IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-024-55330-7.html
   My bibliography  Save this article

Spatial tumor immune heterogeneity facilitates subtype co-existence and therapy response in pancreatic cancer

Author

Listed:
  • Lukas Klein

    (University Medical Center Göttingen)

  • Mengyu Tu

    (University Medical Center Göttingen)

  • Niklas Krebs

    (West German Cancer Center, University Hospital Essen)

  • Laura Urbach

    (University Medical Center Göttingen)

  • Daniela Grimm

    (University Medical Center Göttingen)

  • Muhammad Umair Latif

    (University Medical Center Göttingen)

  • Frederike Penz

    (University Medical Center Göttingen)

  • Anna Blandau

    (University Medical Center Göttingen)

  • Xueyan Wu

    (University Medical Center Göttingen)

  • Rebecca Diya Samuel

    (University Medical Center Göttingen)

  • Stefan Küffer

    (University Medical Center Göttingen)

  • Florian Wegwitz

    (University Medical Center Göttingen)

  • Nathan Chan

    (University Health Network)

  • Kazeera Aliar

    (University Health Network)

  • Foram Vyas

    (University Health Network
    University of Toronto)

  • Uday Kishore

    (United Arab Emirates University)

  • Elisabeth Hessmann

    (University Medical Center Göttingen
    University Medical Center Göttingen
    Lower Saxony)

  • Andreas Trumpp

    (DKFZ
    HI-STEM—Heidelberg Institute for Stem Cell Technology and Experimental Medicine gGmbH)

  • Elisa Espinet

    (DKFZ
    HI-STEM—Heidelberg Institute for Stem Cell Technology and Experimental Medicine gGmbH
    L’Hospitalet de Llobregat
    L’Hospitalet de Llobregat)

  • Argyris Papantonis

    (University Medical Center Göttingen
    University Medical Center Göttingen
    Lower Saxony)

  • Rama Khokha

    (University Health Network
    University of Toronto)

  • Volker Ellenrieder

    (University Medical Center Göttingen
    University Medical Center Göttingen
    Lower Saxony)

  • Barbara T. Grünwald

    (University Health Network
    West German Cancer Center, University Hospital Essen)

  • Shiv K. Singh

    (University Medical Center Göttingen
    University Medical Center Göttingen
    Lower Saxony)

Abstract

Pancreatic ductal adenocarcinoma (PDAC) displays a high degree of spatial subtype heterogeneity and co-existence, linked to a diverse microenvironment and worse clinical outcome. However, the underlying mechanisms remain unclear. Here, by combining preclinical models, multi-center clinical, transcriptomic, proteomic, and patient bioimaging data, we identify an interplay between neoplastic intrinsic AP1 transcription factor dichotomy and extrinsic macrophages driving subtype co-existence and an immunosuppressive microenvironment. ATAC-, ChIP-, and RNA-seq analyses reveal that JUNB/AP1- and HDAC-mediated epigenetic programs repress pro-inflammatory signatures in tumor cells, antagonizing cJUN/AP1 signaling, favoring a therapy-responsive classical neoplastic state. This dichotomous regulation is amplified via regional TNF-α+ macrophages, which associates with a reactive phenotype and reduced CD8+ T cell infiltration in patients. Consequently, combined preclinical anti-TNF-α immunotherapy and chemotherapy reduces macrophages and promotes CD3+/CD8+ T cell infiltration in basal-like PDAC, improving survival. Hence, tumor cell-intrinsic epigenetic programs, together with extrinsic microenvironmental cues, facilitate intratumoral subtype heterogeneity and disease progression.

