Noncanonical secondary structures arising from non-B DNA motifs are determinants of mutagenesis
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Abstract
Somatic mutations show variation in density across cancer genomes. Previous studies have shown that chromatin organization and replication time domains are correlated with, and thus predictive of, this variation. Here, we analyze 1809 whole-genome sequences from 10 cancer types to show that a subset of repetitive DNA sequences, called non-B motifs that predict noncanonical secondary structure formation can independently account for variation in mutation density. Combined with epigenetic factors and replication timing, the variance explained can be improved to 43%–76%. Approximately twofold mutation enrichment is observed directly within non-B motifs, is focused on exposed structural components, and is dependent on physical properties that are optimal for secondary structure formation. Therefore, there is mounting evidence that secondary structures arising from non-B motifs are not simply associated with increased mutation density—they are possibly causally implicated. Our results suggest that they are determinants of mutagenesis and increase the likelihood of recurrent mutations in the genome. This analysis calls for caution in the interpretation of recurrent mutations and highlights the importance of taking non-B motifs that can simply be inferred from the reference sequence into consideration in background models of mutability henceforth.
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G4s have emerged as drivers of genomic plasticity, both through small- and large-scale genomic variations.
“Recently, G4s have emerged as drivers of genomic plasticity, both through small- and large-scale genomic variations (4,77).”
From G-quadruplex-mediated genomic instability drives SNVs in cancer (2024) · cites this paper as [77]
The Results section reports increased mutagenesis at G4 motifs, including enrichment near indels, supporting the small-scale variation part of the claim. The paper does not establish that G4s drive large-scale genomic variations; its Methods describe analyses of substitutions and indels, not large-scale rearrangements. Page numbers were not available in our copy. (LLM, conf=0.83)
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References 58 · Cited by 146
Research works printed but not linked: 47
- Bacolla A, Tainer JA, Vasquez KM, Cooper DN. 2016 Translocation and deletion breakpoints in cancer genomes are associated with potential non-B DNA-forming sequences. Nucleic Acids Res 44: 5673– 5688. 27084947 PMC4937311
- Biffi G, Tannahill D, McCafferty J, Balasubramanian S. 2013 Quantitative visualization of DNA G-quadruplex structures in human cells. Nat Chem 5: 182– 186. 23422559 PMC3622242
- The Cancer Genome Atlas Research Network. 2017 Integrated genomic characterization of oesophageal carcinoma. Nature 541: 169– 175. 28052061 PMC5651175
- Cer RZ, Donohue DE, Mudunuri US, Temiz NA, Loss MA, Starner NJ, Halusa GN, Volfovsky N, Yi M, Luke BT, 2013 Non-B DB v2.0: a database of predicted non-B DNA-forming motifs and its associated tools. Nucleic Acids Res 41: D94– D100. 23125372 PMC3531222
- De S, Michor F. 2011 DNA secondary structures and epigenetic determinants of cancer genome evolution. Nat Struct Mol Biol 18: 950– 955. PMC3963273 21725294
- Del Mundo IMA, Zewail-Foote M, Kerwin SM, Vasquez KM. 2017 Alternative DNA structure formation in the mutagenic human c-MYC promoter. Nucleic Acids Res 45: 4929– 4943. 28334873 PMC5416782
- Du X, Wojtowicz D, Bowers AA, Levens D, Benham CJ, Przytycka TM. 2013 The genome-wide distribution of non-B DNA motifs is shaped by operon structure and suggests the transcriptional importance of non-B DNA structures in Escherichia coli. Nucleic Acids Res 41: 5965– 5977. 23620297 PMC3695496
- The ENCODE Project Consortium. 2012 An integrated encyclopedia of DNA elements in the human genome. Nature 489: 57– 74. 22955616 PMC3439153
- Fraser M, Sabelnykova VY, Yamaguchi TN, Heisler LE, Livingstone J, Huang V, Shiah Y-J, Yousif F, Lin X, Masella AP, 2017 Genomic hallmarks of localized, non-indolent prostate cancer. Nature 541: 359– 364. 28068672
