Single-Cell Analysis Reveals Spatial Heterogeneity of Immune Cells in Lung Adenocarcinoma

被引:15
作者
Wang, Youyu [1 ]
Li, Xiaohua [2 ]
Peng, Shengkun [3 ,4 ]
Hu, Honglin [5 ]
Wang, Yuntao [6 ]
Shao, Mengqi [1 ]
Feng, Gang [1 ]
Liu, Yu [5 ]
Bai, Yifeng [5 ]
机构
[1] Univ Elect Sci & Technol China, Sichuan Prov Peoples Hosp, Dept Thorac Surg, Chengdu, Peoples R China
[2] Sixth Peoples Hosp Chengdu, Dept Resp & Crit Care Med, Chengdu, Peoples R China
[3] Univ Elect Sci & Technol China, Sichuan Acad Med Sci, Dept Radiol, Chengdu, Peoples R China
[4] Univ Elect Sci & Technol China, Sichuan Prov Peoples Hosp, Chengdu, Peoples R China
[5] Univ Elect Sci & Technol China, Sichuan Prov Peoples Hosp, Dept Oncol, Chengdu, Peoples R China
[6] Chengdu Univ Tradit Chinese Med, Peoples Hosp 5, Dept Oncol, Clin Med Coll 2, Chengdu, Peoples R China
来源
FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY | 2021年 / 9卷
关键词
single-cell sequencing; spatial heterogeneity; lung adenocarcinoma; immune microenvironment; immunity; B-CELLS; CANCER; IMMUNOTHERAPY; MECHANISMS; BLOCKADE; HYPOXIA;
D O I
10.3389/fcell.2021.638374
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
The impacts of the tumor microenvironment (TME) on tumor evolvability remain unclear. A challenge for nearly all cancer types is spatial heterogeneity, providing substrates for the emergence and evolvability of drug resistance and leading to unfavorable prognosis. Understanding TME heterogeneity among different tumor sites would provide deeper insights into personalized therapy. We found 9,992 cell profiles of the TME in human lung adenocarcinoma (LUAD) samples at a single-cell resolution. By comparing different tumor sites, we discovered high TME heterogeneity. Single-sample gene set enrichment analysis (ssGSEA) was utilized to explore functional differences between cell subpopulations and between the core, middle and edge of tumors. We identified 8 main cell types and 27 cell subtypes of T cells, B cells, fibroblasts and myeloid cells. We revealed CD4(+) naive T cells in the tumor core that express high levels of immune checkpoint molecules and have a higher activity of immune-exhaustion signaling. CD8(+) T cell subpopulations in the tumor core correlate with the upregulated activity of transforming growth factor-beta (TGF-beta) and fibroblast growth factor receptor (FGFR) signaling and downregulated T cell activity. B cell subtypes in the tumor core downregulate cytokine production. In this study, we revealed that there was immunological heterogeneity in the TME of patients with LUAD that have different ratios of immune cells and stromal cells, different functions, and various degrees of activation of immune-related pathways in different tumor parts. Therefore, clarifying the spatial heterogeneity of the tumor in the immune microenvironment can help clinicians design personalized treatments.
引用
收藏
页数:14
相关论文
共 39 条
[1]   Multiplex bioimaging of single-cell spatial profiles for precision cancer diagnostics and therapeutics [J].
Allam, Mayar ;
Cai, Shuangyi ;
Coskun, Ahmet F. .
NPJ PRECISION ONCOLOGY, 2020, 4 (01)
[2]   Immune Escape Mechanisms as a Guide for Cancer Immunotherapy [J].
Beatty, Gregory L. ;
Gladney, Whitney L. .
CLINICAL CANCER RESEARCH, 2015, 21 (04) :687-692
[3]   Hypoxia and cancer [J].
Brahimi-Horn, M. Christiane ;
Chiche, Johanna ;
Pouyssegur, Jacques .
JOURNAL OF MOLECULAR MEDICINE-JMM, 2007, 85 (12) :1301-1307
[4]   Molecular mechanisms of T cell co-stimulation and co-inhibition [J].
Chen, Lieping ;
Flies, Dallas B. .
NATURE REVIEWS IMMUNOLOGY, 2013, 13 (04) :227-242
[5]   Single-Cell RNA-Seq Analysis of Infiltrating Neoplastic Cells at the Migrating Front of Human Glioblastoma [J].
