IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-40895-6.html
   My bibliography  Save this article

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
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-40895-6
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-40895-6?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Suoqin Jin & Christian F. Guerrero-Juarez & Lihua Zhang & Ivan Chang & Raul Ramos & Chen-Hsiang Kuan & Peggy Myung & Maksim V. Plikus & Qing Nie, 2021. "Inference and analysis of cell-cell communication using CellChat," Nature Communications, Nature, vol. 12(1), pages 1-20, December.
    2. Tianying Su & Geoff Stanley & Rahul Sinha & Gaetano D’Amato & Soumya Das & Siyeon Rhee & Andrew H. Chang & Aruna Poduri & Brian Raftrey & Thanh Theresa Dinh & Walter A. Roper & Guang Li & Kelsey E. Qu, 2018. "Single-cell analysis of early progenitor cells that build coronary arteries," Nature, Nature, vol. 559(7714), pages 356-362, July.
    3. Andreas M. Reimold & Neal N. Iwakoshi & John Manis & Prashanth Vallabhajosyula & Eva Szomolanyi-Tsuda & Ellen M. Gravallese & Daniel Friend & Michael J. Grusby & Frederick Alt & Laurie H. Glimcher, 2001. "Plasma cell differentiation requires the transcription factor XBP-1," Nature, Nature, vol. 412(6844), pages 300-307, July.
    4. Debomita Chakraborty & Barbora Šumová & Tatjana Mallano & Chih-Wei Chen & Alfiya Distler & Christina Bergmann & Ingo Ludolph & Raymund E. Horch & Kolja Gelse & Andreas Ramming & Oliver Distler & Georg, 2017. "Activation of STAT3 integrates common profibrotic pathways to promote fibroblast activation and tissue fibrosis," Nature Communications, Nature, vol. 8(1), pages 1-16, December.
    5. Nourhan Abdelfattah & Parveen Kumar & Caiyi Wang & Jia-Shiun Leu & William F. Flynn & Ruli Gao & David S. Baskin & Kumar Pichumani & Omkar B. Ijare & Stephanie L. Wood & Suzanne Z. Powell & David L. H, 2022. "Single-cell analysis of human glioma and immune cells identifies S100A4 as an immunotherapy target," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Moujtaba Y. Kasmani & Paytsar Topchyan & Ashley K. Brown & Ryan J. Brown & Xiaopeng Wu & Yao Chen & Achia Khatun & Donia Alson & Yue Wu & Robert Burns & Chien-Wei Lin & Matthew R. Kudek & Jie Sun & We, 2023. "A spatial sequencing atlas of age-induced changes in the lung during influenza infection," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    2. Gregory Farber & Yanhan Dong & Qiaozi Wang & Mitesh Rathod & Haofei Wang & Michelle Dixit & Benjamin Keepers & Yifang Xie & Kendall Butz & William J. Polacheck & Jiandong Liu & Li Qian, 2024. "Direct conversion of cardiac fibroblasts into endothelial-like cells using Sox17 and Erg," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    3. Yanchuan Li & Huamei Li & Cheng Peng & Ge Meng & Yijun Lu & Honglin Liu & Li Cui & Huan Zhou & Zhu Xu & Lingyun Sun & Lihong Liu & Qing Xiong & Beicheng Sun & Shiping Jiao, 2024. "Unraveling the spatial organization and development of human thymocytes through integration of spatial transcriptomics and single-cell multi-omics profiling," Nature Communications, Nature, vol. 15(1), pages 1-25, December.