- Fredriksson NJ, Ny L, Nilsson JA, Larsson E. 2014 Systematic analysis of noncoding somatic mutations and gene expression alterations across 14 tumor types. Nat Genet 46: 1258– 1263. 25383969
- Ghosh A, Bansal M. 2003 A glossary of DNA structures from A to Z. Acta Crystallogr D Biol Crystallogr 59: 620– 626. 12657780
- Glickman BW, Ripley LS. 1984 Structural intermediates of deletion mutagenesis: a role for palindromic DNA. Proc Natl Acad Sci 81: 512– 516. 6582506 PMC344708
- Goddard NL, Bonnet G, Krichevsky O, Libchaber A. 2000 Sequence dependent rigidity of single stranded DNA. Phys Rev Lett 85: 2400– 2403. 10978020
- Hoede C, Denamur E, Tenaillon O. 2006 Selection acts on DNA secondary structures to decrease transcriptional mutagenesis. PLoS Genet 2: e176. 17083275 PMC1630709
- Hoffman MM, Buske OJ, Wang J, Weng Z, Bilmes JA, Noble WS. 2012 Unsupervised pattern discovery in human chromatin structure through genomic segmentation. Nat Methods 9: 473– 476. 22426492 PMC3340533
- Hoffman MM, Ernst J, Wilder SP, Kundaje A, Harris RS, Libbrecht M, Giardine B, Ellenbogen PM, Bilmes JA, Birney E, 2013 Integrative annotation of chromatin elements from ENCODE data. Nucleic Acids Res 41: 827– 841. 23221638 PMC3553955
- The International Cancer Genome Consortium. 2010 International network of cancer genome projects. Nature 464: 993– 998. 20393554 PMC2902243
- Kamat MA, Bacolla A, Cooper DN, Chuzhanova N. 2016 A role for non-B DNA forming sequences in mediating microlesions causing human inherited disease. Hum Mutat 37: 65– 73. 26466920
- Kaushik Tiwari M, Adaku N, Peart N, Rogers FA. 2016 Triplex structures induce DNA double strand breaks via replication fork collapse in NER deficient cells. Nucleic Acids Res 44: 7742– 7754. 27298253 PMC5027492
- Kim M, Kreig A, Lee C-Y, Rube HT, Calvert J, Song JS, Myong S. 2016 Quantitative analysis and prediction of G-quadruplex forming sequences in double-stranded DNA. Nucleic Acids Res 44: 4807– 4817. 27095201 PMC4889947
- Koole W, van Schendel R, Karambelas AE, van Heteren JT, Okihara KL, Tijsterman M. 2014 A polymerase Theta-dependent repair pathway suppresses extensive genomic instability at endogenous G4 DNA sites. Nat Commun 5: 3216. 24496117
- Kouzine F, Wojtowicz D, Baranello L, Yamane A, Nelson S, Resch W, Kieffer-Kwon K-R, Benham CJ, Casellas R, Przytycka TM, 2017 Permanganate/S1 nuclease footprinting reveals non-B DNA structures with regulatory potential across a mammalian genome. Cell Syst 4: 344– 356.e7. 28237796 PMC7432990
- Lawrence MS, Stojanov P, Polak P, Kryukov GV, Cibulskis K, Sivachenko A, Carter SL, Stewart C, Mermel CH, Roberts SA, 2013 Mutational heterogeneity in cancer and the search for new cancer-associated genes. Nature 499: 214– 218. 23770567 PMC3919509
- Lipps HJ, Rhodes D. 2009 G-quadruplex structures: in vivo evidence and function. Trends Cell Biol 19: 414– 422. 19589679
- Lobachev KS, Shor BM, Tran HT, Taylor W, Keen JD, Resnick MA, Gordenin DA. 1998 Factors affecting inverted repeat stimulation of recombination and deletion in Saccharomyces cerevisiae. Genetics 148: 1507– 1524. 9560370 PMC1460095
- Lu S, Wang G, Bacolla A, Zhao J, Spitser S, Vasquez KM. 2015 Short inverted repeats are hotspots for genetic instability: relevance to cancer genomes. Cell Rep 10.1016/j.celrep.2015.02.039. PMC6013304 25772355 · DOI
- Morganella S, Alexandrov LB, Glodzik D, Zou X, Davies H, Staaf J, Sieuwerts AM, Brinkman AB, Martin S, Ramakrishna M, 2016 The topography of mutational processes in breast cancer genomes. Nat Commun 7: 11383. 27136393 PMC5001788
- Nag DK, Petes TD. 1991 Seven-base-pair inverted repeats in DNA form stable hairpins in vivo in Saccharomyces cerevisiae. Genetics 129: 669– 673. 1752412 PMC1204734
- Patch A-M, Christie EL, Etemadmoghadam D, Garsed DW, George J, Fereday S, Nones K, Cowin P, Alsop K, Bailey PJ, 2015 Whole-genome characterization of chemoresistant ovarian cancer. Nature 521: 489– 494. 26017449
- Piazza A, Adrian M, Samazan F, Heddi B, Hamon F, Serero A, Lopes J, Teulade-Fichou M-P, Phan AT, Nicolas A. 2015 Short loop length and high thermal stability determine genomic instability induced by G-quadruplex-forming minisatellites. EMBO J 34: 1718– 1734. 25956747 PMC4475404
- Pierce JC, Kong D, Masker W. 1991 The effect of the length of direct repeats and the presence of palindromes on deletion between directly repeated DNA sequences in bacteriophage T7. Nucleic Acids Res 19: 3901– 3905. 1861982 PMC328481
