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Multi-omic lineage tracing predicts the transcriptional, epigenetic and genetic determinants of cancer evolution

Author

Listed:
  • F. Nadalin

    (Fondazione Istituto Italiano di Tecnologia (IIT)
    European Bioinformatics Institute, Wellcome Genome Campus)

  • M. J. Marzi

    (Fondazione Istituto Italiano di Tecnologia (IIT))

  • M. Pirra Piscazzi

    (Fondazione Istituto Italiano di Tecnologia (IIT))

  • P. Fuentes-Bravo

    (Fondazione Istituto Italiano di Tecnologia (IIT))

  • S. Procaccia

    (Fondazione Istituto Italiano di Tecnologia (IIT))

  • M. Climent

    (Fondazione Istituto Italiano di Tecnologia (IIT))

  • P. Bonetti

    (Fondazione Istituto Italiano di Tecnologia (IIT))

  • C. Rubolino

    (Fondazione Istituto Italiano di Tecnologia (IIT))

  • B. Giuliani

    (Fondazione Istituto Italiano di Tecnologia (IIT))

  • I. Papatheodorou

    (European Bioinformatics Institute, Wellcome Genome Campus)

  • J. C. Marioni

    (European Bioinformatics Institute, Wellcome Genome Campus
    University of Cambridge
    Wellcome Sanger Institute, Wellcome Genome Campus)

  • F. Nicassio

    (Fondazione Istituto Italiano di Tecnologia (IIT))

Abstract

Cancer is a highly heterogeneous disease, where phenotypically distinct subpopulations coexist and can be primed to different fates. Both genetic and epigenetic factors may drive cancer evolution, however little is known about whether and how such a process is pre-encoded in cancer clones. Using single-cell multi-omic lineage tracing and phenotypic assays, we investigate the predictive features of either tumour initiation or drug tolerance within the same cancer population. Clones primed to tumour initiation in vivo display two distinct transcriptional states at baseline. Remarkably, these states share a distinctive DNA accessibility profile, highlighting an epigenetic basis for tumour initiation. The drug tolerant niche is also largely pre-encoded, but only partially overlaps the tumour-initiating one and evolves following two genetically and transcriptionally distinct trajectories. Our study highlights coexisting genetic, epigenetic and transcriptional determinants of cancer evolution, unravelling the molecular complexity of pre-encoded tumour phenotypes.

