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Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype.
Oh, Ki; Yoo, Yun Jae; Torre-Healy, Luke A; Rao, Manisha; Fassler, Danielle; Wang, Pei; Caponegro, Michael; Gao, Mei; Kim, Joseph; Sasson, Aaron; Georgakis, Georgios; Powers, Scott; Moffitt, Richard A.
Afiliação
  • Oh K; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY, USA.
  • Yoo YJ; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY, USA.
  • Torre-Healy LA; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY, USA.
  • Rao M; Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY, USA.
  • Fassler D; Department of Pathology, Stony Brook University, Stony Brook, NY, USA.
  • Wang P; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY, USA.
  • Caponegro M; Department of Cell Systems & Anatomy, University of Texas Health Science Center, San Antonio, TX, USA.
  • Gao M; Department of Pharmacology, Stony Brook University, Stony Brook, NY, USA.
  • Kim J; Department of Surgery, University of Kentucky and Markey Cancer Center, Lexington, KY, USA.
  • Sasson A; Department of Surgery, University of Kentucky and Markey Cancer Center, Lexington, KY, USA.
  • Georgakis G; Department of Surgery, Stony Brook University, Stony Brook, NY, USA.
  • Powers S; Stony Brook Cancer Center, Stony Brook University, Stony Brook, NY, USA.
  • Moffitt RA; Department of Surgery, Stony Brook University, Stony Brook, NY, USA.
Nat Commun ; 14(1): 5226, 2023 08 26.
Article em En | MEDLINE | ID: mdl-37633924
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.
Assuntos

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias Pancreáticas / Carcinoma Ductal Pancreático Tipo de estudo: Prognostic_studies Limite: Animals Idioma: En Ano de publicação: 2023 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias Pancreáticas / Carcinoma Ductal Pancreático Tipo de estudo: Prognostic_studies Limite: Animals Idioma: En Ano de publicação: 2023 Tipo de documento: Article