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Lineage tracking reveals dynamic relationships of T cells in colorectal cancer

Author

Listed:
  • Lei Zhang

    (Peking University)

  • Xin Yu

    (Discovery Research, Amgen)

  • Liangtao Zheng

    (Peking University)

  • Yuanyuan Zhang

    (Peking University)

  • Yansen Li

    (Peking University People’s Hospital)

  • Qiao Fang

    (Peking University)

  • Ranran Gao

    (Peking University)

  • Boxi Kang

    (Peking University)

  • Qiming Zhang

    (Peking University)

  • Julie Y. Huang

    (Discovery Research, Amgen)

  • Hiroyasu Konno

    (Discovery Research, Amgen)

  • Xinyi Guo

    (Peking University)

  • Yingjiang Ye

    (Peking University People’s Hospital)

  • Songyuan Gao

    (Peking University People’s Hospital)

  • Shan Wang

    (Peking University People’s Hospital)

  • Xueda Hu

    (Peking University)

  • Xianwen Ren

    (Peking University)

  • Zhanlong Shen

    (Peking University People’s Hospital)

  • Wenjun Ouyang

    (Discovery Research, Amgen)

  • Zemin Zhang

    (Peking University
    Peking University)

Abstract

T cells are key elements of cancer immunotherapy1 but certain fundamental properties, such as the development and migration of T cells within tumours, remain unknown. The enormous T cell receptor (TCR) repertoire, which is required for the recognition of foreign and self-antigens2, could serve as lineage tags to track these T cells in tumours3. Here we obtained transcriptomes of 11,138 single T cells from 12 patients with colorectal cancer, and developed single T cell analysis by RNA sequencing and TCR tracking (STARTRAC) indices to quantitatively analyse the dynamic relationships among 20 identified T cell subsets with distinct functions and clonalities. Although both CD8+ effector and ‘exhausted’ T cells exhibited high clonal expansion, they were independently connected with tumour-resident CD8+ effector memory cells, implicating a TCR-based fate decision. Of the CD4+ T cells, most tumour-infiltrating T regulatory (Treg) cells showed clonal exclusivity, whereas certain Treg cell clones were developmentally linked to several T helper (TH) cell clones. Notably, we identified two IFNG+ TH1-like cell clusters in tumours that were associated with distinct IFNγ-regulating transcription factors —the GZMK+ effector memory T cells, which were associated with EOMES and RUNX3, and CXCL13+BHLHE40+ TH1-like cell clusters, which were associated with BHLHE40. Only CXCL13+BHLHE40+ TH1-like cells were preferentially enriched in patients with microsatellite-instable tumours, and this might explain their favourable responses to immune-checkpoint blockade. Furthermore, IGFLR1 was highly expressed in both CXCL13+BHLHE40+ TH1-like cells and CD8+ exhausted T cells and possessed co-stimulatory functions. Our integrated STARTRAC analyses provide a powerful approach to dissect the T cell properties in colorectal cancer comprehensively, and could provide insights into the dynamic relationships of T cells in other cancers.

Suggested Citation

  • Lei Zhang & Xin Yu & Liangtao Zheng & Yuanyuan Zhang & Yansen Li & Qiao Fang & Ranran Gao & Boxi Kang & Qiming Zhang & Julie Y. Huang & Hiroyasu Konno & Xinyi Guo & Yingjiang Ye & Songyuan Gao & Shan , 2018. "Lineage tracking reveals dynamic relationships of T cells in colorectal cancer," Nature, Nature, vol. 564(7735), pages 268-272, December.
  • Handle: RePEc:nat:nature:v:564:y:2018:i:7735:d:10.1038_s41586-018-0694-x
    DOI: 10.1038/s41586-018-0694-x
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    Cited by:

