Single-cell RNA-seq enables comprehensive tumour and immune cell profiling in primary breast cancer

被引:747
作者
Chung, Woosung [1 ,2 ]
Eum, Hye Hyeon [1 ,3 ]
Lee, Hae-Ock [1 ,4 ]
Lee, Kyung-Min [5 ,6 ,7 ]
Lee, Han-Byoel [5 ,6 ,8 ]
Kim, Kyu-Tae [1 ]
Ryu, Han Suk [9 ]
Kim, Sangmin [10 ]
Lee, Jeong Eon [10 ]
Park, Yeon Hee [11 ]
Kan, Zhengyan [12 ]
Han, Wonshik [5 ,6 ,8 ]
Park, Woong-Yang [1 ,2 ,4 ]
机构
[1] Samsung Med Ctr, Samsung Genome Inst, Seoul 06351, South Korea
[2] Sungkyunkwan Univ, Samsung Adv Inst Hlth Sci & Technol, Dept Hlth Sci & Technol, Seoul 06351, South Korea
[3] Seoul Natl Univ, Dept Biomed Sci, Grad Sch, Seoul 03080, South Korea
[4] Sungkyunkwan Univ, Dept Mol Cell Biol, Sch Med, Suwon 16419, South Korea
[5] Seoul Natl Univ, Dept Surg, Coll Med, Seoul 03080, South Korea
[6] Seoul Natl Univ, Canc Res Inst, Coll Med, Seoul 03080, South Korea
[7] Seoul Natl Univ Hosp, Biomed Res Inst, Seoul 03080, South Korea
[8] Seoul Natl Univ, Dept Surg, Coll Med, Seoul 03080, South Korea
[9] Seoul Natl Univ, Dept Pathol, Coll Med, Seoul 03080, South Korea
[10] Sungkyunkwan Univ, Dept Surg, Samsung Med Ctr, Sch Med, Seoul 06351, South Korea
[11] Samsung Med Ctr, Div Hematol Oncol, Dept Med, Seoul 06351, South Korea
[12] Pfizer Inc, Oncol Res, San Diego, CA 92121 USA
基金
新加坡国家研究基金会;
关键词
ESTROGEN-RECEPTOR STATUS; GENETIC ALTERATIONS; COPY-NUMBER; HETEROGENEITY; MACROPHAGES; LYMPHOCYTES; MECHANISMS; MICROARRAY; SIGNATURES; MUTATIONS;
D O I
10.1038/ncomms15081
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Single-cell transcriptome profiling of tumour tissue isolates allows the characterization of heterogeneous tumour cells along with neighbouring stromal and immune cells. Here we adopt this powerful approach to breast cancer and analyse 515 cells from 11 patients. Inferred copy number variations from the single-cell RNA-seq data separate carcinoma cells from non-cancer cells. At a single-cell resolution, carcinoma cells display common signatures within the tumour as well as intratumoral heterogeneity regarding breast cancer subtype and crucial cancer-related pathways. Most of the non-cancer cells are immune cells, with three distinct clusters of T lymphocytes, B lymphocytes and macrophages. T lymphocytes and macrophages both display immunosuppressive characteristics: T cells with a regulatory or an exhausted phenotype and macrophages with an M2 phenotype. These results illustrate that the breast cancer transcriptome has a wide range of intratumoral heterogeneity, which is shaped by the tumour cells and immune cells in the surrounding microenvironment.
引用
收藏
页数:12
相关论文
共 60 条
[1]   Sequence analysis of mutations and translocations across breast cancer subtypes [J].
Banerji, Shantanu ;
Cibulskis, Kristian ;
Rangel-Escareno, Claudia ;
Brown, Kristin K. ;
Carter, Scott L. ;
Frederick, Abbie M. ;
Lawrence, Michael S. ;
Sivachenko, Andrey Y. ;
Sougnez, Carrie ;
Zou, Lihua ;
Cortes, Maria L. ;
Fernandez-Lopez, Juan C. ;
Peng, Shouyong ;
Ardlie, Kristin G. ;
Auclair, Daniel ;
Bautista-Pina, Veronica ;
Duke, Fujiko ;
Francis, Joshua ;
Jung, Joonil ;
Maffuz-Aziz, Antonio ;
Onofrio, Robert C. ;
Parkin, Melissa ;
Pho, Nam H. ;
Quintanar-Jurado, Valeria ;
Ramos, Alex H. ;
Rebollar-Vega, Rosa ;
Rodriguez-Cuevas, Sergio ;
Romero-Cordoba, Sandra L. ;
Schumacher, Steven E. ;
Stransky, Nicolas ;
Thompson, Kristin M. ;
Uribe-Figueroa, Laura ;
Baselga, Jose ;
Beroukhim, Rameen ;
Polyak, Kornelia ;
Sgroi, Dennis C. ;
Richardson, Andrea L. ;
Jimenez-Sanchez, Gerardo ;
Lander, Eric S. ;
Gabriel, Stacey B. ;
Garraway, Levi A. ;
Golub, Todd R. ;
Melendez-Zajgla, Jorge ;
Toker, Alex ;
Getz, Gad ;
Hidalgo-Miranda, Alfredo ;
Meyerson, Matthew .