Darmanis, Spyros ;
Sloan, Steven A. ;
Croote, Derek ;
Mignardi, Marco ;
Chernikova, Sophia ;
Samghababi, Peyman ;
Zhang, Ye ;
Neff, Norma ;
Kowarsky, Mark ;
Caneda, Christine ;
Li, Gordon ;
Chang, Steven D. ;
Connolly, Ian David ;
Li, Yingmei ;
Barres, Ben A. ;
Gephart, Melanie Hayden ;
Quake, Stephen R. .
CELL REPORTS, 2017, 21 (05) :1399-1410
[6]   Tumor-associated B cells in cutaneous primary melanoma and improved clinical outcome [J].
Garg, Kanika ;
Maurer, Margarita ;
Griss, Johannes ;
Brueggen, Marie-Charlotte ;
Wolf, Ingrid H. ;
Wagner, Christine ;
Willi, Niels ;
Mertz, Kirsten D. ;
Wagner, Stephan N. .
HUMAN PATHOLOGY, 2016, 54 :157-164
[7]   B cells sustain inflammation and predict response to immune checkpoint blockade in human melanoma [J].
Griss, Johannes ;
Bauer, Wolfgang ;
Wagner, Christine ;
Simon, Martin ;
Chen, Minyi ;
Grabmeier-Pfistershammer, Katharina ;
Maurer-Granofszky, Margarita ;
Roka, Florian ;
Penz, Thomas ;
Bock, Christoph ;
Zhang, Gao ;
Herlyn, Meenhard ;
Glatz, Katharina ;
Laubli, Heinz ;
Mertz, Kirsten D. ;
Petzelbauer, Peter ;
Wiesner, Thomas ;
Hartl, Markus ;
Pickl, Winfried F. ;
Somasundaram, Rajasekharan ;
Steinberger, Peter ;
Wagner, Stephan N. .
NATURE COMMUNICATIONS, 2019, 10 (1)
[8]   GSVA: gene set variation analysis for microarray and RNA-Seq data [J].
Haenzelmann, Sonja ;
Castelo, Robert ;
Guinney, Justin .
BMC BIOINFORMATICS, 2013, 14
[9]   B cells and tertiary lymphoid structures promote immunotherapy response [J].
Helmink, Beth A. ;
Reddy, Sangeetha M. ;
Gao, Jianjun ;
Zhang, Shaojun ;
Basar, Rafet ;
Thakur, Rohit ;
Yizhak, Keren ;
Sade-Feldman, Moshe ;
Blando, Jorge ;
Han, Guangchun ;
Gopalakrishnan, Vancheswaran ;
Xi, Yuanxin ;
Zhao, Hao ;
Amaria, Rodabe N. ;
Tawbi, Hussein A. ;
Cogdill, Alex P. ;
Liu, Wenbin ;
LeBleu, Valerie S. ;
Kugeratski, Fernanda G. ;
Patel, Sapna ;
Davies, Michael A. ;
Hwu, Patrick ;
Lee, Jeffrey E. ;
Gershenwald, Jeffrey E. ;
Lucci, Anthony ;
Arora, Reetakshi ;
Woodman, Scott ;
Keung, Emily Z. ;
Gaudreau, Pierre-Olivier ;
Reuben, Alexandre ;
Spencer, Christine N. ;
Burton, Elizabeth M. ;
Haydu, Lauren E. ;
Lazar, Alexander J. ;
Zapassodi, Roberta ;
Hudgens, Courtney W. ;
Ledesma, Deborah A. ;
Ong, SuFey ;
Bailey, Michael ;
Warren, Sarah ;
Rao, Disha ;
Krijgsman, Oscar ;
Rozeman, Elisa A. ;
Peeper, Daniel ;
Blank, Christian U. ;
Schumacher, Ton N. ;
Butterfield, Lisa H. ;
Zelazowska, Monika A. ;
McBride, Kevin M. ;
Kalluri, Raghu .
NATURE, 2020, 577 (7791) :549-+
[10]   High Membranous Expression of Fatty Acid Transport Protein 4 Is Associated with Tumorigenesis and Tumor Progression in Clear Cell Renal Cell Carcinoma [J].
Kim, Young-Sik ;
Jung, Jiyoon ;
Jeong, Hoiseon ;
Lee, Ju-Han ;
Oh, Hwa Eun ;
Lee, Eung Seok ;
Choi, Jung-Woo .
DISEASE MARKERS, 2019, 2019