Suggested Citation

  • F. Nadalin & M. J. Marzi & M. Pirra Piscazzi & P. Fuentes-Bravo & S. Procaccia & M. Climent & P. Bonetti & C. Rubolino & B. Giuliani & I. Papatheodorou & J. C. Marioni & F. Nicassio, 2024. "Multi-omic lineage tracing predicts the transcriptional, epigenetic and genetic determinants of cancer evolution," Nature Communications, Nature, vol. 15(1), pages 1-23, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-51424-4
    DOI: 10.1038/s41467-024-51424-4
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    as
    1. Sheila K. Singh & Cynthia Hawkins & Ian D. Clarke & Jeremy A. Squire & Jane Bayani & Takuichiro Hide & R. Mark Henkelman & Michael D. Cusimano & Peter B. Dirks, 2004. "Identification of human brain tumour initiating cells," Nature, Nature, vol. 432(7015), pages 396-401, November.
    2. Gloria V. Echeverria & Emily Powell & Sahil Seth & Zhongqi Ge & Alessandro Carugo & Christopher Bristow & Michael Peoples & Frederick Robinson & Huan Qiu & Jiansu Shao & Sabrina L. Jeter-Jones & Xiaom, 2018. "High-resolution clonal mapping of multi-organ metastasis in triple negative breast cancer," Nature Communications, Nature, vol. 9(1), pages 1-17, December.
    3. Yuen-Yi Tseng & Branden S. Moriarity & Wuming Gong & Ryutaro Akiyama & Ashutosh Tiwari & Hiroko Kawakami & Peter Ronning & Brian Reuland & Kacey Guenther & Thomas C. Beadnell & Jaclyn Essig & George M, 2014. "PVT1 dependence in cancer with MYC copy-number increase," Nature, Nature, vol. 512(7512), pages 82-86, August.
    4. Brent A. Biddy & Wenjun Kong & Kenji Kamimoto & Chuner Guo & Sarah E. Waye & Tao Sun & Samantha A. Morris, 2018. "Single-cell mapping of lineage and identity in direct reprogramming," Nature, Nature, vol. 564(7735), pages 219-224, December.
    5. D. Merino & T. S. Weber & A. Serrano & F. Vaillant & K. Liu & B. Pal & L. Stefano & J. Schreuder & D. Lin & Y. Chen & M. L. Asselin-Labat & T. N. Schumacher & D. Cameron & G. K. Smyth & A. T. Papenfus, 2019. "Publisher Correction: Barcoding reveals complex clonal behavior in patient-derived xenografts of metastatic triple negative breast cancer," Nature Communications, Nature, vol. 10(1), pages 1-2, December.
    6. Michael Lawrence & Wolfgang Huber & Hervé Pagès & Patrick Aboyoun & Marc Carlson & Robert Gentleman & Martin T Morgan & Vincent J Carey, 2013. "Software for Computing and Annotating Genomic Ranges," PLOS Computational Biology, Public Library of Science, vol. 9(8), pages 1-10, August.
    7. Christina Curtis & Sohrab P. Shah & Suet-Feung Chin & Gulisa Turashvili & Oscar M. Rueda & Mark J. Dunning & Doug Speed & Andy G. Lynch & Shamith Samarajiwa & Yinyin Yuan & Stefan Gräf & Gavin Ha & Gh, 2012. "The genomic and transcriptomic architecture of 2,000 breast tumours reveals novel subgroups," Nature, Nature, vol. 486(7403), pages 346-352, June.
    8. Yaara Oren & Michael Tsabar & Michael S. Cuoco & Liat Amir-Zilberstein & Heidie F. Cabanos & Jan-Christian Hütter & Bomiao Hu & Pratiksha I. Thakore & Marcin Tabaka & Charles P. Fulco & William Colgan, 2021. "Cycling cancer persister cells arise from lineages with distinct programs," Nature, Nature, vol. 596(7873), pages 576-582, August.
    9. Panagiotis Karras & Ignacio Bordeu & Joanna Pozniak & Ada Nowosad & Cecilia Pazzi & Nina Raemdonck & Ewout Landeloos & Yannick Herck & Dennis Pedri & Greet Bervoets & Samira Makhzami & Jia Hui Khoo & , 2022. "A cellular hierarchy in melanoma uncouples growth and metastasis," Nature, Nature, vol. 610(7930), pages 190-198, October.
    10. Avishai Gavish & Michael Tyler & Alissa C. Greenwald & Rouven Hoefflin & Dor Simkin & Roi Tschernichovsky & Noam Galili Darnell & Einav Somech & Chaya Barbolin & Tomer Antman & Daniel Kovarsky & Thoma, 2023. "Hallmarks of transcriptional intratumour heterogeneity across a thousand tumours," Nature, Nature, vol. 618(7965), pages 598-606, June.
    11. Panagiotis Karras & Ignacio Bordeu & Joanna Pozniak & Ada Nowosad & Cecilia Pazzi & Nina Raemdonck & Ewout Landeloos & Yannick Herck & Dennis Pedri & Greet Bervoets & Samira Makhzami & Jia Hui Khoo & , 2022. "Author Correction: A cellular hierarchy in melanoma uncouples growth and metastasis," Nature, Nature, vol. 611(7934), pages 4-4, November.
    12. D. Merino & T. S. Weber & A. Serrano & F. Vaillant & K. Liu & B. Pal & L. Stefano & J. Schreuder & D. Lin & Y. Chen & M. L. Asselin-Labat & T. N. Schumacher & D. Cameron & G. K. Smyth & A. T. Papenfus, 2019. "Barcoding reveals complex clonal behavior in patient-derived xenografts of metastatic triple negative breast cancer," Nature Communications, Nature, vol. 10(1), pages 1-12, December.
    13. Baolin Liu & Chenwei Li & Ziyi Li & Dongfang Wang & Xianwen Ren & Zemin Zhang, 2020. "An entropy-based metric for assessing the purity of single cell populations," Nature Communications, Nature, vol. 11(1), pages 1-13, December.
    14. Long V. Nguyen & Claire L. Cox & Peter Eirew & David J. H. F. Knapp & Davide Pellacani & Nagarajan Kannan & Annaick Carles & Michelle Moksa & Sneha Balani & Sohrab Shah & Martin Hirst & Samuel Aparici, 2014. "DNA barcoding reveals diverse growth kinetics of human breast tumour subclones in serially passaged xenografts," Nature Communications, Nature, vol. 5(1), pages 1-9, December.
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