IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v12y2021i1d10.1038_s41467-021-26343-3.html
   My bibliography  Save this article

Single-cell transcriptomic analysis of the tumor ecosystems underlying initiation and progression of papillary thyroid carcinoma

Author

Listed:
  • Weilin Pu

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Xiao Shi

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Pengcheng Yu

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Meiying Zhang

    (Chinese Academy of Sciences)

  • Zhiyan Liu

    (Shanghai Jiao Tong University Affiliated Sixth People’s Hospital)

  • Licheng Tan

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Peizhen Han

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Yu Wang

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Dongmei Ji

    (Fudan University
    Fudan University Shanghai Cancer Center
    Fudan University Shanghai Cancer Center)

  • Hualei Gan

    (Fudan University
    Fudan University Shanghai Cancer Center)

  • Wenjun Wei

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Zhongwu Lu

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Ning Qu

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Jiaqian Hu

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Xiaohua Hu

    (Fudan University)

  • Zaili Luo

    (Cincinnati Children’s Hospital Medical Center)

  • Huajun Li

    (Jiangsu Hengrui Pharmaceuticals Co., Ltd.)

  • Qinghai Ji

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Jiucun Wang

    (Fudan University
    Fudan University)

  • Xiaoming Zhang

    (Chinese Academy of Sciences)

  • Yu-Long Wang

    (Fudan University Shanghai Cancer Center
    Fudan University)

Abstract

The tumor ecosystem of papillary thyroid carcinoma (PTC) is poorly characterized. Using single-cell RNA sequencing, we profile transcriptomes of 158,577 cells from 11 patients’ paratumors, localized/advanced tumors, initially-treated/recurrent lymph nodes and radioactive iodine (RAI)-refractory distant metastases, covering comprehensive clinical courses of PTC. Our data identifies a “cancer-primed” premalignant thyrocyte population with normal morphology but altered transcriptomes. Along the developmental trajectory, we also discover three phenotypes of malignant thyrocytes (follicular-like, partial-epithelial-mesenchymal-transition-like, dedifferentiation-like), whose composition shapes bulk molecular subtypes, tumor characteristics and RAI responses. Furthermore, we uncover a distinct BRAF-like-B subtype with predominant dedifferentiation-like thyrocytes, enriched cancer-associated fibroblasts, worse prognosis and promising prospect of immunotherapy. Moreover, potential vascular-immune crosstalk in PTC provides theoretical basis for combined anti-angiogenic and immunotherapy. Together, our findings provide insight into the PTC ecosystem that suggests potential prognostic and therapeutic implications.

Suggested Citation

  • Weilin Pu & Xiao Shi & Pengcheng Yu & Meiying Zhang & Zhiyan Liu & Licheng Tan & Peizhen Han & Yu Wang & Dongmei Ji & Hualei Gan & Wenjun Wei & Zhongwu Lu & Ning Qu & Jiaqian Hu & Xiaohua Hu & Zaili L, 2021. "Single-cell transcriptomic analysis of the tumor ecosystems underlying initiation and progression of papillary thyroid carcinoma," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
  • Handle: RePEc:nat:natcom:v:12:y:2021:i:1:d:10.1038_s41467-021-26343-3
    DOI: 10.1038/s41467-021-26343-3
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-021-26343-3
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-021-26343-3?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. Dvir Aran & Roman Camarda & Justin Odegaard & Hyojung Paik & Boris Oskotsky & Gregor Krings & Andrei Goga & Marina Sirota & Atul J. Butte, 2017. "Comprehensive analysis of normal adjacent to tumor transcriptomes," Nature Communications, Nature, vol. 8(1), pages 1-14, December.
    2. Itay Tirosh & Andrew S. Venteicher & Christine Hebert & Leah E. Escalante & Anoop P. Patel & Keren Yizhak & Jonathan M. Fisher & Christopher Rodman & Christopher Mount & Mariella G. Filbin & Cyril Nef, 2016. "Single-cell RNA-seq supports a developmental hierarchy in human oligodendroglioma," Nature, Nature, vol. 539(7628), pages 309-313, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Z. L. Liu & X. Y. Meng & R. J. Bao & M. Y. Shen & J. J. Sun & W. D. Chen & F. Liu & Y. He, 2024. "Single cell deciphering of progression trajectories of the tumor ecosystem in head and neck cancer," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    2. Ning Qu & Di Chen & Ben Ma & Lijun Zhang & Qiuping Wang & Yuting Wang & Hongping Wang & Zhaoxian Ni & Wen Wang & Tian Liao & Jun Xiang & Yulong Wang & Shi Jin & Dixin Xue & Weili Wu & Yu Wang & Qingha, 2024. "Integrated proteogenomic and metabolomic characterization of papillary thyroid cancer with different recurrence risks," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    3. Zhihong Wang & He Wang & Yan Zhou & Lu Li & Mengge Lyu & Chunlong Wu & Tianen He & Lingling Tan & Yi Zhu & Tiannan Guo & Hongkun Wu & Hao Zhang & Yaoting Sun, 2024. "An individualized protein-based prognostic model to stratify pediatric patients with papillary thyroid carcinoma," Nature Communications, Nature, vol. 15(1), pages 1-13, December.

