Applications of Single-Cell Omics to Dissect Tumor Microenvironment

被引:18
作者
Guo, Tingting [1 ,2 ,4 ,5 ]
Li, Weimin [1 ,2 ,3 ,4 ]
Cai, Xuyu [1 ,2 ,4 ,5 ]
机构
[1] Sichuan Univ, West China Hosp, Frontiers Sci Ctr Dis Related Mol Network, Inst Resp Hlth, Chengdu, Peoples R China
[2] Sichuan Univ, Precis Med Res Ctr, West China Hosp, Chengdu, Peoples R China
[3] Sichuan Univ, West China Hosp, Dept Resp & Crit Care Med, Chengdu, Peoples R China
[4] Chinese Acad Med Sci, West China Hosp, Res Units West China, Chengdu, Peoples R China
[5] Precis Med Key Lab Sichuan Prov, Chengdu, Peoples R China
基金
中国国家自然科学基金;
关键词
single-cell sequencing; single-cell multi-omics; tumor microenvironment; immunotherapy; tumor-specific immunity; tumor infiltrating lymphocytes (TILs); tumor infiltrating myeloid cells (TIMs); CD8(+) T-CELLS; COPY-NUMBER VARIATION; DENDRITIC CELL; SOMATIC MUTATION; FATE DECISIONS; B-CELLS; CANCER; LANDSCAPE; IMMUNOTHERAPY; LINEAGE;
D O I
10.3389/fgene.2020.548719
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The recent technical and computational advances in single-cell sequencing technologies have significantly broaden our toolkit to study tumor microenvironment (TME) directly from human specimens. The TME is the complex and dynamic ecosystem composed of multiple cell types, including tumor cells, immune cells, stromal cells, endothelial cells, and other non-cellular components such as the extracellular matrix and secreted signaling molecules. The great success on immune checkpoint blockade therapy has highlighted the importance of TME on anti-tumor immunity and has made it a prime target for further immunotherapy strategies. Applications of single-cell transcriptomics on studying TME has yielded unprecedented resolution of the cellular and molecular complexity of the TME, accelerating our understanding of the heterogeneity, plasticity, and complex cross-interaction between different cell types within the TME. In this review, we discuss the recent advances by single-cell sequencing on understanding the diversity of TME and its functional impact on tumor progression and immunotherapy response driven by single-cell sequencing. We primarily focus on the major immune cell types infiltrated in the human TME, including T cells, dendritic cells, and macrophages. We further discuss the limitations of the existing methodologies and the prospects on future studies utilizing single-cell multi-omics technologies. Since immune cells undergo continuous activation and differentiation within the TME in response to various environmental cues, we highlight the importance of integrating multimodal datasets to enable retrospective lineage tracing and epigenetic profiling of the tumor infiltrating immune cells. These novel technologies enable better characterization of the developmental lineages and differentiation states that are critical for the understanding of the underlying mechanisms driving the functional diversity of immune cells within the TME. We envision that with the continued accumulation of single-cell omics datasets, single-cell sequencing will become an indispensable aspect of the immune-oncology experimental toolkit. It will continue to drive the scientific innovations in precision immunotherapy and will be ultimately adopted by routine clinical practice in the foreseeable future.
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页数:20
相关论文
共 156 条
  • [1] Integration of Single-Cell Genomics Datasets
    Adey, Andrew C.
    [J]. CELL, 2019, 177 (07) : 1677 - U23
  • [2] Tumor-infiltrating human CD4+ regulatory T cells display a distinct TCR repertoire and exhibit tumor and neoantigen reactivity
    Ahmadzadeh, Mojgan
    Pasetto, Anna
    Jia, Li
    Deniger, Drew C.
    Stevanovic, Sanja
    Robbins, Paul F.
    Rosenberg, Steven A.
    [J]. SCIENCE IMMUNOLOGY, 2019, 4 (31)
  • [3] Whole-organism clone tracing using single-cell sequencing
    Alemany, Anna
    Florescu, Maria
    Baron, Chloe S.
    Peterson-Maduro, Josi
    van Oudenaarden, Alexander
    [J]. NATURE, 2018, 556 (7699) : 108 - +
  • [4] Multi-omics profiling of mouse gastrulation at single-cell resolution
    Argelaguet, Ricard
    Clark, Stephen J.
