IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-025-60559-x.html
   My bibliography  Save this article

Quantifying complexity in DNA structures with high resolution Atomic Force Microscopy

Author

Listed:
  • Elizabeth P. Holmes

    (University of Sheffield)

  • Max C. Gamill

    (University of Sheffield)

  • James I. Provan

    (University of Glasgow
    Université Paris-Saclay)

  • Laura Wiggins

    (University of Sheffield)

  • Renáta Rusková

    (Polymer Institute of the Slovak Academy of Sciences)

  • Sylvia Whittle

    (University of Sheffield)

  • Thomas E. Catley

    (University of Sheffield)

  • Kavit H. S. Main

    (University College London)

  • Neil Shephard

    (University of Sheffield)

  • Helen. E. Bryant

    (University of Sheffield)

  • Neville S. Gilhooly

    (University of Birmingham
    Oxford Science Park)

  • Agnieszka Gambus

    (University of Birmingham)

  • Dušan Račko

    (Polymer Institute of the Slovak Academy of Sciences)

  • Sean D. Colloms

    (University of Glasgow)

  • Alice L. B. Pyne

    (University of Sheffield)

Abstract

DNA topology is essential for regulating cellular processes and maintaining genome stability, yet it is challenging to quantify due to the size and complexity of topologically constrained DNA molecules. By combining high-resolution Atomic Force Microscopy (AFM) with a new high-throughput automated pipeline, we can quantify the length, conformation, and topology of individual complex DNA molecules with sub-molecular resolution. Our pipeline uses deep-learning methods to trace the backbone of individual DNA molecules and identify crossing points, efficiently determining which segment passes over which. We use this pipeline to determine the structure of stalled replication intermediates from Xenopus egg extracts, including theta structures and late replication products, and the topology of plasmids, knots and catenanes from the E. coli Xer recombination system. We use coarse-grained simulations to quantify the effect of surface immobilisation on twist-writhe partitioning. Our pipeline opens avenues for understanding how fundamental biological processes are regulated by DNA topology.

