Dissecting the multicellular ecosystem of metastatic melanoma by single-cell RNA-seq

被引:2951
作者
Tirosh, Itay [1 ]
Izar, Benjamin [1 ,2 ,3 ]
Prakadan, Sanjay M. [1 ,4 ,5 ,6 ,7 ]
Wadsworth, Marc H., II [1 ,4 ,5 ,6 ,7 ]
Treacy, Daniel [1 ]
Trombetta, John J. [1 ]
Rotem, Asaf [1 ,2 ,3 ]
Rodman, Christopher [1 ]
Lian, Christine [8 ]
Murphy, George [8 ]
Fallahi-Sichani, Mohammad [9 ]
Dutton-Regester, Ken [1 ,2 ,10 ]
Lin, Jia-Ren [11 ]
Cohen, Ofir [1 ]
Shah, Parin [2 ]
Lu, Diana [1 ]
Genshaft, Alex S. [1 ,4 ,5 ,6 ,7 ]
Hughes, Travis K. [1 ,4 ,6 ,7 ,12 ]
Ziegler, Carly G. K. [1 ,4 ,6 ,7 ,12 ]
Kazer, Samuel W. [1 ,4 ,5 ,6 ,7 ]
Gaillard, Aleth [1 ,4 ,5 ,6 ,7 ]
Kolb, Kellie E. [1 ,4 ,5 ,6 ,7 ]
Villani, Alexandra-Chloe [1 ]
Johannessen, Cory M. [1 ]
Andreev, Aleksandr Y. [1 ]
Van Allen, Eliezer M. [1 ,2 ,3 ]
Bertagnolli, Monica [13 ,14 ]
Sorger, Peter K. [9 ,11 ,15 ]
Sullivan, Ryan J. [16 ]
Flaherty, Keith T. [16 ]
Frederick, Dennie T. [16 ]
Jane-Valbuena, Judit [1 ]
Yoon, Charles H. [13 ,14 ]
Rozenblatt-Rosen, Orit [1 ]
Shalek, Alex K. [1 ,4 ,5 ,6 ,7 ,12 ,17 ]
Regev, Aviv [1 ,18 ,19 ,20 ]
Garraway, Levi A. [1 ,2 ,3 ,15 ]
机构
[1] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
[2] Harvard Univ, Sch Med, Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02215 USA
[3] Dana Farber Canc Inst, Ctr Canc Precis Med, Boston, MA 02215 USA
[4] MIT, Inst Med Engn & Sci, Cambridge, MA 02139 USA
[5] MIT, Dept Chem, Cambridge, MA 02142 USA
[6] MIT, Massachusetts Gen Hosp, Ragon Inst, Cambridge, MA 02139 USA
[7] Harvard Univ, Cambridge, MA 02139 USA
[8] Harvard Univ, Sch Med, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA
[9] Harvard Univ, Sch Med, Dept Syst Biol, Program Therapeut Sci, Boston, MA 02115 USA
[10] QIMR Berghofer Med Res Inst, Dept Genet & Computat Biol, Brisbane, Qld, Australia
[11] Harvard Univ, Sch Med, HMS LINCS Ctr & Lab Syst Pharmacol, Boston, MA 02115 USA
[12] Harvard Univ, Sch Med, Div Hlth Sci & Technol, Boston, MA 02115 USA
[13] Harvard Univ, Sch Med, Dana Farber Canc Inst, Dept Surg Oncol, Boston, MA 02215 USA
[14] Harvard Univ, Sch Med, Brigham & Womens Hosp, Dept Surg Oncol, Boston, MA 02215 USA
[15] Harvard Univ, Ludwig Ctr, Boston, MA 02215 USA
[16] Massachusetts Gen Hosp, Ctr Canc, Div Med Oncol, Boston, MA 02114 USA
[17] Massachusetts Gen Hosp, Dept Immunol, Boston, MA 02114 USA
[18] MIT, Dept Biol, Boston, MA 02142 USA
[19] MIT, Koch Inst, Boston, MA 02142 USA
[20] Howard Hughes Med Inst, Chevy Chase, MD 20815 USA
关键词
CTLA-4; BLOCKADE; AXL KINASE; T-CELLS; SAFETY; RESISTANCE; NIVOLUMAB; CANCER; EXHAUSTION; EXPRESSION; HETEROGENEITY;
D O I
10.1126/science.aad0501
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
To explore the distinct genotypic and phenotypic states of melanoma tumors, we applied single-cell RNA sequencing (RNA-seq) to 4645 single cells isolated from 19 patients, profiling malignant, immune, stromal, and endothelial cells. Malignant cells within the same tumor displayed transcriptional heterogeneity associated with the cell cycle, spatial context, and a drug-resistance program. In particular, all tumors harbored malignant cells from two distinct transcriptional cell states, such that tumors characterized by high levels of the MITF transcription factor also contained cells with low MITF and elevated levels of the AXL kinase. Single-cell analyses suggested distinct tumor microenvironmental patterns, including cell-to-cell interactions. Analysis of tumor-infiltrating T cells revealed exhaustion programs, their connection to T cell activation and clonal expansion, and their variability across patients. Overall, we begin to unravel the cellular ecosystem of tumors and how single-cell genomics offers insights with implications for both targeted and immune therapies.