NATURE, 2012, 486 (7403) :405-409
[2]   Spatiotemporal Dynamics of Intratumoral Immune Cells Reveal the Immune Landscape in Human Cancer [J].
Bindea, Gabriela ;
Mlecnik, Bernhard ;
Tosolini, Marie ;
Kirilovsky, Amos ;
Waldner, Maximilian ;
Obenauf, Anna C. ;
Angell, Helen ;
Fredriksen, Tessa ;
Lafontaine, Lucie ;
Berger, Anne ;
Bruneval, Patrick ;
Fridman, Wolf Herman ;
Becker, Christoph ;
Pages, Franck ;
Speicher, Michael R. ;
Trajanoski, Zlatko ;
Galon, Jerome .
IMMUNITY, 2013, 39 (04) :782-795
[3]   Control-FREEC: a tool for assessing copy number and allelic content using next-generation sequencing data [J].
Boeva, Valentina ;
Popova, Tatiana ;
Bleakley, Kevin ;
Chiche, Pierre ;
Cappo, Julie ;
Schleiermacher, Gudrun ;
Janoueix-Lerosey, Isabelle ;
Delattre, Olivier ;
Barillot, Emmanuel .
BIOINFORMATICS, 2012, 28 (03) :423-425
[4]   Clinical application of the 70-gene profile: The MINDACT trial [J].
Cardoso, Fatima ;
Van't Veer, Laura ;
Rutgers, Emiel ;
Loi, Sherene ;
Mook, Stella ;
Piccart-Gebhart, Martine J. .
JOURNAL OF CLINICAL ONCOLOGY, 2008, 26 (05) :729-735
[5]   TNBCtype: A Subtyping Tool for Triple-Negative Breast Cancer [J].
Chen, Xi ;
Li, Jiang ;
Gray, William ;
Lehmann, Brian ;
Bauer, Joshua ;
Shyr, Yu ;
Pietenpol, Jennifer .
CANCER INFORMATICS, 2012, 11 :147-156
[6]   Sensitive detection of somatic point mutations in impure and heterogeneous cancer samples [J].
Cibulskis, Kristian ;
Lawrence, Michael S. ;
Carter, Scott L. ;
Sivachenko, Andrey ;
Jaffe, David ;
Sougnez, Carrie ;
Gabriel, Stacey ;
Meyerson, Matthew ;
Lander, Eric S. ;
Getz, Gad .
NATURE BIOTECHNOLOGY, 2013, 31 (03) :213-219
[7]   The genomic and transcriptomic architecture of 2,000 breast tumours reveals novel subgroups [J].
Curtis, Christina ;
Shah, Sohrab P. ;
Chin, Suet-Feung ;
Turashvili, Gulisa ;
Rueda, Oscar M. ;
Dunning, Mark J. ;
Speed, Doug ;
Lynch, Andy G. ;
Samarajiwa, Shamith ;
Yuan, Yinyin ;
Graef, Stefan ;
Ha, Gavin ;
Haffari, Gholamreza ;
Bashashati, Ali ;
Russell, Roslin ;
McKinney, Steven ;
Langerod, Anita ;
Green, Andrew ;
Provenzano, Elena ;
Wishart, Gordon ;
Pinder, Sarah ;
Watson, Peter ;
Markowetz, Florian ;
Murphy, Leigh ;
Ellis, Ian ;
Purushotham, Arnie ;
Borresen-Dale, Anne-Lise ;
Brenton, James D. ;
Tavare, Simon ;
Caldas, Carlos ;
Aparicio, Samuel .
NATURE, 2012, 486 (7403) :346-352
[8]   RNA-SeQC: RNA-seq metrics for quality control and process optimization [J].
DeLuca, David S. ;
Levin, Joshua Z. ;
Sivachenko, Andrey ;
Fennell, Timothy ;
Nazaire, Marc-Danie ;
Williams, Chris ;
Reich, Michael ;
Winckler, Wendy ;
Getz, Gad .
BIOINFORMATICS, 2012, 28 (11) :1530-1532
[9]   A framework for variation discovery and genotyping using next-generation DNA sequencing data [J].
DePristo, Mark A. ;
Banks, Eric ;
Poplin, Ryan ;
Garimella, Kiran V. ;
Maguire, Jared R. ;
Hartl, Christopher ;
Philippakis, Anthony A. ;
del Angel, Guillermo ;
Rivas, Manuel A. ;
Hanna, Matt ;
McKenna, Aaron ;
Fennell, Tim J. ;
Kernytsky, Andrew M. ;
Sivachenko, Andrey Y. ;
Cibulskis, Kristian ;
Gabriel, Stacey B. ;
Altshuler, David ;
Daly, Mark J. .
NATURE GENETICS, 2011, 43 (05) :491-+
[10]   Biological processes associated with breast cancer clinical outcome depend on the molecular subtypes [J].
Desmedt, Christine ;
Haibe-Kains, Benjamin ;
Wirapati, Pratyaksha ;
Buyse, Marc ;
Larsimont, Denis ;
Bontempi, Gianluca ;
Delorenzi, Mauro ;
Piccart, Martine ;
Sotiriou, Christos .
CLINICAL CANCER RESEARCH, 2008, 14 (16) :5158-5165