, G. W., Spetzler, D., VanderWalde, A., et al. (2026) · JAMA Network Open · doi:10.1001/jamanetworkopen.2026.0908 · Cited by 1
Manova, M. M., Ivanova, B., Krasteva, R., Conev, N. V., Zlatanova, T., Arabadjiev, J. I., Chilingirova, N., Petrova, M., Dudov, A., Robev, B., et al. (2026) · Cancers · doi:10.3390/cancers18071129 · Cited by 1
“Nearly all patients diagnosed with the disease are current or former heavy smokers [4].”
Sherman, F., Rozowsky, J. S., Okafor, A. E., & Petljak, M. (2026) · Trends in cancer · doi:10.1016/j.trecan.2025.12.010 · Cited by 1
Szekely, O., Lee, Y., Rangadurai, A., Guseva, S., Cooksey, J., Faison, E. M., Zalenski, N., Zhang, Q., Suo, Z., & Al‐Hashimi, H. M. (2026) · Nature Communications · doi:10.1038/s41467-026-71596-5 · Cited by 2
“For example, lung cancers are enriched in C >A transversions because smoke-induced guanine adducts mispair with adenine during DNA replication 7,9,10 (Fig.”
Sliacký, J. (2026) · Information Technology Scientific Research Conference (IIT.SRC) · doi:10.1109/iit.src67760.2026.11628838 · Cited by 1
The Molecular Basis of Carcinogenesis
Gomes, C. C., Diniz, M. G., & Gomez, R. S. (2019) · Head and neck cancer clinics · doi:10.1007/978-981-13-2931-9_2 · Cited by 1
Thun, G. A., Derdak, S. V., Castro-Giner, F., Apunte-Ramos, K., Águeda, L., Wjst, M., Boland, A., Deleuze, J., Kolsum, U., Heiß-Neumann, M., et al. (2019) · Scientific Reports · doi:10.1038/s41598-019-56618-1 · Cited by 1
Kesri, R., Goyal, H., Gupta, G., Bharti, D., & Sharma, R. (2021) · Journal of Radiation and Cancer Research · doi:10.4103/jrcr.jrcr_43_21 · Cited by 1
Xu, H., Shao, Z., Zhang, S., Liu, X., & Zeng, P. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1102811 · Cited by 1
Smoking-Related Components Among the Youth Using a Sociological Approach in Shiraz, Iran
Alborzi, S., & Mozafari, R. (2022) · Tobacco and Health · doi:10.34172/thj.2022.1034 · Cited by 1
Current Researches in Health Sciences-II
Guliyev, E., Elasan, S., Ateş, Y., Güner, T. A., Yavuz, Y., Gencan, G., Sidow, N. O., Türk, S., Selçuk, E., Çetinkaya, B. D., et al. (2023) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub128 · Cited by 1
Türk, S. (2023) · Özgür Yayınları eBooks · doi:10.58830/ozgur.pub128.c626 · Cited by 1
The center for nonlinear studies: A personal history
Ecke, R. E. (2024) · Chaos An Interdisciplinary Journal of Nonlinear Science · doi:10.1063/5.0204698 · Cited by 1
Gorlov, I. P., Gorlova, O. Y., Tsavachidis, S., & Amos, C. I. (2024) · Scientific Reports · doi:10.1038/s41598-024-63468-z · Cited by 1
“Environmental exposures, for example, tobacco smoke, dramatically increase the number of somatic mutation in lung tumors 36 .”
BackgroundHislop, J. M., Went, M., Mills, C., Sud, A., Law, P., & Houlston, R. S. (2024) · Blood Cancer Journal · doi:10.1038/s41408-024-01101-y · Cited by 1
“Consistent with previous reports correlating smoking status with increased risk of somatic mutations [14], genetically predicted lifetime smoking was signi fi cantly associated with CHIP-ASXL1 (OR = 4.57, 95% CI: 2.34 – 8.95, P = 9.1 × 10 -6 ).”
InfluentialLiang, H., Deng, J., Luo, T., Luo, H., Li, F., Wu, K., & Lin, C. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e41006 · Cited by 1
“ATAC-seq data was processed using the ENCODE ATAC-seq pipeline[1].”
