Spatiotemporal Immune Landscape of Colorectal Cancer Liver Metastasis at Single-Cell Level

被引:495
作者
Wu, Yingcheng [1 ,2 ]
Yang, Shuaixi [1 ,2 ]
Ma, Jiaqiang [1 ,2 ,3 ]
Chen, Zechuan [3 ]
Song, Guohe [1 ,2 ]
Rao, Dongning [1 ,2 ]
Cheng, Yifei [1 ,2 ]
Huang, Siyuan [4 ,5 ]
Liu, Yifei [6 ]
Jiang, Shan [3 ]
Liu, Jinxia [6 ]
Huang, Xiaowu [1 ,2 ]
Wang, Xiaoying [1 ,2 ]
Qiu, Shuangjian [1 ,2 ]
Xu, Jianmin [7 ,8 ,9 ]
Xi, Ruibin [4 ,5 ]
Bai, Fan [10 ]
Zhou, Jian [1 ,2 ]
Fan, Jia [1 ,2 ]
Zhang, Xiaoming [3 ]
Gao, Qiang [1 ,2 ,11 ,12 ]
机构
[1] Fudan Univ, Zhongshan Hosp, Liver Canc Inst, Dept Liver Surg & Transplantat, 180 Fenglin Rd, Shanghai 200032, Peoples R China
[2] Fudan Univ, Liver Canc Inst, Key Lab Carcinogenesis & Canc Invas, Zhongshan Hosp,Minist Educ, Shanghai, Peoples R China
[3] Chinese Acad Sci, Ctr Microbes Dev & Hlth, Key Lab Mol Virol & Immunol, Inst Pasteur Shanghai, Shanghai, Peoples R China
[4] Peking Univ, Sch Math Sci, Beijing, Peoples R China
[5] Peking Univ, Ctr Stat Sci, Beijing, Peoples R China
[6] Nantong Univ, Affiliated Hosp, Sch Med, Nantong, Jiangsu, Peoples R China
[7] Fudan Univ, Dept Colorectal Surg, Zhongshan Hosp, Shanghai, Peoples R China
[8] Fudan Univ, Colorectal Canc Ctr, Zhongshan Hosp, Shanghai, Peoples R China
[9] Fudan Univ, Shanghai Engn Res Ctr Colorectal Canc Minimally I, Shanghai, Peoples R China
[10] Peking Univ, Sch Life Sci, Biomed Pioneering Innovat Ctr BIOPIC, Beijing, Peoples R China
[11] Fudan Univ, Inst Biomed Sci, Key Lab Med Epigenet & Metab, Shanghai, Peoples R China
[12] Fudan Univ, State Key Lab Genet Engn, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
MIGRATION INHIBITORY FACTOR; T-CELLS; GENE; HETEROGENEITY; COLON; CHEMOTHERAPY; ACTIVATION; SURGERY; IMPACT;
D O I
10.1158/2159-8290.CD-21-0316
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Liver metastasis, the leading cause of colorectal cancer mortality, exhibits a highly heterogeneous and suppressive immune microenvironment. Here, we sequenced 97 matched samples by using single-cell RNA sequencing and spatial transcriptomics. Strikingly, the metastatic microenvironment underwent remarkable spatial reprogramming of immunosuppressive cells such as MRCP+ CCL18(+) M2-like macrophages. We further developed scMetabolism, a computational pipeline for quantifying single-cell metabolism, and observed that those macrophages harbored enhanced metabolic activity. Interestingly, neoadjuvant chemotherapy could block this status and restore the antitumor immune balance in responsive patients, whereas the nonresponsive patients deteriorated into a more suppressive one. Our work described the immune evolution of metastasis and uncovered the black box of how tumors respond to neoadjuvant chemotherapy. SIGNIFICANCE: We present a single-cell and spatial atlas of colorectal liver metastasis and found the highly metabolically activated MRCP+ CCL18(+) M2-like macrophages in metastatic sites. Efficient neoadjuvant chemotherapy can slow down such metabolic activation, raising the possibility to target metabolism pathways in metastasis.
引用
收藏
页码:134 / 153
页数:20
相关论文
共 102 条
  • [61] Transcriptomic, epigenetic, and functional analyses implicate neutrophil diversity in the pathogenesis of systemic lupus erythematosus
    Mistry, Pragnesh
    Nakabo, Shuichiro
    O'Neil, Liam
    Goel, Rishi R.
    Jiang, Kan
    Carmona-Rivera, Carmelo
    Gupta, Sarthak
    Chan, Diana W.
    Carlucci, Philip M.
    Wang, Xinghao
    Naz, Faiza
    Manna, Zerai
    Dey, Amit
    Mehta, Nehal N.
    Hasni, Sarfaraz
    Dell'Orso, Stefania
    Gutierrez-Cruz, Gustavo
    Sun, Hong-Wei
    Kaplan, Mariana J.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2019, 116 (50) : 25222 - 25228
  • [62] Alternative activation of macrophages and pulmonary fibrosis are modulated by scavenger receptor, macrophage receptor with collagenous structure
    Murthy, Shubha
    Larson-Casey, Jennifer L.