- Quinlan AR, Hall IM. 2010 BEDTools: a flexible suite of utilities for comparing genomic features. Bioinformatics 26: 841– 842. 20110278 PMC2832824
- Ramírez F, Dündar F, Diehl S, Grüning BA, Manke T. 2014 deepTools: a flexible platform for exploring deep-sequencing data. Nucleic Acids Res 42: W187– W191. 24799436 PMC4086134
- Saini N, Zhang Y, Nishida Y, Sheng Z, Choudhury S, Mieczkowski P, Lobachev KS. 2013 Fragile DNA motifs trigger mutagenesis at distant chromosomal loci in Saccharomyces cerevisiae. PLoS Genet 9: e1003551. 23785298 PMC3681665
- Schon EA, Rizzuto R, Moraes CT, Nakase H, Zeviani M, DiMauro S. 1989 A direct repeat is a hotspot for large-scale deletion of human mitochondrial DNA. Science 244: 346– 349. 2711184
- Sinden RR, Zheng GX, Brankamp RG, Allen KN. 1991 On the deletion of inverted repeated DNA in Escherichia coli: effects of length, thermal stability, and cruciform formation in vivo. Genetics 129: 991– 1005. 1783300 PMC1204783
- Stamatoyannopoulos JA, Adzhubei I, Thurman RE, Kryukov GV, Mirkin SM, Sunyaev SR. 2009 Human mutation rate associated with DNA replication timing. Nat Genet 41: 393– 395. 19287383 PMC2914101
- Tippana R, Xiao W, Myong S. 2014 G-quadruplex conformation and dynamics are determined by loop length and sequence. Nucleic Acids Res 42: 8106– 8114. 24920827 PMC4081081
- Todd PA, Glickman BW. 1982 Mutational specificity of UV light in Escherichia coli: indications for a role of DNA secondary structure. Proc Natl Acad Sci 79: 4123– 4127. 7051003 PMC346589
- Varani G. 1995 Exceptionally stable nucleic acid hairpins. Annu Rev Biophys Biomol Struct 24: 379– 404. 7545040
- Vasquez KM, Wang G. 2013 The yin and yang of repair mechanisms in DNA structure-induced genetic instability. Mutat Res 743–744: 118– 131. PMC3661696 23219604
- Wang G, Vasquez KM. 2004 Naturally occurring H-DNA-forming sequences are mutagenic in mammalian cells. Proc Natl Acad Sci 101: 13448– 13453. 15342911 PMC518777
- Wang G, Christensen LA, Vasquez KM. 2006 Z-DNA-forming sequences generate large-scale deletions in mammalian cells. Proc Natl Acad Sci 103: 2677– 2682. 16473937 PMC1413824
- Wang G, Carbajal S, Vijg J, DiGiovanni J, Vasquez KM. 2008 DNA structure-induced genomic instability in vivo. J Natl Cancer Inst 100: 1815– 1817. 19066276 PMC2639325
- Wells RD. 2007 Non-B DNA conformations, mutagenesis and disease. Trends Biochem Sci 32: 271– 278. 17493823
- Wojcik EA, Brzostek A, Bacolla A, Mackiewicz P, Vasquez KM, Korycka-Machala M, Jaworski A, Dziadek J. 2012 Direct and inverted repeats elicit genetic instability by both exploiting and eluding DNA double-strand break repair systems in mycobacteria. PLoS One 7: e51064. 23251422 PMC3519483
- Zou X, Morganella S, Glodzik D, Davies H, Li Y, Stratton MR, Nik-Zainal S. 2017 Short inverted repeats contribute to localized mutability in human somatic cells. Nucleic Acids Res 45: 11213– 11221. 28977645 PMC5737083
- Authors
- Georgakopoulos-Soares, I., Morganella, S., Jain, N., Hemberg, M., & Nik-Zainal, S.
- Affiliations
- Wellcome Sanger Institute (GB)
- Imperial College London (GB)
- Venue
- Genome Research
- Publisher
- Cold Spring Harbor Laboratory
- Published
- 2018-08-13
- Volume
- 28
- Issue
- 9
- Pages
- 1264-1271
- ISSN
- 1088-9051 (ISSN-L)
- 1549-5469
- PMC
- PMC6120622
- OpenAlex
- W2949071111
- Cited by
- 146
- References
- 58
- Citations by year
- 2026: 9 · 2025: 21 · 2024: 21 · 2023: 20 · 2022: 29 · 2021: 19 · 2020: 13 · 2019: 14
- Type
- posted content
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Genome Research (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- HighWire Press Open Archive (submittedVersion)
- Funders
- Wellcome Trust Sanger Institute
- Wellcome Trust Intermediate Clinical Research (WT100183MA)
- CRUK (C60100/A23916)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › DNA and Nucleic Acid Chemistry
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › DNA Repair Mechanisms
- Keywords
- recurrent mutations, repetitive DNA, DNA replication timing, chromatin organization, epigenetic factors, cancer genome
- MeSH terms
- Humans, Neoplasms, Mutagenesis, DNA, B-Form, Nucleotide Motifs
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