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Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype
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, un...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10460409/ https://www.ncbi.nlm.nih.gov/pubmed/37633924 http://dx.doi.org/10.1038/s41467-023-40895-6 |
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author | 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. |
author_facet | 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. |
author_sort | Oh, Ki |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-10460409 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-104604092023-08-28 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. Nat Commun Article 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. Nature Publishing Group UK 2023-08-26 /pmc/articles/PMC10460409/ /pubmed/37633924 http://dx.doi.org/10.1038/s41467-023-40895-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article 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. Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype |
title | Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype |
title_full | Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype |
title_fullStr | Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype |
title_full_unstemmed | Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype |
title_short | Coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype |
title_sort | coordinated single-cell tumor microenvironment dynamics reinforce pancreatic cancer subtype |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10460409/ https://www.ncbi.nlm.nih.gov/pubmed/37633924 http://dx.doi.org/10.1038/s41467-023-40895-6 |
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