Suggested Citation

  • Lukas Klein & Mengyu Tu & Niklas Krebs & Laura Urbach & Daniela Grimm & Muhammad Umair Latif & Frederike Penz & Anna Blandau & Xueyan Wu & Rebecca Diya Samuel & Stefan Küffer & Florian Wegwitz & Natha, 2025. "Spatial tumor immune heterogeneity facilitates subtype co-existence and therapy response in pancreatic cancer," Nature Communications, Nature, vol. 16(1), pages 1-19, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-024-55330-7
    DOI: 10.1038/s41467-024-55330-7
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-024-55330-7
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-024-55330-7?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. Charlie Saillard & Flore Delecourt & Benoit Schmauch & Olivier Moindrot & Magali Svrcek & Armelle Bardier-Dupas & Jean Francois Emile & Mira Ayadi & Vinciane Rebours & Louis de Mestier & Pascal Hammel, 2023. "Pacpaint: a histology-based deep learning model uncovers the extensive intratumor molecular heterogeneity of pancreatic adenocarcinoma," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    2. Guidantonio Malagoli Tagliazucchi & Anna J. Wiecek & Eloise Withnell & Maria Secrier, 2023. "Genomic and microenvironmental heterogeneity shaping epithelial-to-mesenchymal trajectories in cancer," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    3. Yingyao Zhou & Bin Zhou & Lars Pache & Max Chang & Alireza Hadj Khodabakhshi & Olga Tanaseichuk & Christopher Benner & Sumit K. Chanda, 2019. "Metascape provides a biologist-oriented resource for the analysis of systems-level datasets," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    4. Isidoro Cobo & Paola Martinelli & Marta Flández & Latifa Bakiri & Mingfeng Zhang & Enrique Carrillo-de-Santa-Pau & Jinping Jia & Víctor J. Sánchez-Arévalo Lobo & Diego Megías & Irene Felipe & Natalia , 2018. "Transcriptional regulation by NR5A2 links differentiation and inflammation in the pancreas," Nature, Nature, vol. 554(7693), pages 533-537, February.
    5. Peter Bailey & David K. Chang & Katia Nones & Amber L. Johns & Ann-Marie Patch & Marie-Claude Gingras & David K. Miller & Angelika N. Christ & Tim J. C. Bruxner & Michael C. Quinn & Craig Nourse & L. , 2016. "Genomic analyses identify molecular subtypes of pancreatic cancer," Nature, Nature, vol. 531(7592), pages 47-52, March.
    6. 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.
    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. Isidoro Cobo & Sumit Paliwal & Cristina Bodas & Irene Felipe & Júlia Melià-Alomà & Ariadna Torres & Jaime Martínez-Villarreal & Marina Malumbres & Fernando García & Irene Millán & Natalia Pozo & Joo-C, 2023. "NFIC regulates ribosomal biology and ER stress in pancreatic acinar cells and restrains PDAC initiation," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    2. Hikaru Hayashi & Sayaka Seki & Takeshi Tomita & Masayoshi Kato & Norihiro Ashihara & Tokuhiro Chano & Hideki Sanjo & Miwa Kawade & Chenhui Yan & Hiroki Sakai & Hidenori Tomida & Miyuki Tanaka & Mai Iw, 2025. "Synthetic short mRNA prevents metastasis via innate-adaptive immunity," Nature Communications, Nature, vol. 16(1), pages 1-16, December.
    3. Xiangwei Li & Thomas Delerue & Ben Schöttker & Bernd Holleczek & Eva Grill & Annette Peters & Melanie Waldenberger & Barbara Thorand & Hermann Brenner, 2022. "Derivation and validation of an epigenetic frailty risk score in population-based cohorts of older adults," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    4. Bárbara Andrade Barbosa & Saskia D. Asten & Ji Won Oh & Arantza Farina-Sarasqueta & Joanne Verheij & Frederike Dijk & Hanneke W. M. Laarhoven & Bauke Ylstra & Juan J. Garcia Vallejo & Mark A. Wiel & Y, 2021. "Bayesian log-normal deconvolution for enhanced in silico microdissection of bulk gene expression data," Nature Communications, Nature, vol. 12(1), pages 1-13, December.
    5. Andreas Herchenröther & Stefanie Gossen & Tobias Friedrich & Alexander Reim & Nadine Daus & Felix Diegmüller & Jörg Leers & Hakimeh Moghaddas Sani & Sarah Gerstner & Leah Schwarz & Inga Stellmacher & , 2023. "The H2A.Z and NuRD associated protein HMG20A controls early head and heart developmental transcription programs," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    6. Hao A. Duong & Kenkichi Baba & Jason P. DeBruyne & Alec J. Davidson & Christopher Ehlen & Michael Powell & Gianluca Tosini, 2024. "Environmental circadian disruption re-writes liver circadian proteomes," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    7. Ramachandran Prakasam & Angela Bonadiman & Roberta Andreotti & Emanuela Zuccaro & Davide Dalfovo & Caterina Marchioretti & Debasmita Tripathy & Gianluca Petris & Eric N. Anderson & Alice Migazzi & Lau, 2023. "LSD1/PRMT6-targeting gene therapy to attenuate androgen receptor