引用
收藏
页码:189 / 196
页数:8
相关论文
共 49 条
  • [1] Genomic Classification of Cutaneous Melanoma
    Akbani, Rehan
    Akdemir, Kadir C.
    Aksoy, B. Arman
    Albert, Monique
    Ally, Adrian
    Amin, Samirkumar B.
    Arachchi, Harindra
    Arora, Arshi
    Auman, J. Todd
    Ayala, Brenda
    Baboud, Julien
    Balasundaram, Miruna
    Balu, Saianand
    Barnabas, Nandita
    Bartlett, John
    Bartlett, Pam
    Bastian, Boris C.
    Baylin, Stephen B.
    Behera, Madhusmita
    Belyaev, Dmitry
    Benz, Christopher
    Bernard, Brady
    Beroukhim, Rameen
    Bir, Natalie
    Black, Aaron D.
    Bodenheimer, Tom
    Boice, Lori
    Boland, Genevieve M.
    Bono, Riccardo
    Bootwalla, Moiz S.
    Bosenberg, Marcus
    Bowen, Jay
    Bowlby, Reanne
    Bristow, Christopher A.
    Brockway-Lunardi, Laura
    Brooks, Denise
    Brzezinski, Jakub
    Bshara, Wiam
    Buda, Elizabeth
    Burns, William R.
    Butterfield, Yaron S. N.
    Button, Michael
    Calderone, Tiffany
    Cappellini, Giancarlo Antonini
    Carter, Candace
    Carter, Scott L.
    Cherney, Lynn
    Cherniack, Andrew D.
    Chevalier, Aaron
    Chin, Lynda
    [J]. CELL, 2015, 161 (07) : 1681 - 1696
  • [2] [Anonymous], 2013 AM SOC CLIN ONC
  • [3] [Anonymous], 2015, FRONT IMMUNOL, DOI DOI 10.3389/fimmu.2015.00310
  • [4] Exhaustion of tumor-specific CD8+ T cells in metastases from melanoma patients
    Baitsch, Lukas
    Baumgaertner, Petra
    Devevre, Estelle
    Raghav, Sunil K.
    Legat, Amandine
    Barba, Leticia
    Wieckowski, Sebastien
    Bouzourene, Hanifa
    Deplancke, Bart
    Romero, Pedro
    Rufer, Nathalie
    Speiser, Daniel E.
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 2011, 121 (06) : 2350 - 2360
  • [5] The Cancer Cell Line Encyclopedia enables predictive modelling of anticancer drug sensitivity
    Barretina, Jordi
    Caponigro, Giordano
    Stransky, Nicolas
    Venkatesan, Kavitha
    Margolin, Adam A.
    Kim, Sungjoon
    Wilson, Christopher J.
    Lehar, Joseph
    Kryukov, Gregory V.
    Sonkin, Dmitriy
    Reddy, Anupama
    Liu, Manway
    Murray, Lauren
    Berger, Michael F.
    Monahan, John E.
    Morais, Paula
    Meltzer, Jodi
    Korejwa, Adam
    Jane-Valbuena, Judit
    Mapa, Felipa A.
    Thibault, Joseph
    Bric-Furlong, Eva
    Raman, Pichai
    Shipway, Aaron
    Engels, Ingo H.
