IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-44305-9.html
   My bibliography  Save this article

Single-cell multi-omics analysis of human testicular germ cell tumor reveals its molecular features and microenvironment

Author

Listed:
  • Xiaojian Lu

    (Chinese Academy of Sciences
    Beijing Institute for Stem Cell and Regenerative Medicine
    University of Chinese Academy of Sciences)

  • Yanwei Luo

    (The Third Xiangya Hospital of Central South University)

  • Xichen Nie

    (University of Utah School of Medicine)

  • Bailing Zhang

    (Chinese Academy of Sciences
    Beijing Institute for Stem Cell and Regenerative Medicine
    University of Chinese Academy of Sciences)

  • Xiaoyan Wang

    (Chinese Academy of Sciences
    Beijing Institute for Stem Cell and Regenerative Medicine)

  • Ran Li

    (Chinese Academy of Sciences
    Beijing Institute for Stem Cell and Regenerative Medicine)

  • Guangmin Liu

    (Central South University)

  • Qianyin Zhou

    (Central South University)

  • Zhizhong Liu

    (Central South University)

  • Liqing Fan

    (Central South University
    Reproductive and Genetic Hospital of CITIC-Xiangya)

  • James M. Hotaling

    (University of Utah School of Medicine)

  • Zhe Zhang

    (Peking University Third Hospital
    Peking University Third Hospital)

  • Hao Bo

    (Central South University
    Reproductive and Genetic Hospital of CITIC-Xiangya)

  • Jingtao Guo

    (Chinese Academy of Sciences
    Beijing Institute for Stem Cell and Regenerative Medicine
    University of Chinese Academy of Sciences)

Abstract

Seminoma is the most common malignant solid tumor in 14 to 44 year-old men. However, its molecular features and tumor microenvironment (TME) is largely unexplored. Here, we perform a series of studies via genomics profiling (single cell multi-omics and spatial transcriptomics) and functional examination using seminoma samples and a seminoma cell line. We identify key gene expression programs share between seminoma and primordial germ cells, and further characterize the functions of TFAP2C in promoting tumor invasion and migration. We also identify 15 immune cell subtypes in TME, and find that subtypes with exhaustion features were located closer to the tumor region through combined spatial transcriptome analysis. Furthermore, we identify key pathways and genes that may facilitate seminoma disseminating beyond the seminiferous tubules. These findings advance our knowledge of seminoma tumorigenesis and produce a multi-omics atlas of in situ human seminoma microenvironment, which could help discover potential therapy targets for seminoma.