Small cell lung cancer with peripheral neuropathy as the first symptom: Two case reports
Luo, M., Lu, X., Meng, D.-Y., & Hu, J. (2024) · World Journal of Clinical Cases · doi:10.12998/wjcc.v13.i9.99421 · Cited by 1
Alsavaf, M. B., Issa, M., Klamer, B. G., Husain, M., Dibs, K. N., Pan, X. J., Grecula, J. C., Old, M. O., Konieczkowski, D. J., Mitchell, D., et al. (2024) · Asia-Pacific Journal of Clinical Oncology · doi:10.1111/ajco.14135 · Cited by 3
“Human papillomavirus (HPV) infection has been established as an important risk factor for tumors originating from the oropharynx, whereas tobacco use, alcohol consumption, and other environmental factors are strongly linked to the formation of HPV-negative cancers [6, 7, 16, 8–15].”
Xing, Y., Zhou, J., Yang, Z., Dai, Z., Mi, X., Xie, Y., Zhang, X., & Pu, Q. (2025) · Annals of Surgical Oncology · doi:10.1245/s10434-025-17946-x · Cited by 1
“19 Patients over 70 years of age had shorter OS, which may be related to their advanced age and inherently shorter expected lifespan.”
“Bad luck” hypothesis and cancer prevention: translating the debate to more actions
Song, M. (2019) · European Journal of Epidemiology · doi:10.1007/s10654-019-00489-3 · Cited by 1
Guidelines to Evaluate the Scientific Validity for Genotype-Based Dietary Advice
Grimaldi, K. A. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-816403-7.00002-7 · Cited by 1
Chemoprevention in Oral Cancer
Loomans-Kropp, H. A., & Szabo, E. M. (2020) · Textbooks in contemporary dentistry · doi:10.1007/978-3-030-32316-5_18 · Cited by 1
Exercise and Cancer Prevention: Current Evidence and Future Directions
Jones, L. W. (2020) · Journal of Science in Sport and Exercise · doi:10.1007/s42978-020-00064-3 · Cited by 1
Milione, M., Boeri, M., Cantarutti, A., Centonze, G., Busico, A., Suatoni, P., Garzone, G., Cattaneo, L., Tamborini, E., Perrone, F., et al. (2020) · Cancers · doi:10.3390/cancers12071828 · Cited by 1
The growing medical relevance and value of family health history
Henrich, V. C., Orlando, L. A., & Shirts, B. H. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-816015-2.00001-8 · Cited by 1
Deng, J., Liang, H., Luo, T. L., Luo, H., Wu, X., Ye, Y., Wang, S., Li, F., Wu, K., & Lin, C. (2020) · Annals of Oncology · doi:10.1016/j.annonc.2020.10.366 · Cited by 1
Mutationssignaturen beim Kopf- und Hals-Tumor
Plath, M. M., Hess, J., & Zaoui, K. (2020) · HNO · doi:10.1007/s00106-020-00954-6 · Cited by 1
Mathis, C., Smart, D. J., Xia, W., Phillips, B. W., Peitsch, M. C., Szostak, J., Poussin, C., & Luettich, K. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-820490-0.00022-5 · Cited by 1
Liu, G. (2020) · American Journal of Biomedical Science & Research · doi:10.34297/ajbsr.2020.11.001610 · Cited by 1
“There have been effective early screening tests, many of which have not been shown to be effective in reducing cancer mortality [9-14].”
BackgroundMechanisms of Environmental and Occupational Carcinogenesis
Langevin, S. M., & Kelsey, K. T. (2020) · Springer eBooks · doi:10.1007/978-3-030-30766-0_3 · Cited by 1
Kanthali, M., Mamgain, P., Dhawan, P., Bhagwat, G., Patel, S., & Purohit, M. R. (2023) · Asian Pacific Journal of Cancer Prevention · doi:10.31557/apjcp.2023.24.6.1855 · Cited by 1
Ye, L., Yildiz, S., & Chen, M. (2017) · European Urology · doi:10.1016/j.eururo.2017.01.012 · Cited by 1
“[6] Alexandrov LB, Ju YS, Haase K, et al.”
BackgroundProcess-specific somatic mutation distributions vary with three-dimensional genome structurePreprint
Akdemir, K., Le, V. T., Killcoyne, S., King, D. A., Li, Y.-P., Tian, Y.-Y., Inoue, A., Amin, S., Robinson, F., Herrera, R. E., et al. (2018) · bioRxiv · doi:10.1101/426080 · Cited by 1
“Tobacco smoke has been postulated to indirectly activate APOBEC-related mutagenesis in certain cancer types (Alexandrov et al., 2016).”
