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Multi-omics and machine learning reveal context-specific gene regulatory activities of PML::RARA in acute promyelocytic leukemia

Author

Listed:
  • William Villiers

    (King’s College London)

  • Audrey Kelly

    (King’s College London)

  • Xiaohan He

    (King’s College London)

  • James Kaufman-Cook

    (King’s College London)

  • Abdurrahman Elbasir

    (Hamad Bin Khalifa University)

  • Halima Bensmail

    (Hamad Bin Khalifa University)

  • Paul Lavender

    (King’s College London)

  • Richard Dillon

    (King’s College London
    Guy’s and St. Thomas’ NHS Foundation Trust)

  • Borbála Mifsud

    (Hamad Bin Khalifa University, Education City
    Queen Mary University London)

  • Cameron S. Osborne

    (King’s College London)

Abstract

The PML::RARA fusion protein is the hallmark driver of Acute Promyelocytic Leukemia (APL) and disrupts retinoic acid signaling, leading to wide-scale gene expression changes and uncontrolled proliferation of myeloid precursor cells. While known to be recruited to binding sites across the genome, its impact on gene regulation and expression is under-explored. Using integrated multi-omics datasets, we characterize the influence of PML::RARA binding on gene expression and regulation in an inducible PML::RARA cell line model and APL patient ex vivo samples. We find that genes whose regulatory elements recruit PML::RARA are not uniformly transcriptionally repressed, as commonly suggested, but also may be upregulated or remain unchanged. We develop a computational machine learning implementation called Regulatory Element Behavior Extraction Learning to deconvolute the complex, local transcription factor binding site environment at PML::RARA bound positions to reveal distinct signatures that modulate how PML::RARA directs the transcriptional response.

Suggested Citation

  • William Villiers & Audrey Kelly & Xiaohan He & James Kaufman-Cook & Abdurrahman Elbasir & Halima Bensmail & Paul Lavender & Richard Dillon & Borbála Mifsud & Cameron S. Osborne, 2023. "Multi-omics and machine learning reveal context-specific gene regulatory activities of PML::RARA in acute promyelocytic leukemia," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-36262-0
    DOI: 10.1038/s41467-023-36262-0
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    References listed on IDEAS

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    1. Francesco Grignani & Silvia De Matteis & Clara Nervi & Lucia Tomassoni & Vania Gelmetti & Mario Cioce & Mirco Fanelli & Marthin Ruthardt & Fabiana F. Ferrara & Iris Zamir & Christian Seiser & Fausto G, 1998. "Fusion proteins of the retinoic acid receptor-α recruit histone deacetylase in promyelocytic leukaemia," Nature, Nature, vol. 391(6669), pages 815-818, February.
    2. Richard J. Lin & Laszlo Nagy & Satoshi Inoue & Wenlin Shao & Wilson H. Miller & Ronald M. Evans, 1998. "Role of the histone deacetylase complex in acute promyelocytic leukaemia," Nature, Nature, vol. 391(6669), pages 811-814, February.
    3. Stefan Schoenfelder & Borbala Mifsud & Claire E. Senner & Christopher D. Todd & Stephanie Chrysanthou & Elodie Darbo & Myriam Hemberger & Miguel R. Branco, 2018. "Divergent wiring of repressive and active chromatin interactions between mouse embryonic and trophoblast lineages," Nature Communications, Nature, vol. 9(1), pages 1-10, December.
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