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Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype

Author

Listed:
  • Ki Oh

    (Stony Brook University)

  • Yun Jae Yoo

    (Stony Brook University)

  • Luke A. Torre-Healy

    (Stony Brook University)

  • Manisha Rao

    (Stony Brook University
    Stony Brook University)

  • Danielle Fassler

    (Stony Brook University)

  • Pei Wang

    (University of Texas Health Science Center)

  • Michael Caponegro

    (Stony Brook University)

  • Mei Gao

    (University of Kentucky and Markey Cancer Center)

  • Joseph Kim

    (University of Kentucky and Markey Cancer Center)

  • Aaron Sasson

    (Stony Brook University
    Stony Brook University)

  • Georgios Georgakis

    (Stony Brook University
    Stony Brook University)

  • Scott Powers

    (Stony Brook University
    Stony Brook University)

  • Richard A. Moffitt

    (Stony Brook University
    Emory University
    Emory University)

Abstract

Bulk analyses of pancreatic ductal adenocarcinoma (PDAC) samples are complicated by the tumor microenvironment (TME), i.e. signals from fibroblasts, endocrine, exocrine, and immune cells. Despite this, we and others have established tumor and stroma subtypes with prognostic significance. However, understanding of underlying signals driving distinct immune and stromal landscapes is still incomplete. Here we integrate 92 single cell RNA-seq samples from seven independent studies to build a reproducible PDAC atlas with a focus on tumor-TME interdependence. Patients with activated stroma are synonymous with higher myofibroblastic and immunogenic fibroblasts, and furthermore show increased M2-like macrophages and regulatory T-cells. Contrastingly, patients with ‘normal’ stroma show M1-like recruitment, elevated effector and exhausted T-cells. To aid interoperability of future studies, we provide a pretrained cell type classifier and an atlas of subtype-based signaling factors that we also validate in mouse data. Ultimately, this work leverages the heterogeneity among single-cell studies to create a comprehensive view of the orchestra of signaling interactions governing PDAC.

Suggested Citation

  • Ki Oh & Yun Jae Yoo & Luke A. Torre-Healy & Manisha Rao & Danielle Fassler & Pei Wang & Michael Caponegro & Mei Gao & Joseph Kim & Aaron Sasson & Georgios Georgakis & Scott Powers & Richard A. Moffitt, 2023. "Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-40895-6
    DOI: 10.1038/s41467-023-40895-6
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    References listed on IDEAS

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