BackgroundSelf-citationStatistical Methods for Improving Low Frequency Variant Calling in Cancer Genomics
Mannakee, B. K. (2020) · UA Campus Repository (The University of Arizona) · Cited by 1
Lamb, N. A., Bard, J., Buck, M. J., & Surtees, J. A. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.06.25.171595 · Cited by 1
“Therefore, we examined the occurrence of different SNVs as a function of the trinucleotide context by genotype, an increasingly common approach to extract mutation signatures, especially in human cancers (67,68).”
Flynn, E., Chang, A., Nugent, B. M., & Altman, R. B. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.09.27.461968 · Cited by 1
Cancer Risk Factors and Prevention
De, S. K. (2022) · Wiley eBooks · doi:10.1002/9783527838561.ch2 · Cited by 1
Somatic Mutation But Not Aneuploidy Differentiates Lung Cancer in Never-Smokers and SmokersPreprint
Moorthi, S., Paguirigan, A. L., Ko, M., Pettinger, M. B., Hoge, A. C. H., Nag, A., Patel, N. A., Wu, F., Sather, C. L., Fitzgibbon, M., et al. (2023) · SSRN Electronic Journal · doi:10.1101/2023.01.05.522947 · Cited by 1
Smoking-Related DNA Alkylation Events Are Mapped at Single-Nucleotide Resolution
Huang, A. T., & Tang, W. (2023) · ACS Central Science · doi:10.1021/acscentsci.3c00246 · Cited by 1
Dasari, K., Alfaro-Murillo, J. A., & Townsend, J. P. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.11.27.625765 · Cited by 1
Conclusion about colorectal cancer incidence in people who smoke
Scott, R. J. (2025) · BMJ Oncology · doi:10.1136/bmjonc-2025-000855 · Cited by 1
Panorama of Chromosomal Instability in Lung CancerPreprint
Yang, Y., Zhong, X., Phillips, W., Wei, Z., Hoang, P. H., Wirth, C., Yang, S., Leduc, C., Baine, M. K., Travis, W. D., et al. (2025) · medRxiv · doi:10.1101/2025.09.09.25335109 · Cited by 1
Self-citationThe Impact of Variant Calling on Substitution Mutational Signature InferencePreprint
Jiang, Z., Au, J. N., Kazachkova, M., Díaz-Gay, M., Vangara, R., & Alexandrov, L. B. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2025.12.09.693327 · Cited by 1
Self-citationMutational signatures in cancer genomes alter protein sequence motifs in cellular signaling networksPreprint
Mishra, J., Bayati, M., Klein, Z. P., Cheng, K. C. L., Wagih, O., Adler, N., Farina-Morillas, M., Bahcheli, A. T., & Reimand, J. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.02.03.703397 · Cited by 1
Wang, G., Li, Q., Sang, J., Xiao, Y., Zhang, P., Chen, W., Tran, T., Li, Z., Li, S., & Zhang, T. (2026) · Research Square · doi:10.21203/rs.3.rs-9949149/v1 · Cited by 1
“In LUAD, smokers exhibited higher predicted probabilities than non-smokers, aligning with established exposure-mutation relationships 38 .”
Yuan, Y., Li, B., & Qiu, J. (2017) · Journal of Clinical Oncology · doi:10.1200/jco.2017.73.0135
Vicary, G. W. (2016) · ThinkIR: The University of Louisville's Institutional Repository (University of Louisville) · doi:10.18297/etd/2589
A Message from the Editor-In-Chief about Progress in Cancer Prevention and Current Research
Al‐Saleem, T. (2017) · Journal of Cancer Prevention & Current Research · doi:10.15406/jcpcr.2017.08.00286
Tobacco Smoking and Lung Cancer
Sakaguchi, H. (2017) · Nihon Kikan Shokudoka Gakkai Kaiho · doi:10.2468/jbes.68.339
Whole genome sequencing of liver cancer for precision medicine
Nakagawa, H. (2017) · Kanzo · doi:10.2957/kanzo.58.551
Self-citationLarge-scale study of rna processing alterations in multiple cancers
Singh, B. (2017) · LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)
Modulação do fenótipo dependente do HPV16, pela expressão de HAI-1, em células-tronco epiteliais
Gomes, B. B. M. (2018) · Digital Library of Theses and Dissertations (Universidade de São Paulo) · doi:10.11606/d.17.2018.tde-19072018-155659
Somatic mutations in IFN-γ-Signal molecules in human uterine leiomyosarcoma
Hayashi, T., Ichimura, T., Kasai, M., Sano, K., Tonegawa, S., Kanai, Y., Zharhary, D., SIGMA-Aldrich Israel, I., Aburatani, H., Yaegashi, N., et al. (2018) · Annals of Biotechnology · doi:10.33582/2637-4927/1014
Predicting progression of in situ carcinoma in the era of precision genomics
Cheng, M., Hanna, N. H., Davidson, D. D., & Gunderman, R. B. (2019) · Journal of Thoracic Disease · doi:10.21037/jtd.2019.05.57
Wang, Z., Wu, V. H., Allevato, M. M., Gilardi, M., He, Y., Callejas‐Valera, J. L., Vitale-Cross, L. A., Martı́n, D., Amornphimoltham, P., Mcdermott, J., et al. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/672527
Self-citationWatanabe, M., Toudou, M., Uchida, T., Yoshikawa, M., Aso, H., & Suemaru, K. (2019) · Mutagenesis · doi:10.1093/mutage/gez014
Hong, Y., Zhang, D., Zhou, X., Chen, A., Abliz, A., Bai, J., Wang, L., Hu, Q., Gong, K., Guan, X., et al. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.02.17.952473
“For instance, smoking results 76 mainly in C>A transitions in lung cancers, while ultraviolet (UV) radiation leaves a footprint involving 77 CC>TT dinucleotide substitutions in skin cancers [7, 14].”