Suggested Citation

  • 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.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-44305-9
    DOI: 10.1038/s41467-023-44305-9
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-44305-9
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-44305-9?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. Peter A. Szabo & Hanna Mendes Levitin & Michelle Miron & Mark E. Snyder & Takashi Senda & Jinzhou Yuan & Yim Ling Cheng & Erin C. Bush & Pranay Dogra & Puspa Thapa & Donna L. Farber & Peter A. Sims, 2019. "Single-cell transcriptomics of human T cells reveals tissue and activation signatures in health and disease," Nature Communications, Nature, vol. 10(1), pages 1-16, December.
    2. Juliane Winkler & Abisola Abisoye-Ogunniyan & Kevin J. Metcalf & Zena Werb, 2020. "Concepts of extracellular matrix remodelling in tumour progression and metastasis," Nature Communications, Nature, vol. 11(1), pages 1-19, December.
    3. 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.
    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. 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.
    2. Zhenzhen Xun & Xinyu Ding & Yao Zhang & Benyan Zhang & Shujing Lai & Duowu Zou & Junke Zheng & Guoqiang Chen & Bing Su & Leng Han & Youqiong Ye, 2023. "Reconstruction of the tumor spatial microenvironment along the malignant-boundary-nonmalignant axis," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    3. Tim Flerlage & Jeremy Chase Crawford & E. Kaitlynn Allen & Danielle Severns & Shaoyuan Tan & Sherri Surman & Granger Ridout & Tanya Novak & Adrienne Randolph & Alina N. West & Paul G. Thomas, 2023. "Single cell transcriptomics identifies distinct profiles in pediatric acute respiratory distress syndrome," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    4. Shirong Cao & Yu Pan & Andrew S. Terker & Juan Pablo Arroyo Ornelas & Yinqiu Wang & Jiaqi Tang & Aolei Niu & Sarah Abu Kar & Mengdi Jiang & Wentian Luo & Xinyu Dong & Xiaofeng Fan & Suwan Wang & Matth, 2023. "Epidermal growth factor receptor activation is essential for kidney fibrosis development," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    5. Christopher Bono & Yang Liu & Alexander Ferrena & Aneesa Valentine & Deyou Zheng & Bernice E. Morrow, 2023. "Single-cell transcriptomics uncovers a non-autonomous Tbx1-dependent genetic program controlling cardiac neural crest cell development," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. Erick Armingol & Hratch M. Baghdassarian & Cameron Martino & Araceli Perez-Lopez & Caitlin Aamodt & Rob Knight & Nathan E. Lewis, 2022. "Context-aware deconvolution of cell–cell communication with Tensor-cell2cell," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    13. Baptiste Lamarthée & Jasper Callemeyn & Yannick Van Herck & Asier Antoranz & Dany Anglicheau & Patrick Boada & Jan Ulrich Becker & Tim Debyser & Frederik De Smet & Katrien De Vusser & Maëva Eloudzeri , 2023. "Transcriptional and spatial profiling of the kidney allograft unravels a central role for FcyRIII+ innate immune cells in rejection," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    14. Inmaculada Ruz-Maldonado & John T. Gonzalez & Hanming Zhang & Jonathan Sun & Alicia Bort & Inamul Kabir & Richard G. Kibbey & Yajaira Suárez & Daniel M. Greif & Carlos Fernández-Hernando, 2024. "Heterogeneity of hepatocyte dynamics restores liver architecture after chemical, physical or viral damage," Nature Communications, Nature, vol. 15(1), pages 1-23, December.
    15. 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.
    16. Ha-Linh Nguyen & Tatjana Geukens & Marion Maetens & Samuel Aparicio & Ayse Bassez & Ake Borg & Jane Brock & Annegien Broeks & Carlos Caldas & Fatima Cardoso & Maxim Schepper & Mauro Delorenzi & Caroli, 2023. "Obesity-associated changes in molecular biology of primary breast cancer," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    17. Yanming Ren & Zongyao Huang & Lingling Zhou & Peng Xiao & Junwei Song & Ping He & Chuanxing Xie & Ran Zhou & Menghan Li & Xiangqun Dong & Qing Mao & Chao You & Jianguo Xu & Yanhui Liu & Zhigang Lan & , 2023. "Spatial transcriptomics reveals niche-specific enrichment and vulnerabilities of radial glial stem-like cells in malignant gliomas," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    18. 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.
    19. Mariana Shumliakivska & Guillermo Luxán & Inga Hemmerling & Marina Scheller & Xue Li & Carsten Müller-Tidow & Bianca Schuhmacher & Zhengwu Sun & Andreas Dendorfer & Alisa Debes & Simone-Franziska Glas, 2024. "DNMT3A clonal hematopoiesis-driver mutations induce cardiac fibrosis by paracrine activation of fibroblasts," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    20. Zu-Qiang Liu & Hao Dai & Lu Yao & Wei-Feng Chen & Yun Wang & Li-Yun Ma & Xiao-Qing Li & Sheng-Li Lin & Meng-Jiang He & Ping-Ting Gao & Xin-Yang Liu & Jia-Xin Xu & Xiao-Yue Xu & Ke-Hao Wang & Li Wang &, 2023. "A single-cell transcriptional landscape of immune cells shows disease-specific changes of T cell and macrophage populations in human achalasia," Nature Communications, Nature, vol. 14(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_s41467-023-44305-9. 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.