    4. Lichun Ma & Sophia Heinrich & Limin Wang & Friederike L. Keggenhoff & Subreen Khatib & Marshonna Forgues & Michael Kelly & Stephen M. Hewitt & Areeba Saif & Jonathan M. Hernandez & Donna Mabry & Roman, 2022. "Multiregional single-cell dissection of tumor and immune cells reveals stable lock-and-key features in liver cancer," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    5. Qingnan Liang & Yuefan Huang & Shan He & Ken Chen, 2023. "Pathway centric analysis for single-cell RNA-seq and spatial transcriptomics data with GSDensity," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    6. Faith H. Brennan & Yang Li & Cankun Wang & Anjun Ma & Qi Guo & Yi Li & Nicole Pukos & Warren A. Campbell & Kristina G. Witcher & Zhen Guan & Kristina A. Kigerl & Jodie C. E. Hall & Jonathan P. Godbout, 2022. "Microglia coordinate cellular interactions during spinal cord repair in mice," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
    7. Sandra Curras-Alonso & Juliette Soulier & Thomas Defard & Christian Weber & Sophie Heinrich & Hugo Laporte & Sophie Leboucher & Sonia Lameiras & Marie Dutreix & Vincent Favaudon & Florian Massip & Tho, 2023. "An interactive murine single-cell atlas of the lung responses to radiation injury," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    8. Wei Yang & Li-Bo Liu & Feng-Liang Liu & Yan-Hua Wu & Zi-Da Zhen & Dong-Ying Fan & Zi-Yang Sheng & Zheng-Ran Song & Jia-Tong Chang & Yong-Tang Zheng & Jing An & Pei-Gang Wang, 2023. "Single-cell RNA sequencing reveals the fragility of male spermatogenic cells to Zika virus-induced complement activation," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    9. Luke Simpson & Andrew Strange & Doris Klisch & Sophie Kraunsoe & Takuya Azami & Daniel Goszczynski & Triet Minh & Benjamin Planells & Nadine Holmes & Fei Sang & Sonal Henson & Matthew Loose & Jennifer, 2024. "A single-cell atlas of pig gastrulation as a resource for comparative embryology," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    10. Xiaojian Lu & Yanwei Luo & Xichen Nie & Bailing Zhang & Xiaoyan Wang & Ran Li & Guangmin Liu & Qianyin Zhou & Zhizhong Liu & Liqing Fan & James M. Hotaling & Zhe Zhang & Hao Bo & Jingtao Guo, 2023. "Single-cell multi-omics analysis of human testicular germ cell tumor reveals its molecular features and microenvironment," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    11. Yuichi Saito & Akihito Harada & Miho Ushijima & Kaori Tanaka & Ryota Higuchi & Akemi Baba & Daisuke Murakami & Stephen L. Nutt & Takashi Nakagawa & Yasuyuki Ohkawa & Yoshihiro Baba, 2024. "Plasma cell differentiation is regulated by the expression of histone variant H3.3," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    12. Anjun Ma & Xiaoying Wang & Jingxian Li & Cankun Wang & Tong Xiao & Yuntao Liu & Hao Cheng & Juexin Wang & Yang Li & Yuzhou Chang & Jinpu Li & Duolin Wang & Yuexu Jiang & Li Su & Gang Xin & Shaopeng Gu, 2023. "Single-cell biological network inference using a heterogeneous graph transformer," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    13. Jeff DeMartino & Michael T. Meister & Lindy L. Visser & Mariël Brok & Marian J. A. Groot Koerkamp & Amber K. L. Wezenaar & Laura S. Hiemcke-Jiwa & Terezinha Souza & Johannes H. M. Merks & Anne C. Rios, 2023. "Single-cell transcriptomics reveals immune suppression and cell states predictive of patient outcomes in rhabdomyosarcoma," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    14. Zi-Xun Yan & Yan Dong & Niu Qiao & Yi-Lun Zhang & Wen Wu & Yue Zhu & Li Wang & Shu Cheng & Peng-Peng Xu & Zi-Song Zhou & Ling-Shuang Sheng & Wei-Li Zhao, 2024. "Cholesterol efflux from C1QB-expressing macrophages is associated with resistance to chimeric antigen receptor T cell therapy in primary refractory diffuse large B cell lymphoma," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    15. Junjun Jing & Jifan Feng & Yuan Yuan & Tingwei Guo & Jie Lei & Fei Pei & Thach-Vu Ho & Yang Chai, 2022. "Spatiotemporal single-cell regulatory atlas reveals neural crest lineage diversification and cellular function during tooth morphogenesis," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    16. Daniel Dimitrov & Dénes Türei & Martin Garrido-Rodriguez & Paul L. Burmedi & James S. Nagai & Charlotte Boys & Ricardo O. Ramirez Flores & Hyojin Kim & Bence Szalai & Ivan G. Costa & Alberto Valdeoliv, 2022. "Comparison of methods and resources for cell-cell communication inference from single-cell RNA-Seq data," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    17. Xi Li & Alfonso Poire & Kang Jin Jeong & Dong Zhang & Tugba Yildiran Ozmen & Gang Chen & Chaoyang Sun & Gordon B. Mills, 2024. "C5aR1 inhibition reprograms tumor associated macrophages and reverses PARP inhibitor resistance in breast cancer," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    18. Nunya Chotiwan & Ebba Rosendal & Stefanie M. A. Willekens & Erin Schexnaydre & Emma Nilsson & Richard Lindqvist & Max Hahn & Ionut Sebastian Mihai & Federico Morini & Jianguo Zhang & Gregory D. Ebel &, 2023. "Type I interferon shapes brain distribution and tropism of tick-borne flavivirus," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    19. Vishnu Muraleedharan Saraswathy & Lili Zhou & Mayssa H. Mokalled, 2024. "Single-cell analysis of innate spinal cord regeneration identifies intersecting modes of neuronal repair," Nature Communications, Nature, vol. 15(1), pages 1-21, December.
    20. Maxime Brunner & David Lopez-Rodriguez & Judith Estrada-Meza & Rafik Dali & Antoine Rohrbach & Tamara Deglise & Andrea Messina & Bernard Thorens & Federico Santoni & Fanny Langlet, 2024. "Fasting induces metabolic switches and spatial redistributions of lipid processing and neuronal interactions in tanycytes," Nature Communications, Nature, vol. 15(1), pages 1-19, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-40895-6. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.