    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. Hyeon-Jin Kim & Greg Booth & Lauren Saunders & Sanjay Srivatsan & José L. McFaline-Figueroa & Cole Trapnell, 2022. "Nuclear oligo hashing improves differential analysis of single-cell RNA-seq," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    3. Bingjie Guan & Youdong Liu & Bowen Xie & Senlin Zhao & Abudushalamu Yalikun & Weiwei Chen & Menghua Zhou & Qi Gu & Dongwang Yan, 2024. "Mitochondrial genome transfer drives metabolic reprogramming in adjacent colonic epithelial cells promoting TGFβ1-mediated tumor progression," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    4. Yukinari Haraoka & Yuki Akieda & Yuri Nagai & Chihiro Mogi & Tohru Ishitani, 2022. "Zebrafish imaging reveals TP53 mutation switching oncogene-induced senescence from suppressor to driver in primary tumorigenesis," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    5. Yumin Liu & Linjuan Shi & Yifan Chen & Sifan Luo & Yuehang Chen & Hongtian Chen & Wenlang Lan & Xun Lu & Zhan Cao & Zehua Ye & Jinping Li & Bo Yu & Elaine Dzierzak & Zhuan Li, 2024. "Autophagy regulates the maturation of hematopoietic precursors in the embryo," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    6. Nan Li & Alex Quan & Dan Li & Jiajia Pan & Hua Ren & Gerard Hoeltzel & Natalia Val & Dana Ashworth & Weiming Ni & Jing Zhou & Sean Mackay & Stephen M. Hewitt & Raul Cachau & Mitchell Ho, 2023. "The IgG4 hinge with CD28 transmembrane domain improves VHH-based CAR T cells targeting a membrane-distal epitope of GPC1 in pancreatic cancer," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    7. Saverio Ranciati & Alberto Roverato & Alessandra Luati, 2021. "Fused graphical lasso for brain networks with symmetries," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 70(5), pages 1299-1322, November.
    8. Caitriona M. McEvoy & Julia M. Murphy & Lin Zhang & Sergi Clotet-Freixas & Jessica A. Mathews & James An & Mehran Karimzadeh & Delaram Pouyabahar & Shenghui Su & Olga Zaslaver & Hannes Röst & Rangi Ar, 2022. "Single-cell profiling of healthy human kidney reveals features of sex-based transcriptional programs and tissue-specific immunity," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    9. Seethalakshmi Hariharan & Benjamin T. Whitfield & Christopher J. Pirozzi & Matthew S. Waitkus & Michael C. Brown & Michelle L. Bowie & David M. Irvin & Kristen Roso & Rebecca Fuller & Janell Hostettle, 2024. "Interplay between ATRX and IDH1 mutations governs innate immune responses in diffuse gliomas," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    10. Igor Dolgalev & Hua Zhou & Nina Murrell & Hortense Le & Theodore Sakellaropoulos & Nicolas Coudray & Kelsey Zhu & Varshini Vasudevaraja & Anna Yeaton & Chandra Goparaju & Yonghua Li & Imran Sulaiman &, 2023. "Inflammation in the tumor-adjacent lung as a predictor of clinical outcome in lung adenocarcinoma," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    11. Min Kyung Lee & Nasim Azizgolshani & Joshua A. Shapiro & Lananh N. Nguyen & Fred W. Kolling & George J. Zanazzi & Hildreth Robert Frost & Brock C. Christensen, 2024. "Identifying tumor type and cell type-specific gene expression alterations in pediatric central nervous system tumors," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    