Suggested Citation

  • Elizabeth P. Holmes & Max C. Gamill & James I. Provan & Laura Wiggins & Renáta Rusková & Sylvia Whittle & Thomas E. Catley & Kavit H. S. Main & Neil Shephard & Helen. E. Bryant & Neville S. Gilhooly &, 2025. "Quantifying complexity in DNA structures with high resolution Atomic Force Microscopy," Nature Communications, Nature, vol. 16(1), pages 1-20, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-60559-x
    DOI: 10.1038/s41467-025-60559-x
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-025-60559-x
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-025-60559-x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Nicholas A. Willis & Gurushankar Chandramouly & Bin Huang & Amy Kwok & Cindy Follonier & Chuxia Deng & Ralph Scully, 2014. "BRCA1 controls homologous recombination at Tus/Ter-stalled mammalian replication forks," Nature, Nature, vol. 510(7506), pages 556-559, June.
    2. Aakash Basu & Dmitriy G. Bobrovnikov & Zan Qureshi & Tunc Kayikcioglu & Thuy T. M. Ngo & Anand Ranjan & Sebastian Eustermann & Basilio Cieza & Michael T. Morgan & Miroslav Hejna & H. Tomas Rube & Karl, 2021. "Measuring DNA mechanics on the genome scale," Nature, Nature, vol. 589(7842), pages 462-467, January.
    3. Rajesh Kumar Sharma & Ishita Agrawal & Liang Dai & Patrick S. Doyle & Slaven Garaj, 2019. "Complex DNA knots detected with a nanopore sensor," Nature Communications, Nature, vol. 10(1), pages 1-9, December.
    4. James M. Dewar & Magda Budzowska & Johannes C. Walter, 2015. "The mechanism of DNA replication termination in vertebrates," Nature, Nature, vol. 525(7569), pages 345-350, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gerardo Patiño-Guillén & Jovan Pešović & Marko Panić & Dušanka Savić-Pavićević & Filip Bošković & Ulrich Felix Keyser, 2024. "Single-molecule RNA sizing enables quantitative analysis of alternative transcription termination," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    2. Barrington-Leigh, C.P., 2024. "The econometrics of happiness: Are we underestimating the returns to education and income?," Journal of Public Economics, Elsevier, vol. 230(C).
    3. Lauren S. Lastra & Y. M. Nuwan D. Y. Bandara & Michelle Nguyen & Nasim Farajpour & Kevin J. Freedman, 2022. "On the origins of conductive pulse sensing inside a nanopore," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    4. Yi-Li Feng & Qian Liu & Ruo-Dan Chen & Si-Cheng Liu & Zhi-Cheng Huang & Kun-Ming Liu & Xiao-Ying Yang & An-Yong Xie, 2022. "DNA nicks induce mutational signatures associated with BRCA1 deficiency," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    5. Olga V. Kochenova & Giuseppina D’Alessandro & Domenic Pilger & Ernst Schmid & Sean L. Richards & Marcos Rios Garcia & Satpal S. Jhujh & Andrea Voigt & Vipul Gupta & Christopher J. Carnie & R. Alex Wu , 2025. "USP37 prevents premature disassembly of stressed replisomes by TRAIP," Nature Communications, Nature, vol. 16(1), pages 1-17, December.
    6. Nagham Ghaddar & Yves Corda & Pierre Luciano & Martina Galli & Ylli Doksani & Vincent Géli, 2023. "The COMPASS subunit Spp1 protects nascent DNA at the Tus/Ter replication fork barrier by limiting DNA availability to nucleases," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    7. Jinxin Phaedo Chen & Constantin Diekmann & Honggui Wu & Chong Chen & Giulia Chiara & Enrico Berrino & Konstantinos L. Georgiadis & Britta A. M. Bouwman & Mohit Virdi & Luuk Harbers & Sara Erika Bellom, 2024. "scCircle-seq unveils the diversity and complexity of extrachromosomal circular DNAs in single cells," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    8. Chen Zhang & Fu-Jia Tian & Hong-Wei Zuo & Qi-Yuan Qiu & Jia-Hao Zhang & Wei Wei & Zhi-Jie Tan & Yan Zhang & Wen-Qiang Wu & Liang Dai & Xing-Hua Zhang, 2025. "Counterintuitive DNA destabilization by monovalent salt at high concentrations due to overcharging," Nature Communications, Nature, vol. 16(1), pages 1-11, December.
    9. Håkan Nordström, 2023. "Does the risk of carbon leakage justify the CBAM?," RSCAS Working Papers 2023/08, European University Institute.
    10. Lina Wang & Siru Li & Kai Wang & Na Wang & Qiaoling Liu & Zhen Sun & Li Wang & Lulu Wang & Quentin Liu & Chengli Song & Caigang Liu & Qingkai Yang, 2022. "DNA mechanical flexibility controls DNA potential to activate cGAS-mediated immune surveillance," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    11. Joana Segura & Ofelia Díaz-Ingelmo & Belén Martínez-García & Alba Ayats-Fraile & Christoforos Nikolaou & Joaquim Roca, 2024. "Nucleosomal DNA has topological memory," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    12. Ling-Jun Kong & Weixuan Zhang & Peng Li & Xuyue Guo & Jingfeng Zhang & Furong Zhang & Jianlin Zhao & Xiangdong Zhang, 2022. "High capacity topological coding based on nested vortex knots and links," Nature Communications, Nature, vol. 13(1), pages 1-8, December.
    13. Alejo, Anna & Jenkins, Robert & Reuge, Nicolas & Yao, Haogen, 2023. "Understanding and addressing the post-pandemic learning disparities," International Journal of Educational Development, Elsevier, vol. 102(C).
    14. Hana Polasek-Sedlackova & Thomas C. R. Miller & Jana Krejci & Maj-Britt Rask & Jiri Lukas, 2022. "Solving the MCM paradox by visualizing the scaffold of CMG helicase at active replisomes," Nature Communications, Nature, vol. 13(1), pages 1-11, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-60559-x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.