    Mohammed, Hisham
    Stapel, L. Carine
    Krueger, Christel
    Kapourani, Chantriolnt-Andreas
    Imaz-Rosshandler, Ivan
    Lohoff, Tim
    Xiang, Yunlong
    Hanna, Courtney W.
    Smallwood, Sebastien
    Ibarra-Soria, Ximena
    Buettner, Florian
    Sanguinetti, Guido
    Xie, Wei
    Krueger, Felix
    Gottgens, Berthold
    Rugg-Gunn, Peter J.
    Kelsey, Gavin
    Dean, Wendy
    Nichols, Jennifer
    Stegle, Oliver
    Marioni, John C.
    Reik, Wolf
    [J]. NATURE, 2019, 576 (7787) : 487 - +
  • [5] Single-Cell Map of Diverse Immune Phenotypes in the Breast Tumor Microenvironment
    Azizi, Elham
    Carr, Ambrose J.
    Plitas, George
    Cornish, Andrew E.
    Konopacki, Catherine
    Prabhakaran, Sandhya
    Nainys, Juozas
    Wu, Kenmin
    Kiseliovas, Vaidotas
    Setty, Manu
    Choi, Kristy
    Fromme, Rachel M.
    Phuong Dao
    McKenney, Peter T.
    Wasti, Ruby C.
    Kadaveru, Krishna
    Mazutis, Linas
    Rudensky, Alexander Y.
    Pe'er, Dana
    [J]. CELL, 2018, 174 (05) : 1293 - +
  • [6] Unravelling cellular relationships during development and regeneration using genetic lineage tracing
    Baron, Chloe S.
    van Oudenaarden, Alexander
    [J]. NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2019, 20 (12) : 753 - 765
  • [7] A natural killer-dendritic cell axis defines checkpoint therapy-responsive tumor microenvironments
    Barry, Kevin C.
    Hsu, Joy
    Broz, Miranda L.
    Cueto, Francisco J.
    Binnewies, Mikhail
    Combes, Alexis J.
    Nelson, Amanda E.
    Loo, Kimberly
    Kumar, Raj
    Rosenblum, Michael D.
    Alvarado, Michael D.
    Wolf, Denise M.
    Bogunovic, Dusan
    Bhardwaj, Nina
    Daud, Adil, I
    Ha, Patrick K.
    Ryan, William R.
    Pollack, Joshua L.
    Samad, Bushra
    Asthana, Saurabh
    Chan, Vincent
    Krummel, Matthew F.
    [J]. NATURE MEDICINE, 2018, 24 (08) : 1178 - 1191
  • [8] Single-cell multiomics sequencing and analyses of human colorectal cancer
    Bian, Shuhui
    Hou, Yu
    Zhou, Xin
    Li, Xianlong
    Yong, Jun
    Wang, Yicheng
    Wang, Wendong
    Yan, Jia
    Hu, Boqiang
    Guo, Hongshan
    Wang, Jilian
    Gao, Shuai
    Mao, Yunuo
    Dong, Ji
    Zhu, Ping
    Xiu, Dianrong
    Yan, Liying
    Wen, Lu
    Qiao, Jie
    Tang, Fuchou
    Fu, Wei
    [J]. SCIENCE, 2018, 362 (6418) : 1060 - +
  • [9] Single-cell mapping of lineage and identity in direct reprogramming
    Biddy, Brent A.
    Kong, Wenjun
    Kamimoto, Kenji
    Guo, Chuner
    Waye, Sarah E.
    Sun, Tao
    Morris, Samantha A.
    [J]. NATURE, 2018, 564 (7735) : 219 - +
  • [10] Unleashing Type-2 Dendritic Cells to Drive Protective Antitumor CD4+ T Cell Immunity
    Binnewies, Mikhail
    Mujal, Adriana M.
    Pollack, Joshua L.
    Combes, Alexis J.
    Hardison, Emily A.
    Barry, Kevin C.
    Tsui, Jessica
    Ruhland, Megan K.
    Kersten, Kelly
    Abushawish, Marwan A.
    Spasic, Marko
    Giurintano, Jonathan P.
    Chan, Vincent
    Daud, Adil, I
    Ha, Patrick
    Ye, Chun J.
    Roberts, Edward W.
    Krummel, Matthew F.
    [J]. CELL, 2019, 177 (03) : 556 - +