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Genome-wide cell-free DNA fragmentation in patients with cancer

Author

Listed:
  • Stephen Cristiano

    (Johns Hopkins University School of Medicine
    Johns Hopkins Bloomberg School of Public Health)

  • Alessandro Leal

    (Johns Hopkins University School of Medicine)

  • Jillian Phallen

    (Johns Hopkins University School of Medicine)

  • Jacob Fiksel

    (Johns Hopkins University School of Medicine
    Johns Hopkins Bloomberg School of Public Health)

  • Vilmos Adleff

    (Johns Hopkins University School of Medicine)

  • Daniel C. Bruhm

    (Johns Hopkins University School of Medicine)

  • Sarah Østrup Jensen

    (Aarhus University Hospital)

  • Jamie E. Medina

    (Johns Hopkins University School of Medicine)

  • Carolyn Hruban

    (Johns Hopkins University School of Medicine)

  • James R. White

    (Johns Hopkins University School of Medicine)

  • Doreen N. Palsgrove

    (Johns Hopkins University School of Medicine)

  • Noushin Niknafs

    (Johns Hopkins University School of Medicine)

  • Valsamo Anagnostou

    (Johns Hopkins University School of Medicine)

  • Patrick Forde

    (Johns Hopkins University School of Medicine)

  • Jarushka Naidoo

    (Johns Hopkins University School of Medicine)

  • Kristen Marrone

    (Johns Hopkins University School of Medicine)

  • Julie Brahmer

    (Johns Hopkins University School of Medicine)

  • Brian D. Woodward

    (University of California, San Diego)

  • Hatim Husain

    (University of California, San Diego)

  • Karlijn L. Rooijen

    (University Medical Center, Utrecht University)

  • Mai-Britt Worm Ørntoft

    (Aarhus University Hospital)

  • Anders Husted Madsen

    (Herning Regional Hospital)

  • Cornelis J. H. Velde

    (Leiden University Medical Center)

  • Marcel Verheij

    (The Netherlands Cancer Institute)

  • Annemieke Cats

    (The Netherlands Cancer Institute)

  • Cornelis J. A. Punt

    (Academic Medical Center, University of Amsterdam)

  • Geraldine R. Vink

    (University Medical Center, Utrecht University)

  • Nicole C. T. Grieken

    (VU University Medical Center)

  • Miriam Koopman

    (University Medical Center, Utrecht University)

  • Remond J. A. Fijneman

    (The Netherlands Cancer Institute)

  • Julia S. Johansen

    (Copenhagen University Hospital)

  • Hans Jørgen Nielsen

    (Department of Surgical Gastroenterology 360, Hvidovre Hospital)

  • Gerrit A. Meijer

    (The Netherlands Cancer Institute)

  • Claus Lindbjerg Andersen

    (Aarhus University Hospital)

  • Robert B. Scharpf

    (Johns Hopkins University School of Medicine
    Johns Hopkins Bloomberg School of Public Health)

  • Victor E. Velculescu

    (Johns Hopkins University School of Medicine)

Abstract

Cell-free DNA in the blood provides a non-invasive diagnostic avenue for patients with cancer1. However, characteristics of the origins and molecular features of cell-free DNA are poorly understood. Here we developed an approach to evaluate fragmentation patterns of cell-free DNA across the genome, and found that profiles of healthy individuals reflected nucleosomal patterns of white blood cells, whereas patients with cancer had altered fragmentation profiles. We used this method to analyse the fragmentation profiles of 236 patients with breast, colorectal, lung, ovarian, pancreatic, gastric or bile duct cancer and 245 healthy individuals. A machine learning model that incorporated genome-wide fragmentation features had sensitivities of detection ranging from 57% to more than 99% among the seven cancer types at 98% specificity, with an overall area under the curve value of 0.94. Fragmentation profiles could be used to identify the tissue of origin of the cancers to a limited number of sites in 75% of cases. Combining our approach with mutation-based cell-free DNA analyses detected 91% of patients with cancer. The results of these analyses highlight important properties of cell-free DNA and provide a proof-of-principle approach for the screening, early detection and monitoring of human cancer.

Suggested Citation

  • Stephen Cristiano & Alessandro Leal & Jillian Phallen & Jacob Fiksel & Vilmos Adleff & Daniel C. Bruhm & Sarah Østrup Jensen & Jamie E. Medina & Carolyn Hruban & James R. White & Doreen N. Palsgrove &, 2019. "Genome-wide cell-free DNA fragmentation in patients with cancer," Nature, Nature, vol. 570(7761), pages 385-389, June.
  • Handle: RePEc:nat:nature:v:570:y:2019:i:7761:d:10.1038_s41586-019-1272-6
    DOI: 10.1038/s41586-019-1272-6
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    Citations

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    Cited by:

    1. Francesc Muyas & Manuel José Gómez Rodriguez & Rita Cascão & Angela Afonso & Carolin M. Sauer & Claudia C. Faria & Isidro Cortés-Ciriano & Ignacio Flores, 2024. "The ALT pathway generates telomere fusions that can be detected in the blood of cancer patients," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    2. Mary L. Stackpole & Weihua Zeng & Shuo Li & Chun-Chi Liu & Yonggang Zhou & Shanshan He & Angela Yeh & Ziye Wang & Fengzhu Sun & Qingjiao Li & Zuyang Yuan & Asli Yildirim & Pin-Jung Chen & Paul Winogra, 2022. "Cost-effective methylome sequencing of cell-free DNA for accurately detecting and locating cancer," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    3. Sujun Chen & Jessica Petricca & Wenbin Ye & Jiansheng Guan & Yong Zeng & Nicholas Cheng & Linsey Gong & Shu Yi Shen & Junjie T. Hua & Megan Crumbaker & Michael Fraser & Stanley Liu & Scott V. Bratman , 2022. "The cell-free DNA methylome captures distinctions between localized and metastatic prostate tumors," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    4. Dimitrios Mathios & Peter B. Bach & Jillian A. Phallen & Robert B. Scharpf & Victor E. Velculescu, 2022. "Reply to: Limitations of molecular testing in combination with computerized tomographic for lung cancer screening," Nature Communications, Nature, vol. 13(1), pages 1-2, December.
    5. Anna-Lisa Doebley & Minjeong Ko & Hanna Liao & A. Eden Cruikshank & Katheryn Santos & Caroline Kikawa & Joseph B. Hiatt & Robert D. Patton & Navonil De Sarkar & Katharine A. Collier & Anna C. H. Hoge , 2022. "A framework for clinical cancer subtyping from nucleosome profiling of cell-free DNA," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    6. Jonathan C. M. Wan & Dennis Stephens & Lingqi Luo & James R. White & Caitlin M. Stewart & Benoît Rousseau & Dana W. Y. Tsui & Luis A. Diaz, 2022. "Genome-wide mutational signatures in low-coverage whole genome sequencing of cell-free DNA," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    7. Kate E. Stanley & Tatjana Jatsenko & Stefania Tuveri & Dhanya Sudhakaran & Lore Lannoo & Kristel Calsteren & Marie Borre & Ilse Parijs & Leen Coillie & Kris Bogaert & Rodrigo Almeida Toledo & Liesbeth, 2024. "Cell type signatures in cell-free DNA fragmentation profiles reveal disease biology," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    8. Michaël Noë & Dimitrios Mathios & Akshaya V. Annapragada & Shashikant Koul & Zacharia H. Foda & Jamie E. Medina & Stephen Cristiano & Christopher Cherry & Daniel C. Bruhm & Noushin Niknafs & Vilmos Ad, 2024. "DNA methylation and gene expression as determinants of genome-wide cell-free DNA fragmentation," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    9. Xu Hua & Hui Zhou & Hui-Chen Wu & Julia Furnari & Corina P. Kotidis & Raul Rabadan & Jeanine M. Genkinger & Jeffrey N. Bruce & Peter Canoll & Regina M. Santella & Zhiguo Zhang, 2024. "Tumor detection by analysis of both symmetric- and hemi-methylation of plasma cell-free DNA," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    10. Derek Wong & Maha Tageldein & Ping Luo & Erik Ensminger & Jeffrey Bruce & Leslie Oldfield & Haifan Gong & Nicholas William Fischer & Brianne Laverty & Vallijah Subasri & Scott Davidson & Reem Khan & A, 2024. "Cell-free DNA from germline TP53 mutation carriers reflect cancer-like fragmentation patterns," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    11. Fenglong Bie & Zhijie Wang & Yulong Li & Wei Guo & Yuanyuan Hong & Tiancheng Han & Fang Lv & Shunli Yang & Suxing Li & Xi Li & Peiyao Nie & Shun Xu & Ruochuan Zang & Moyan Zhang & Peng Song & Feiyue F, 2023. "Multimodal analysis of cell-free DNA whole-methylome sequencing for cancer detection and localization," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    12. Jun Wang & Jinyong Huang & Yunlong Hu & Qianwen Guo & Shasha Zhang & Jinglin Tian & Yanqin Niu & Ling Ji & Yuzhong Xu & Peijun Tang & Yaqin He & Yuna Wang & Shuya Zhang & Hao Yang & Kang Kang & Xinchu, 2024. "Terminal modifications independent cell-free RNA sequencing enables sensitive early cancer detection and classification," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    13. Yunyun An & Xin Zhao & Ziteng Zhang & Zhaohua Xia & Mengqi Yang & Li Ma & Yu Zhao & Gang Xu & Shunda Du & Xiang’an Wu & Shuowen Zhang & Xin Hong & Xin Jin & Kun Sun, 2023. "DNA methylation analysis explores the molecular basis of plasma cell-free DNA fragmentation," Nature Communications, Nature, vol. 14(1), pages 1-12, December.

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