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Tracing cancer evolution and heterogeneity using Hi-C

Author

Listed:
  • Dan Daniel Erdmann-Pham

    (University of California
    Stanford University)

  • Sanjit Singh Batra

    (University of California)

  • Timothy K. Turkalo

    (University of California)

  • James Durbin

    (Dovetail Genomics, Enterprise Way)

  • Marco Blanchette

    (Dovetail Genomics, Enterprise Way)

  • Iwei Yeh

    (University of California, San Francisco
    University of California)

  • Hunter Shain

    (University of California, San Francisco)

  • Boris C. Bastian

    (University of California, San Francisco
    University of California)

  • Yun S. Song

    (University of California
    Chan Zuckerberg Biohub
    University of California)

  • Daniel S. Rokhsar

    (University of California
    Chan Zuckerberg Biohub
    University of California
    Okinawa Institute for Science and Technology)

  • Dirk Hockemeyer

    (University of California
    Chan Zuckerberg Biohub
    University of California)

Abstract

Chromosomal rearrangements can initiate and drive cancer progression, yet it has been challenging to evaluate their impact, especially in genetically heterogeneous solid cancers. To address this problem we developed HiDENSEC, a new computational framework for analyzing chromatin conformation capture in heterogeneous samples that can infer somatic copy number alterations, characterize large-scale chromosomal rearrangements, and estimate cancer cell fractions. After validating HiDENSEC with in silico and in vitro controls, we used it to characterize chromosome-scale evolution during melanoma progression in formalin-fixed tumor samples from three patients. The resulting comprehensive annotation of the genomic events includes copy number neutral translocations that disrupt tumor suppressor genes such as NF1, whole chromosome arm exchanges that result in loss of CDKN2A, and whole-arm copy-number neutral loss of homozygosity involving PTEN. These findings show that large-scale chromosomal rearrangements occur throughout cancer evolution and that characterizing these events yields insights into drivers of melanoma progression.

Suggested Citation

  • Dan Daniel Erdmann-Pham & Sanjit Singh Batra & Timothy K. Turkalo & James Durbin & Marco Blanchette & Iwei Yeh & Hunter Shain & Boris C. Bastian & Yun S. Song & Daniel S. Rokhsar & Dirk Hockemeyer, 2023. "Tracing cancer evolution and heterogeneity using Hi-C," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-42651-2
    DOI: 10.1038/s41467-023-42651-2
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    1. Sarah B. Reiff & Andrew J. Schroeder & Koray Kırlı & Andrea Cosolo & Clara Bakker & Luisa Mercado & Soohyun Lee & Alexander D. Veit & Alexander K. Balashov & Carl Vitzthum & William Ronchetti & Kent M, 2022. "Author Correction: The 4D Nucleome Data Portal as a resource for searching and visualizing curated nucleomics data," Nature Communications, Nature, vol. 13(1), pages 1-1, December.
    2. Ankit Shukla & Thu H. M. Nguyen & Sarat B. Moka & Jonathan J. Ellis & John P. Grady & Harald Oey & Alexandre S. Cristino & Kum Kum Khanna & Dirk P. Kroese & Lutz Krause & Eloise Dray & J. Lynn Fink & , 2020. "Chromosome arm aneuploidies shape tumour evolution and drug response," Nature Communications, Nature, vol. 11(1), pages 1-14, December.
    3. Marek Cmero & Ke Yuan & Cheng Soon Ong & Jan Schröder & Niall M. Corcoran & Tony Papenfuss & Christopher M. Hovens & Florian Markowetz & Geoff Macintyre, 2020. "Inferring structural variant cancer cell fraction," Nature Communications, Nature, vol. 11(1), pages 1-15, December.
    4. Nicholas K. Hayward & James S. Wilmott & Nicola Waddell & Peter A. Johansson & Matthew A. Field & Katia Nones & Ann-Marie Patch & Hojabr Kakavand & Ludmil B. Alexandrov & Hazel Burke & Valerie Jakrot , 2017. "Whole-genome landscapes of major melanoma subtypes," Nature, Nature, vol. 545(7653), pages 175-180, May.
    5. Yilong Li & Nicola D. Roberts & Jeremiah A. Wala & Ofer Shapira & Steven E. Schumacher & Kiran Kumar & Ekta Khurana & Sebastian Waszak & Jan O. Korbel & James E. Haber & Marcin Imielinski & Joachim We, 2020. "Patterns of somatic structural variation in human cancer genomes," Nature, Nature, vol. 578(7793), pages 112-121, February.
    6. Rameen Beroukhim & Craig H. Mermel & Dale Porter & Guo Wei & Soumya Raychaudhuri & Jerry Donovan & Jordi Barretina & Jesse S. Boehm & Jennifer Dobson & Mitsuyoshi Urashima & Kevin T. Mc Henry & Reid M, 2010. "The landscape of somatic copy-number alteration across human cancers," Nature, Nature, vol. 463(7283), pages 899-905, February.
    7. Christopher Abbosh & Nicolai J. Birkbak & Gareth A. Wilson & Mariam Jamal-Hanjani & Tudor Constantin & Raheleh Salari & John Le Quesne & David A. Moore & Selvaraju Veeriah & Rachel Rosenthal & Teresa , 2017. "Phylogenetic ctDNA analysis depicts early-stage lung cancer evolution," Nature, Nature, vol. 545(7655), pages 446-451, May.
    8. Sarah B. Reiff & Andrew J. Schroeder & Koray Kırlı & Andrea Cosolo & Clara Bakker & Luisa Mercado & Soohyun Lee & Alexander D. Veit & Alexander K. Balashov & Carl Vitzthum & William Ronchetti & Kent M, 2022. "The 4D Nucleome Data Portal as a resource for searching and visualizing curated nucleomics data," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    9. Li Ding & Timothy J. Ley & David E. Larson & Christopher A. Miller & Daniel C. Koboldt & John S. Welch & Julie K. Ritchey & Margaret A. Young & Tamara Lamprecht & Michael D. McLellan & Joshua F. McMic, 2012. "Clonal evolution in relapsed acute myeloid leukaemia revealed by whole-genome sequencing," Nature, Nature, vol. 481(7382), pages 506-510, January.
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