Analysis of Single-Cell RNA-Seq Identifies Cell-Cell Communication Associated with Tumor Characteristics

被引:299
作者
Kumar, Manu P. [1 ]
Du, Jinyan [2 ]
Lagoudas, Georgia [1 ]
Jiao, Yang [2 ]
Sawyer, Andrew [2 ]
Drummond, Daryl C. [2 ]
Lauffenburger, Douglas A. [1 ]
Raue, Andreas [2 ]
机构
[1] MIT, Dept Biol Engn, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[2] Merrimack Pharmaceut Inc, Discovery, Cambridge, MA 02139 USA
关键词
REGULATORY T-CELLS; CANCER; MOUSE; HETEROGENEITY; METASTASES; LANDSCAPE; HALLMARKS; NOTCH;
D O I
10.1016/j.celrep.2018.10.047
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Tumor ecosystems are composed of multiple cell types that communicate by ligand-receptor interactions. Targeting ligand-receptor interactions (for instance, with immune checkpoint inhibitors) can provide significant benefits for patients. However, our knowledge of which interactions occur in a tumor and how these interactions affect outcome is still limited. We present an approach to characterize communication by ligand-receptor interactions across all cell types in a microenvironment using single-cell RNA sequencing. We apply this approach to identify and compare the ligand-receptor interactions present in six syngeneic mouse tumor models. To identify interactions potentially associated with outcome, we regress interactions against phenotypic measurements of tumor growth rate. In addition, we quantify ligand-receptor interactions between T cell subsets and their relation to immune infiltration using a publicly available human melanoma dataset. Overall, this approach provides a tool for studying cell-cell interactions, their variability across tumors, and their relationship to outcome.
引用
收藏
页码:1458 / +
页数:15
相关论文
共 38 条
[1]   Macrophage plasticity and interaction with lymphocyte subsets: cancer as a paradigm [J].
Biswas, Subhra K. ;
Mantovani, Alberto .
NATURE IMMUNOLOGY, 2010, 11 (10) :889-896
[2]   Mouse Genome Database (MGD)-2017: community knowledge resource for the laboratory mouse [J].
Blake, Judith A. ;
Eppig, Janan T. ;
Kadin, James A. ;
Richardson, Joel E. ;
Smith, Cynthia L. ;
Bult, Carol J. .
NUCLEIC ACIDS RESEARCH, 2017, 45 (D1) :D723-D729
[3]   Multiplexed Epitope-Based Tissue Imaging for Discovery and Healthcare Applications [J].
Bodenmiller, Bernd .
CELL SYSTEMS, 2016, 2 (04) :225-238
[4]   Multilineage communication regulates human liver bud development from pluripotency [J].
Camp, J. Gray ;
Sekine, Keisuke ;
Gerber, Tobias ;
Loeffler-Wirth, Henry ;
Binder, Hans ;
Gac, Malgorzata ;
Kanton, Sabina ;
Kageyama, Jorge ;
Damm, Georg ;
Seehofer, Daniel ;
Belicova, Lenka ;
Bickle, Marc ;
Barsacchi, Rico ;
Okuda, Ryo ;
Yoshizawa, Emi ;
Kimura, Masaki ;
Ayabe, Hiroaki ;
Taniguchi, Hideki ;
Takebe, Takanori ;
Treutlein, Barbara .
NATURE, 2017, 546 (7659) :533-+
[5]   Transcriptome Analysis of Individual Stromal Cell Populations Identifies Stroma-Tumor Crosstalk in Mouse Lung Cancer Model [J].
Choi, Hyejin ;
Sheng, Jianting ;
Gao, Dingcheng ;
Li, Fuhai ;
Durrans, Anna ;
Ryu, Seongho ;
Lee, Sharrell B. ;
Narula, Navneet ;
Rafii, Shahin ;
Elemento, Olivier ;
Altorki, Nasser K. ;
Wong, Stephen T. C. ;
Mittal, Vivek .
CELL REPORTS, 2015, 10 (07) :1187-1201
[6]   Fibroblast Heterogeneity and Immunosuppressive Environment in Human Breast Cancer [J].
Costa, Ana ;
Kieffer, Yann ;
Scholer-Dahirel, Alix ;
Pelon, Floriane ;
Bourachot, Brigitte ;
Cardon, Melissa ;
Sirven, Philemon ;
Magagna, Ilaria ;
Fuhrmann, Laetitia ;
Bernard, Charles ;
Bonneau, Claire ;
Kondratova, Maria ;
Kuperstein, Inna ;
Zinovyev, Andrei ;
Givel, Anne-Marie ;
Parrini, Maria-Carla ;
Soumelis, Vassili ;
Vincent-Salomon, Anne ;
Mechta-Grigoriou, Fatima .
CANCER CELL, 2018, 33 (03) :463-+
[7]   Second- and third-generation drugs for immuno-oncology treatment-The more the better? [J].
Dempke, Wolfram C. M. ;
Fenchel, Klaus ;
Uciechowski, Peter ;
Dale, Stephen P. .
EUROPEAN JOURNAL OF CANCER, 2017, 74 :55-72
[8]   Human housekeeping genes, revisited [J].
Eisenberg, Eli ;
Levanon, Erez Y. .
TRENDS IN GENETICS, 2013, 29 (10) :569-574
[9]   Transcription Factor Activities Enhance Markers of Drug Sensitivity in Cancer [J].
Garcia-Alonso, Luz ;
Iorio, Francesco ;
Matchan, Angela ;
Fonseca, Nuno ;
Jaaks, Patricia ;
Peat, Gareth ;
Pignatelli, Miguel ;
Falcone, Fiammetta ;
Benes, Cyril H. ;
Dunham, Ian ;
Bignell, Graham ;
McDade, Simon S. ;
Garnett, Mathew J. ;
Saez-Rodriguez, Julio .
CANCER RESEARCH, 2018, 78 (03) :769-780
[10]   Tumoral Immune Cell Exploitation in Colorectal Cancer Metastases Can Be Targeted Effectively by Anti-CCR5 Therapy in Cancer Patients [J].
Halama, Niels ;
Zoernig, Inka ;
Berthel, Anna ;
Kahlert, Christoph ;
Klupp, Fee ;
Suarez-Carmona, Meggy ;
Suetterlin, Thomas ;
Brand, Karsten ;
Krauss, Juergen ;
Lasitschka, Felix ;
Lerchl, Tina ;
Luckner-Minden, Claudia ;
Ulrich, Alexis ;
Koch, Moritz ;
Weitz, Juergen ;
Schneider, Martin ;
Buechler, Markus W. ;
Zitvogel, Laurence ;
Herrmann, Thomas ;
Benner, Axel ;
Kunz, Christina ;
Luecke, Stephan ;
Springfeld, Christoph ;
Grabe, Niels ;
Falk, Christine S. ;
Jaeger, Dirk .
CANCER CELL, 2016, 29 (04) :587-601