    Ryan, Alan J.
    He, Chao
    Kobzik, Lester
    Carter, A. Brent
    [J]. FASEB JOURNAL, 2015, 29 (08) : 3527 - 3536
  • [63] Perioperative FOLFOX4 chemotherapy and surgery versus surgery alone for resectable liver metastases from colorectal cancer (EORTC 40983): long-term results of a randomised, controlled, phase 3 trial
    Nordlinger, Bernard
    Sorbye, Halfdan
    Glimelius, Bengt
    Poston, Graeme J.
    Schlag, Peter M.
    Rougier, Philippe
    Bechstein, Wolf O.
    Primrose, John N.
    Walpole, Euan T.
    Finch-Jones, Meg
    Jaeck, Daniel
    Mirza, Darius
    Parks, Rowan W.
    Mauer, Murielle
    Tanis, Erik
    Van Cutsem, Eric
    Scheithauer, Werner
    Gruenberger, Thomas
    [J]. LANCET ONCOLOGY, 2013, 14 (12) : 1208 - 1215
  • [64] KEGG: Kyoto Encyclopedia of Genes and Genomes
    Ogata, H
    Goto, S
    Sato, K
    Fujibuchi, W
    Bono, H
    Kanehisa, M
    [J]. NUCLEIC ACIDS RESEARCH, 1999, 27 (01) : 29 - 34
  • [65] MAIT cell activation and dynamics associated with COVID-19 disease severity
    Parrot, Tiphaine
    Gorin, Jean-Baptiste
    Ponzetta, Andrea
    Maleki, Kimia T.
    Kammann, Tobias
    Emgard, Johanna
    Perez-Potti, Andre
    Sekine, Takuya
    Rivera-Ballesteros, Olga
    Gredmark-Russ, Sara
    Rooyackers, Olav
    Folkesson, Elin
    Eriksson, Lars, I
    Norrby-Teglund, Anna
    Ljunggren, Hans-Gustaf
    Bjorkstrom, Niklas K.
    Aleman, Soo
    Buggert, Marcus
    Klingstrom, Jonas
    Stralin, Kristoffer
    Sandberg, Johan K.
    [J]. SCIENCE IMMUNOLOGY, 2020, 5 (51)
  • [66] Single-cell RNA sequencing unveils the shared and the distinct cytotoxic hallmarks of human TCRVδ1 and TCRVδ2 γδ T lymphocytes
    Pizzolato, Gabriele
    Kaminski, Hannah
    Tosolini, Marie
    Franchini, Don-Marc
    Pont, Frederic
    Martins, Frederic
    Valle, Carine
    Labourdette, Delphine
    Cadot, Sarah
    Quillet-Mary, Anne
    Poupot, Mary
    Laurent, Camille
    Ysebaert, Loic
    Meraviglia, Serena
    Dieli, Francesco
    Merville, Pierre
    Milpied, Pierre
    Dechanet-Merville, Julie
    Fournie, Jean-Jacques
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2019, 116 (24) : 11906 - 11915
  • [67] Single-Cell Transcriptomic Analysis of Primary and Metastatic Tumor Ecosystems in Head and Neck Cancer
    Puram, Sidharth V.
    Tirosh, Itay
    Parikh, Anuraag S.
    Patel, Anoop P.
    Yizhak, Keren
    Gillespie, Shawn
    Rodman, Christopher
    Luo, Christina L.
    Mroz, Edmund A.
    Emerick, Kevin S.
    Deschler, Daniel G.
    Varvares, Mark A.
    Mylvaganam, Ravi
    Rozenblatt-Rosen, Orit
    Rocco, James W.
    Faquin, William C.
    Lin, Derrick T.
    Regev, Aviv
    Bernstein, Bradley E.
    [J]. CELL, 2017, 171 (07) : 1611 - +
  • [68] Qiu XJ, 2017, NAT METHODS, V14, P979, DOI [10.1038/nmeth.4402, 10.1038/NMETH.4402]
  • [69] Does neoadjuvant chemotherapy reveal disease precluding surgical treatment of initially resectable colorectal cancer liver metastases?
    Reddy, Srinevas K.
    Tsung, Allan
    Marsh, James Wallis
    Geller, David A.
    [J]. JOURNAL OF SURGICAL ONCOLOGY, 2012, 105 (01) : 55 - 59
  • [70] Slide-seq: A scalable technology for measuring genome-wide expression at high spatial resolution
    Rodriques, Samuel G.
    Stickels, Robert R.
    Goeva, Aleksandrina
    Martin, Carly A.
    Murray, Evan
    Vanderburg, Charles R.
    Welch, Joshua
    Chen, Linlin M.
    Chen, Fei
    Macosko, Evan Z.
    [J]. SCIENCE, 2019, 363 (6434) : 1463 - +