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Cell-free DNA size deconvolution resolves nucleosomal origins and reveals tumor-associated fragmentomic alterations
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  • Published: 08 May 2026

Cell-free DNA size deconvolution resolves nucleosomal origins and reveals tumor-associated fragmentomic alterations

  • Ze Zhou  ORCID: orcid.org/0009-0002-4522-182X1,2,3,
  • Wendy N. Cooper  ORCID: orcid.org/0000-0003-3416-99821,2,3,
  • Zhao Cheng  ORCID: orcid.org/0000-0002-3514-240X1,2,3,
  • Sara Lightowlers4,
  • Charlotte E. Coles  ORCID: orcid.org/0000-0003-4473-85524,
  • Amit Roshan  ORCID: orcid.org/0000-0002-2034-27591,2,3,5,
  • Nitzan Rosenfeld  ORCID: orcid.org/0000-0002-2825-47881,2,3 &
  • …
  • Hui Zhao  ORCID: orcid.org/0009-0009-2818-29111,2,3 

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Subjects

  • Diagnostic markers
  • Tumour biomarkers

Abstract

Analysis of cell-free DNA (cfDNA) fragmentomic features holds great promise for minimally invasive cancer diagnostics. Although selectively analyzing short plasma cfDNA enriches tumor-derived DNA (ctDNA), the mechanisms shaping cfDNA size profiles remain incompletely understood. Here, we develop a generalized model of cfDNA fragment length distributions across multiple bodily fluids (saliva, urine, cerebrospinal fluid, lymphatic fluid, and plasma), deconvoluting size profiles into ~10-bp periodic peaks (components), each approximated by a Cauchy–Lorentz distribution. This analytical framework enables investigation of cfDNA fragmentation across diverse pathological states and reveals a 159-bp component that may demarcate intra- and inter-nucleosomal cfDNA. By analyzing plasma DNA from individuals harboring germline TP53 mutations, patients receiving radiotherapy, and liver transplantation recipients, we demonstrate that ctDNA shortening can be distinguished from phagocytosis-associated cfDNA shortening through differences in the amplitude and scale parameters of intra- and inter-nucleosomal components. Moreover, leveraging tumor-related fragmentomic alterations, characterized by increased fragmentation entropy identified through cfDNA size deconvolution, significantly enhances cancer detection.

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Acknowledgments

Cancer Research UK (C507/A27657, C9545/A29580, SEBINT-2024/100003, C1287/A26886, EDDRPG-May24/100002 & C36857/A27548), NIHR Cambridge Biomedical Research Center (BRC-1215-20014), The Mark Foundation for Cancer Research (RG95043), the Cancer Research UK Cambridge Center (C9685/A25177), and Addenbrooke's Charitable Trust (ACT 9800). This work was supported by the Cancer Molecular Diagnostics Lab, University of Cambridge, which is funded by Cancer Research UK Cambridge Center [CTRQQR-2021\100012] and the NIHR Cambridge Biomedical Research Center (NIHR203312). Neo-RT was funded by Breast Cancer Now, and this work also falls under the umbrella of CRUK RadNet Cambridge. The views expressed are those of the authors and not necessarily those of the NIHR or the Department of Health and Social Care. N.R. is supported by infrastructure grants within the CRUK City of London Major Center Awards [C7893/A26233 and CTRQQR-2021\100004]. A.R. is supported by CRUK-Royal College of Surgeons of England Clinician Scientist Fellowship [C64667/A27958]. C.E.C was funded by the National Institute of Health and Care Research (NIHR) and supported by the NIHR Cambridge Biomedical Research Center. The authors acknowledge the use of images from Servier Medical Art (CC BY 4.0) and NIH BioArt (Public Domain) in the preparation of Fig. 1a.

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Authors and Affiliations

  1. Centre for Cancer Cell and Molecular Biology, Barts Cancer Institute, Queen Mary University of London, London, UK

    Ze Zhou, Wendy N. Cooper, Zhao Cheng, Amit Roshan, Nitzan Rosenfeld & Hui Zhao

  2. Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, UK

    Ze Zhou, Wendy N. Cooper, Zhao Cheng, Amit Roshan, Nitzan Rosenfeld & Hui Zhao

  3. Cancer Research UK Cambridge Centre, Cancer Research UK Cambridge Institute, Li Ka Shing Centre, Cambridge, UK

    Ze Zhou, Wendy N. Cooper, Zhao Cheng, Amit Roshan, Nitzan Rosenfeld & Hui Zhao

  4. Department of Oncology, University of Cambridge School of Clinical Medicine, Cambridge, UK

    Sara Lightowlers & Charlotte E. Coles

  5. Department of Plastic & Reconstructive Surgery, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK

    Amit Roshan

Authors
  1. Ze Zhou
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  2. Wendy N. Cooper
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  3. Zhao Cheng
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  4. Sara Lightowlers
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  5. Charlotte E. Coles
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  6. Amit Roshan
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  7. Nitzan Rosenfeld
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  8. Hui Zhao
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Corresponding authors

Correspondence to Ze Zhou, Amit Roshan, Nitzan Rosenfeld or Hui Zhao.

Ethics declarations

Competing interests

Z.Z., N.R., and H.Z. are inventors on a patent application entitled “Methods of cancer detection” (Application No. GB2520112.0), which relates to the detection of cancer in cell-free DNA and is not directly described in this manuscript. The patent is managed by Cancer Research Horizons in accordance with its policies. The remaining authors declare no competing interests.

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Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Zhou, Z., Cooper, W.N., Cheng, Z. et al. Cell-free DNA size deconvolution resolves nucleosomal origins and reveals tumor-associated fragmentomic alterations. Nat Commun (2026). https://doi.org/10.1038/s41467-026-72925-4

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  • Received: 22 September 2025

  • Accepted: 21 April 2026

  • Published: 08 May 2026

  • DOI: https://doi.org/10.1038/s41467-026-72925-4

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