toxic gain-of-function ameliorates spinobulbar muscular atrophy phenotypes in flies and mice," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    8. Li Guo & Cheng Hu & Yang Liu & Xiaoyu Chen & Deli Song & Runling Shen & Zhanzhen Liu & Xudong Jia & Qinfen Zhang & Yuanzhu Gao & Zhezhi Deng & Tao Zuo & Jun Hu & Wenbo Zhu & Jing Cai & Guangmei Yan & , 2023. "Directed natural evolution generates a next-generation oncolytic virus with a high potency and safety profile," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    9. Cecilia Pessoa Rodrigues & Aindrila Chatterjee & Meike Wiese & Thomas Stehle & Witold Szymanski & Maria Shvedunova & Asifa Akhtar, 2021. "Histone H4 lysine 16 acetylation controls central carbon metabolism and diet-induced obesity in mice," Nature Communications, Nature, vol. 12(1), pages 1-21, December.
    10. Tianshi Feng & Xuemei Zhao & Ping Gu & Wah Yang & Cunchuan Wang & Qingyu Guo & Qiaoyun Long & Qing Liu & Ying Cheng & Jin Li & Cynthia Kwan Yui Cheung & Donghai Wu & Xinyu Kong & Yong Xu & Dewei Ye & , 2022. "Adipocyte-derived lactate is a signalling metabolite that potentiates adipose macrophage inflammation via targeting PHD2," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    11. Elisa Bellucci & Andrea Benazzo & Chunming Xu & Elena Bitocchi & Monica Rodriguez & Saleh Alseekh & Valerio Di Vittori & Tania Gioia & Kerstin Neumann & Gaia Cortinovis & Giulia Frascarelli & Ester Mu, 2023. "Selection and adaptive introgression guided the complex evolutionary history of the European common bean," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    12. Jiayin Peng & Lili Han & Biao Liu & Jiawen Song & Yuang Wang & Kunpeng Wang & Qian Guo & XinYan Liu & Yu Li & Jujin Zhang & Wenqing Wu & Sheng Li & Xin Fu & Cheng-le Zhuang & Weikang Zhang & Shengbao , 2023. "Gli1 marks a sentinel muscle stem cell population for muscle regeneration," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    13. Brent S. Perlman & Noah Burget & Yeqiao Zhou & Gregory W. Schwartz & Jelena Petrovic & Zora Modrusan & Robert B. Faryabi, 2024. "Enhancer-promoter hubs organize transcriptional networks promoting oncogenesis and drug resistance," Nature Communications, Nature, vol. 15(1), pages 1-21, December.
    14. Elisa Setten & Alessandra Castagna & Josué Manik Nava-Sedeño & Jonathan Weber & Roberta Carriero & Andreas Reppas & Valery Volk & Jessica Schmitz & Wilfried Gwinner & Haralampos Hatzikirou & Friedrich, 2022. "Understanding fibrosis pathogenesis via modeling macrophage-fibroblast interplay in immune-metabolic context," Nature Communications, Nature, vol. 13(1), pages 1-22, December.
    15. Andrea Zanetti & Gwendal Dujardin & Lucas Fares-Taie & Jeanne Amiel & Jérôme E. Roger & Isabelle Audo & Matthieu P. Robert & Pierre David & Vincent Jung & Nicolas Goudin & Ida Chiara Guerrera & Stépha, 2024. "GPATCH11 variants cause mis-splicing and early-onset retinal dystrophy with neurological impairment," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    16. Sebastien Martinez & Shifei Wu & Michael Geuenich & Ahmad Malik & Ramona Weber & Tristan Woo & Amy Zhang & Gun Ho Jang & Dzana Dervovic & Khalid N. Al-Zahrani & Ricky Tsai & Nassima Fodil & Philippe G, 2024. "In vivo CRISPR screens reveal SCAF1 and USP15 as drivers of pancreatic cancer," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    17. Dafne Ibarra-Morales & Michael Rauer & Piergiuseppe Quarato & Leily Rabbani & Fides Zenk & Mariana Schulte-Sasse & Francesco Cardamone & Alejandro Gomez-Auli & Germano Cecere & Nicola Iovino, 2021. "Histone variant H2A.Z regulates zygotic genome activation," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
    18. Xueguang Zhang & Gelin Huang & Ting Jiang & Lanlan Meng & Tongtong Li & Guohui Zhang & Nan Wu & Xinyi Chen & Bingwang Zhao & Nana Li & Sixian Wu & Junceng Guo & Rui Zheng & Zhiliang Ji & Zhigang Xu & , 2024. "CEP112 coordinates translational regulation of essential fertility genes during spermiogenesis through phase separation in humans and mice," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    19. Ryuki Shimada & Yuzuru Kato & Naoki Takeda & Sayoko Fujimura & Kei-ichiro Yasunaga & Shingo Usuki & Hitoshi Niwa & Kimi Araki & Kei-ichiro Ishiguro, 2023. "STRA8–RB interaction is required for timely entry of meiosis in mouse female germ cells," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    20. Xiang He & Daiqin Xiong & Lei Zhao & Jialong Fu & Lingfei Luo, 2024. "Meningeal lymphatic supporting cells govern the formation and maintenance of zebrafish mural lymphatic endothelial cells," Nature Communications, Nature, vol. 15(1), pages 1-15, 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:16:y:2025:i:1:d:10.1038_s41467-024-55330-7. 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.