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Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype

  • 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

Producción científica: Articlerevisión exhaustiva

59 Citas (Scopus)

Resumen

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.

Idioma originalEnglish
Número de artículo5226
PublicaciónNature Communications
Volumen14
N.º1
DOI
EstadoPublished - dic 2023

Nota bibliográfica

Publisher Copyright:
© 2023, Springer Nature Limited.

Financiación

This work was supported by the Ruth L. Kirschstein Service Award from the National Institutes of Health to K.O. (CA257489), the Tissue Analytics and Bioinformatics Shared Resources of the Stony Brook’s Cancer Center and the Department of Biomedical Informatics. We thank members of the Powers and Shroyer laboratory for the thoughtful discussions on pathological interpretation. We thank Stony Brook Hospital’s BioBank for their assistance in acquiring patient tissue samples in this study. Figures were created with BioRender.com.

FinanciadoresNúmero del financiador
Department of Biomedical Informatics
National Institutes of Health (NIH)CA257489
National Institutes of Health (NIH)

    ODS de las Naciones Unidas

    Este resultado contribuye a los siguientes Objetivos de Desarrollo Sostenible

    1. Good health and well being
      Good health and well being

    ASJC Scopus subject areas

    • General Chemistry
    • General Biochemistry, Genetics and Molecular Biology
    • General
    • General Physics and Astronomy

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