12. Irfete S. Fetahu & Wolfgang Esser-Skala & Rohit Dnyansagar & Samuel Sindelar & Fikret Rifatbegovic & Andrea Bileck & Lukas Skos & Eva Bozsaky & Daria Lazic & Lisa Shaw & Marcus Tötzl & Dora Tarlungean, 2023. "Single-cell transcriptomics and epigenomics unravel the role of monocytes in neuroblastoma bone marrow metastasis," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    13. Taghreed Hirz & Shenglin Mei & Hirak Sarkar & Youmna Kfoury & Shulin Wu & Bronte M. Verhoeven & Alexander O. Subtelny & Dimitar V. Zlatev & Matthew W. Wszolek & Keyan Salari & Evan Murray & Fei Chen &, 2023. "Dissecting the immune suppressive human prostate tumor microenvironment via integrated single-cell and spatial transcriptomic analyses," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    14. Michael J. Geuenich & Dae-won Gong & Kieran R. Campbell, 2024. "The impacts of active and self-supervised learning on efficient annotation of single-cell expression data," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    15. Wei Cheng & Hao-Long Li & Shao-Yan Xi & Xiao-Feng Zhang & Yun Zhu & Le Xing & Yan-Xuan Mo & Mei-Mei Li & Fan-En Kong & Wen-Jie Zhu & Xiao-Gang Chen & Hui-Qing Cui & Zhi-Ming Cao & Yuan-Feng Gong & Yun, 2021. "Growth differentiation factor 1-induced tumour plasticity provides a therapeutic window for immunotherapy in hepatocellular carcinoma," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
    16. Vidhya M. Ravi & Nicolas Neidert & Paulina Will & Kevin Joseph & Julian P. Maier & Jan Kückelhaus & Lea Vollmer & Jonathan M. Goeldner & Simon P. Behringer & Florian Scherer & Melanie Boerries & Marie, 2022. "T-cell dysfunction in the glioblastoma microenvironment is mediated by myeloid cells releasing interleukin-10," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    17. Alma Andersson & Ludvig Larsson & Linnea Stenbeck & Fredrik Salmén & Anna Ehinger & Sunny Z. Wu & Ghamdan Al-Eryani & Daniel Roden & Alex Swarbrick & Åke Borg & Jonas Frisén & Camilla Engblom & Joakim, 2021. "Spatial deconvolution of HER2-positive breast cancer delineates tumor-associated cell type interactions," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
    18. Akram A. Hamed & Daniel J. Kunz & Ibrahim El-Hamamy & Quang M. Trinh & Omar D. Subedar & Laura M. Richards & Warren Foltz & Garrett Bullivant & Matthaeus Ware & Maria C. Vladoiu & Jiao Zhang & Antony , 2022. "A brain precursor atlas reveals the acquisition of developmental-like states in adult cerebral tumours," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    19. Polina Kameneva & Victoria I. Melnikova & Maria Eleni Kastriti & Anastasia Kurtova & Emil Kryukov & Aliia Murtazina & Louis Faure & Irina Poverennaya & Artem V. Artemov & Tatiana S. Kalinina & Nikita , 2022. "Serotonin limits generation of chromaffin cells during adrenal organ development," Nature Communications, Nature, vol. 13(1), pages 1-21, December.
    20. Antonio De Falco & Francesca Caruso & Xiao-Dong Su & Antonio Iavarone & Michele Ceccarelli, 2023. "A variational algorithm to detect the clonal copy number substructure of tumors from scRNA-seq data," Nature Communications, Nature, vol. 14(1), pages 1-13, 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:12:y:2021:i:1:d:10.1038_s41467-021-26343-3. 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.