    1. 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.
    2. Yan Li & Bing Wang & Wentao Yang & Fahan Ma & Jianling Zou & Kai Li & Subei Tan & Jinwen Feng & Yunzhi Wang & Zhaoyu Qin & Zhiyu Chen & Chen Ding, 2024. "Longitudinal plasma proteome profiling reveals the diversity of biomarkers for diagnosis and cetuximab therapy response of colorectal cancer," Nature Communications, Nature, vol. 15(1), pages 1-23, December.
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    4. Sandra Tietscher & Johanna Wagner & Tobias Anzeneder & Claus Langwieder & Martin Rees & Bettina Sobottka & Natalie Souza & Bernd Bodenmiller, 2023. "A comprehensive single-cell map of T cell exhaustion-associated immune environments in human breast cancer," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    5. Yiming Lu & Aiqing Yang & Cheng Quan & Yingwei Pan & Haoyun Zhang & Yuanfeng Li & Chengming Gao & Hao Lu & Xueting Wang & Pengbo Cao & Hongxia Chen & Shichun Lu & Gangqiao Zhou, 2022. "A single-cell atlas of the multicellular ecosystem of primary and metastatic hepatocellular carcinoma," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
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    7. Lilong Liu & Yaxin Hou & Changqi Deng & Zhen Tao & Zhaohui Chen & Junyi Hu & Ke Chen, 2022. "Single cell sequencing reveals that CD39 inhibition mediates changes to the tumor microenvironment," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
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    9. Laura Yerly & Christine Pich-Bavastro & Jeremy Domizio & Tania Wyss & Stéphanie Tissot-Renaud & Michael Cangkrama & Michel Gilliet & Sabine Werner & François Kuonen, 2022. "Integrated multi-omics reveals cellular and molecular interactions governing the invasive niche of basal cell carcinoma," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    10. Alexander H. Lee & Lu Sun & Aaron Y. Mochizuki & Jeremy G. Reynoso & Joey Orpilla & Frances Chow & Jenny C. Kienzler & Richard G. Everson & David A. Nathanson & Steven J. Bensinger & Linda M. Liau & T, 2021. "Neoadjuvant PD-1 blockade induces T cell and cDC1 activation but fails to overcome the immunosuppressive tumor associated macrophages in recurrent glioblastoma," Nature Communications, Nature, vol. 12(1), pages 1-16, December.
    11. Keyong Sun & Runda Xu & Fuhai Ma & Naixue Yang & Yang Li & Xiaofeng Sun & Peng Jin & Wenzhe Kang & Lemei Jia & Jianping Xiong & Haitao Hu & Yantao Tian & Xun Lan, 2022. "scRNA-seq of gastric tumor shows complex intercellular interaction with an alternative T cell exhaustion trajectory," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    12. Yang Liu & Shuang-Yan Ye & Shuai He & Dong-Mei Chi & Xiu-Zhi Wang & Yue-Feng Wen & Dong Ma & Run-Cong Nie & Pu Xiang & You Zhou & Zhao-Hui Ruan & Rou-Jun Peng & Chun-Ling Luo & Pan-Pan Wei & Guo-Wang , 2024. "Single-cell and spatial transcriptome analyses reveal tertiary lymphoid structures linked to tumour progression and immunotherapy response in nasopharyngeal carcinoma," Nature Communications, Nature, vol. 15(1), pages 1-22, December.
    13. Victoria Stary & Ram V. Pandey & Julia List & Lisa Kleissl & Florian Deckert & Julijan Kabiljo & Johannes Laengle & Vasileios Gerakopoulos & Rudolf Oehler & Lukas Watzke & Matthias Farlik & Samuel W. , 2024. "Dysfunctional tumor-infiltrating Vδ1 + T lymphocytes in microsatellite-stable colorectal cancer," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    14. Tong Liu & Cheng Liu & Meisi Yan & Lei Zhang & Jing Zhang & Min Xiao & Zhigao Li & Xiaofan Wei & Hongquan Zhang, 2022. "Single cell profiling of primary and paired metastatic lymph node tumors in breast cancer patients," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    15. Silvia Tiberti & Carlotta Catozzi & Ottavio Croci & Mattia Ballerini & Danilo Cagnina & Chiara Soriani & Caterina Scirgolea & Zheng Gong & Jiatai He & Angeli D. Macandog & Amir Nabinejad & Carina B. N, 2022. "GZMKhigh CD8+ T effector memory cells are associated with CD15high neutrophil abundance in non-metastatic colorectal tumors and predict poor clinical outcome," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
    16. Michele Bortolomeazzi & Lucia Montorsi & Damjan Temelkovski & Mohamed Reda Keddar & Amelia Acha-Sagredo & Michael J. Pitcher & Gianluca Basso & Luigi Laghi & Manuel Rodriguez-Justo & Jo Spencer & Fran, 2022. "A SIMPLI (Single-cell Identification from MultiPLexed Images) approach for spatially-resolved tissue phenotyping at single-cell resolution," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    17. Mei Lin & Xiao-Long Zhang & Rui You & You-Ping Liu & Hong-Min Cai & Li-Zhi Liu & Xue-Fei Liu & Xiong Zou & Yu-Long Xie & Ru-Hai Zou & Yi-Nuan Zhang & Rui Sun & Wei-Yi Feng & Hai-Yan Wang & Gui-Hua Tao, 2023. "Evolutionary route of nasopharyngeal carcinoma metastasis and its clinical significance," Nature Communications, Nature, vol. 14(1), pages 1-21, December.
    18. 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.
    19. Jingjing Qi & Hongxiang Sun & Yao Zhang & Zhengting Wang & Zhenzhen Xun & Ziyi Li & Xinyu Ding & Rujuan Bao & Liwen Hong & Wenqing Jia & Fei Fang & Hongzhi Liu & Lei Chen & Jie Zhong & Duowu Zou & Lia, 2022. "Single-cell and spatial analysis reveal interaction of FAP+ fibroblasts and SPP1+ macrophages in colorectal cancer," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
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