Trajectory and Functional Analysis of PD-1high CD4+CD8+ T Cells in Hepatocellular Carcinoma by Single-Cell Cytometry and Transcriptome Sequencing

被引:92
作者
Zheng, Bo [1 ,2 ]
Wang, Dongfang [3 ]
Qiu, Xinyao [4 ]
Luo, Guijuan [1 ,2 ]
Wu, Tong [1 ,2 ]
Yang, Shuai [4 ]
Li, Zhixuan [1 ,2 ]
Zhu, Yanjing [1 ,2 ]
Wang, Shan [2 ,4 ]
Wu, Rui [5 ]
Sui, Chengjun [1 ,2 ]
Gu, Ziqi [1 ,2 ]
Shen, Siyun [1 ,2 ]
Jeong, Seogsong [6 ]
Wu, Xuan [7 ]
Gu, Jin [3 ]
Wang, Hongyang [1 ]
Chen, Lei [1 ,2 ,4 ]
机构
[1] Natl Ctr Liver Canc, Shanghai 200438, Peoples R China
[2] Second Mil Med Univ, Int Cooperat Lab Signal Transduct, Eastern Hepatobiliary Surg Hosp, Shanghai 200438, Peoples R China
[3] Tsinghua Univ, MOE Key Lab Bioinformat, BNRIST Bioinformat Div, Beijing 100084, Peoples R China
[4] Fudan Univ, Shanghai Canc Ctr, Shanghai Med Coll, Dept Oncol, Shanghai 200032, Peoples R China
[5] Second Mil Med Univ, Dept Biliary Surg 1, Eastern Hepatobiliary Surg Hosp, Changhai Rd 225, Shanghai 200438, Peoples R China
[6] Shanghai Jiao Tong Univ, Dept Liver Surg, Renji Hosp, Shanghai 200127, Peoples R China
[7] Tongji Univ, Dept Lab Med, Peoples Hosp Shanghai 10, Shanghai 200072, Peoples R China
基金
中国国家自然科学基金; 上海市自然科学基金;
关键词
double positive T cells; liver cancer; mass cytometry; single-cell sequencing; tumor microenvironment; TUMOR STROMA; LANDSCAPE; PROGNOSIS; IMPACT;
D O I
10.1002/advs.202000224
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The spatial heterogeneity of immune microenvironment in hepatocellular carcinoma (HCC) remains elusive. Here, a single-cell study involving 17 432 600 immune cells of 39 matched HCC (T), nontumor (N), and leading-edge (L) specimens by mass cytometry is conducted. The tumor-associated CD4/CD8 double-positive T (DPT) cells are found enriched in L regions with synergetic expression of PD-1/HLA-DR/ICOS/CD45RO and exhibit a higher level of IFN-gamma, TNF-alpha, and PD-1 upon stimulation. The enrichment of DPT and PD-1(+)DPT in L regions indicates favorable prognosis. These tumor-associated DPT cells with similar phenotype are also verified in other tumors and HCC animal models. Single-cell RNA-seq further characterizes the molecular features of DPT cells and uncovers 11 clusters with different cytotoxicity, exhaustion, and activation scores. TCR-based trajectory analysis reveals that tumor-associated DPT clusters share separated ancestries with local CD4(+) or CD8(+)SPT cells rather than CD3(+)PBMC cells. TCR clones with frequency above 10 are mainly found coexisting in DPT and CD8(+)SPT cells. Specifically, PD-1(high)DPT cluster (TDPT_10) shares the same ancestry with exhausted CD8(+)SPT cluster (TCD8T_2) and shows higher expression similarity and closer pathological location to PD-1(+)CD8(+) than PD-1(+)CD4(+)T cells. Together, this study systematically characterizes the unique distribution of PD-1(+)DPTs in HCC and puts forward new insights for the function and origin of tumor-associated DPT cells.
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页数:14
相关论文
共 31 条
[1]   Single-Cell Map of Diverse Immune Phenotypes in the Breast Tumor Microenvironment [J].
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 .
CELL, 2018, 174 (05) :1293-+
[2]   Isolation of tumor-specific cytotoxic CD4+ and CD4+CCD8dim+ T-cell clones infiltrating a cutaneous T-cell lymphoma [J].
Bagot, M ;
Echchakir, H ;
Mami-Chouaib, F ;
Delfau-Larue, MH ;
Charue, D ;
Bernheim, A ;
Chouaib, S ;
Boumsell, L ;
Bensussan, A .
BLOOD, 1998, 91 (11) :4331-4341
[3]  
BLUE ML, 1986, J IMMUNOL, V137, P1202
[4]   Integrating single-cell transcriptomic data across different conditions, technologies, and species [J].
Butler, Andrew ;
Hoffman, Paul ;
Smibert, Peter ;
Papalexi, Efthymia ;
Satija, Rahul .
NATURE BIOTECHNOLOGY, 2018, 36 (05) :411-+
[5]   Elements of cancer immunity and the cancer-immune set point [J].
Chen, Daniel S. ;
Mellman, Ira .
NATURE, 2017, 541 (7637) :321-330
[6]   An Immune Atlas of Clear Cell Renal Cell Carcinoma [J].
Chevrier, Stephane ;
Levine, Jacob Harrison ;
Zanotelli, Vito Riccardo Tomaso ;
Silina, Karina ;
Schulz, Daniel ;
Bacac, Marina ;
Ries, Carola Hermine ;
Ailles, Laurie ;
Jewett, Michael Alexander Spencer ;
Moch, Holger ;
van den Broek, Maries ;
Beisel, Christian ;
Stadler, Michael Beda ;
Gedye, Craig ;
Reis, Bernhard ;
Pe'er, Dana ;
Bodenmiller, Bernd .
CELL, 2017, 169 (04) :736-749
[7]   Delineation of an immunosuppressive gradient in hepatocellular carcinoma using high-dimensional proteomic and transcriptomic analyses [J].
Chew, Valerie ;
Lai, Liyun ;
Pan, Lu ;
Lim, Chun Jye ;
Li, Juntao ;
Ong, Raymond ;
Chua, Camillus ;
Leong, Jing Yao ;
Lim, Kiat Hon ;
Toh, Han Chong ;
Lee, Ser Yee ;
Chan, Chung Yip ;
Goh, Brian K. P. ;
Chung, Alexander ;
Chow, Pierce K. H. ;
Albani, Salvatore .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2017, 114 (29) :E5900-E5909
[8]   Double Positive CD4CD8 αβ T Cells: A New Tumor-Reactive Population in Human Melanomas [J].
Desfrancois, Juliette ;
Moreau-Aubry, Agnes ;
Vignard, Virginie ;
Godet, Yann ;
Khammari, Amir ;
Dreno, Brigitte ;
Jotereau, Francine ;
Gervois, Nadine .
PLOS ONE, 2010, 5 (01)
[9]  
FREYTAG S, 2017, 203752 BIORXIV
[10]   The immune contexture in human tumours: impact on clinical outcome [J].
Fridman, Wolf Herman ;
Pages, Franck ;
Sautes-Fridman, Catherine ;
Galon, Jerome .
NATURE REVIEWS CANCER, 2012, 12 (04) :298-306