    Cheng, Jill
    Yu, Guoying K.
    Yu, Jianjun
    Aspesi, Peter, Jr.
    de Silva, Melanie
    Jagtap, Kalpana
    Jones, Michael D.
    Wang, Li
    Hatton, Charles
    Palescandolo, Emanuele
    Gupta, Supriya
    Mahan, Scott
    Sougnez, Carrie
    Onofrio, Robert C.
    Liefeld, Ted
    MacConaill, Laura
    Winckler, Wendy
    Reich, Michael
    Li, Nanxin
    Mesirov, Jill P.
    Gabriel, Stacey B.
    Getz, Gad
    Ardlie, Kristin
    Chan, Vivien
    Myer, Vic E.
    [J]. NATURE, 2012, 483 (7391) : 603 - 607
  • [6] Selective expansion of a subset of exhausted CD8 T cells by αPD-L1 blockade
    Blackburn, Shawn D.
    Shin, Haina
    Freeman, Gordon J.
    Wherry, E. John
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (39) : 15016 - 15021
  • [7] Human melanoma-initiating cells express neural crest nerve growth factor receptor CD271
    Boiko, Alexander D.
    Razorenova, Olga V.
    van de Rijn, Matt
    Swetter, Susan M.
    Johnson, Denise L.
    Ly, Daphne P.
    Butler, Paris D.
    Yang, George P.
    Joshua, Benzion
    Kaplan, Michael J.
    Longaker, Michael T.
    Weissman, Irving L.
    [J]. NATURE, 2010, 466 (7302) : 133 - U155
  • [8] Nivolumab versus Docetaxel in Advanced Nonsquamous Non-Small-Cell Lung Cancer
    Borghaei, H.
    Paz-Ares, L.
    Horn, L.
    Spigel, D. R.
    Steins, M.
    Ready, N. E.
    Chow, L. Q.
    Vokes, E. E.
    Felip, E.
    Holgado, E.
    Barlesi, F.
    Kohlhaeufl, M.
    Arrieta, O.
    Burgio, M. A.
    Fayette, J.
    Lena, H.
    Poddubskaya, E.
    Gerber, D. E.
    Gettinger, S. N.
    Rudin, C. M.
    Rizvi, N.
    Crino, L.
    Blumenschein, G. R.
    Antonia, S. J.
    Dorange, C.
    Harbison, C. T.
    Finckenstein, F. Graf
    Brahmer, J. R.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2015, 373 (17) : 1627 - 1639
  • [9] Safety and Activity of Anti-PD-L1 Antibody in Patients with Advanced Cancer
    Brahmer, Julie R.
    Tykodi, Scott S.
    Chow, Laura Q. M.
    Hwu, Wen-Jen
    Topalian, Suzanne L.
    Hwu, Patrick
    Drake, Charles G.
    Camacho, Luis H.
    Kauh, John
    Odunsi, Kunle
    Pitot, Henry C.
    Hamid, Omid
    Bhatia, Shailender
    Martins, Renato
    Eaton, Keith
    Chen, Shuming
    Salay, Theresa M.
    Alaparthy, Suresh
    Grosso, Joseph F.
    Korman, Alan J.
    Parker, Susan M.
    Agrawal, Shruti
    Goldberg, Stacie M.
    Pardoll, Drew M.
    Gupta, Ashok
    Wigginton, Jon M.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2012, 366 (26) : 2455 - 2465
  • [10] Phase I Study of Single-Agent Anti-Programmed Death-1 (MDX-1106) in Refractory Solid Tumors: Safety, Clinical Activity, Pharmacodynamics, and Immunologic Correlates
    Brahmer, Julie R.
    Drake, Charles G.
    Wollner, Ira
    Powderly, John D.
    Picus, Joel
    Sharfman, William H.
    Stankevich, Elizabeth
    Pons, Alice
    Salay, Theresa M.
    McMiller, Tracee L.
    Gilson, Marta M.
    Wang, Changyu
    Selby, Mark
    Taube, Janis M.
    Anders, Robert
    Chen, Lieping
    Korman, Alan J.
    Pardoll, Drew M.
    Lowy, Israel
    Topalian, Suzanne L.
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2010, 28 (19) : 3167 - 3175