BackgroundButcher, K. (2019) · Wolverhampton Intellectual Repository and E-Theses (University of Wolverhampton)
Metadata
- Authors
- Alexandrov, L. B., Ju, Y. S., Haase, K., Van Loo, P., Martincorena, I., Nik-Zainal, S., Totoki, Y., Fujimoto, A., Nakagawa, H., Shibata, T., Campbell, P. J., Vineis, P., Phillips, D. H., & Stratton, M. R.
- Affiliations
- Los Alamos National Laboratory (US)
- Korea Advanced Institute of Science and Technology (KR)
- The Francis Crick Institute (GB)
- The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK.
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, Cambridgeshire, UK.
- National Cancer Center Research Institute (JP)
- Kyoto University (JP)
- RIKEN Center for Integrative Medical Sciences (JP)
- Institute of Medical Science, The University of Tokyo (JP)
- University of Cambridge (GB)
- Public Health England (GB)
- King's College London (GB)
- Wellcome Sanger Institute (GB)
- Corresponding author
- Alexandrov, Ludmil B.
- Stratton, Michael R.
- ORCID
- Venue
- Science
- Published
- 2016-11-04
- Volume
- 354
- Issue
- 6312
- Pages
- 618-622
- ISSN
- 0036-8075 (ISSN-L)
- 1095-9203
- PMC
- PMC6141049
- OpenAlex
- W2547187744
- Cited by
- 1,100
- References
- 54
- Citations by year
- 2026: 70 · 2025: 89 · 2024: 103 · 2023: 121 · 2022: 115 · 2021: 148 · 2020: 149 · 2019: 117 · 2018: 95 · 2017: 90 · 2016: 3
- FWCI
- 42.36
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Locations
- Science (publishedVersion)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Figshare (submittedVersion, cc-by)
- Research Portal (King's College London) (submittedVersion, other-oa)
- Lirias (submittedVersion)
- OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion)
- Spiral (Imperial College London) (submittedVersion)
- Funders
- Wellcome Trust Intermediate Fellowship (WT100183MA)
- Wellcome Trust Senior Clinical Research Fellowship (WT088340MA)
- U.S. Department of Energy (DOE) National Nuclear Security Administration (DE-AC52-06NA25396)
- Francis Crick Institute
- UK MRC (FC001202)
- Cancer Research UK (FC001202, C313/A14329)
- Wellcome Trust (98051, FC001202, 101126/Z/13/Z, 101126/B/13/Z)
- National Institute for Health Research (NIHR)
- EXPOSOMICS (308610-FP7)
- Japan Agency for Medical Research and Development (15ck0106094h0002)
- National Cancer Center Research and Development Funds (26-A-5)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Epigenetics and DNA Methylation
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Carcinogens and Genotoxicity Assessment
- Keywords
- smoking, mutational signatures, somatic mutations, DNA methylation, tobacco-related cancer, APOBEC cytidine deaminases, tobacco carcinogens, mutational burden, cancer risk
- MeSH terms
- APOBEC Deaminases, Carcinogens, DNA Damage, Humans, Mutation, Neoplasms, Risk, Smoking, Tobacco Products, Nicotiana, CpG Islands, DNA Methylation, Exome
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