Single-cell RNA sequencing reveals distinct tumor microenvironmental patterns in lung adenocarcinoma

被引:107
作者
Bischoff, Philip [1 ,2 ,3 ,4 ]
Trinks, Alexandra [1 ,2 ,3 ,4 ]
Obermayer, Benedikt [5 ]
Pett, Jan Patrick [5 ]
Wiederspahn, Jennifer [1 ,2 ,3 ,6 ]
Uhlitz, Florian [6 ,7 ]
Liang, Xizi [1 ,2 ,3 ]
Lehmann, Annika [1 ,2 ,3 ]
Jurmeister, Philipp [1 ,2 ,3 ,4 ,7 ]
Elsner, Aron [2 ,3 ,8 ,9 ]
Dziodzio, Tomasz [2 ,3 ,4 ,8 ,9 ]
Rueckert, Jens-Carsten [2 ,3 ,8 ,9 ]
Neudecker, Jens [2 ,3 ,8 ,9 ]
Falk, Christine [10 ,11 ]
Beule, Dieter [5 ]
Sers, Christine [1 ,2 ,3 ,4 ,7 ]
Morkel, Markus [1 ,2 ,3 ,4 ,7 ]
Horst, David [1 ,2 ,3 ,4 ,7 ]
Bluethgen, Nils [1 ,2 ,3 ,4 ,6 ,7 ]
Klauschen, Frederick [1 ,2 ,3 ,7 ]
机构
[1] Charite Univ Med Berlin, Inst Pathol, Berlin, Germany
[2] Free Univ Berlin, Berlin, Germany
[3] Humboldt Univ, Berlin, Germany
[4] Charite Univ Med Berlin, Berlin Inst Hlth, Berlin, Germany
[5] Charite Univ Med Berlin, Core Unit Bioinformat CUBI, Berlin Inst Hlth, Berlin, Germany
[6] Humboldt Univ, IRI Life Sci, Berlin, Germany
[7] German Canc Res Ctr, German Canc Consortium DKTK Partner Site Berlin, Heidelberg, Germany
[8] Charite Univ Med Berlin, Dept Surg, Campus Charite Mitte, Berlin, Germany
[9] Charite Univ Med Berlin, Dept Surg, Campus Virchow Klinikum, Berlin, Germany
[10] Hannover Med Sch, Inst Transplant Immunol, Hannover, Germany
[11] German Ctr Infect Dis DZIF, TTU IICH Hannover Braunschweig Site, Braunschweig, Germany
关键词
TO-MACROPHAGE DIFFERENTIATION; GENE-EXPRESSION; INTERNATIONAL ASSOCIATION; IMMUNE LANDSCAPE; CLASSIFICATION; DENSITY;
D O I
10.1038/s41388-021-02054-3
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Recent developments in immuno-oncology demonstrate that not only cancer cells, but also the tumor microenvironment can guide precision medicine. A comprehensive and in-depth characterization of the tumor microenvironment is challenging since its cell populations are diverse and can be important even if scarce. To identify clinically relevant microenvironmental and cancer features, we applied single-cell RNA sequencing to ten human lung adenocarcinomas and ten normal control tissues. Our analyses revealed heterogeneous carcinoma cell transcriptomes reflecting histological grade and oncogenic pathway activities, and two distinct microenvironmental patterns. The immune-activated (CPE)-E-2 microenvironment was composed of cancer-associated myofibroblasts, proinflammatory monocyte-derived macrophages, plasmacytoid dendritic cells and exhausted CD8+ T cells, and was prognostically unfavorable. In contrast, the inert (NMC)-M-3 microenvironment was characterized by normal-like myofibroblasts, non-inflammatory monocyte-derived macrophages, NK cells, myeloid dendritic cells and conventional T cells, and was associated with a favorable prognosis. Microenvironmental marker genes and signatures identified in single-cell profiles had progonostic value in bulk tumor profiles. In summary, single-cell RNA profiling of lung adenocarcinoma provides additional prognostic information based on the microenvironment, and may help to predict therapy response and to reveal possible target cell populations for future therapeutic approaches.
引用
收藏
页码:6748 / 6758
页数:11
相关论文
共 76 条
[1]   Signatures of mutational processes in human cancer [J].
Alexandrov, Ludmil B. ;
Nik-Zainal, Serena ;
Wedge, David C. ;
Aparicio, Samuel A. J. R. ;
Behjati, Sam ;
Biankin, Andrew V. ;
Bignell, Graham R. ;
Bolli, Niccolo ;
Borg, Ake ;
Borresen-Dale, Anne-Lise ;
Boyault, Sandrine ;
Burkhardt, Birgit ;
Butler, Adam P. ;
Caldas, Carlos ;
Davies, Helen R. ;
Desmedt, Christine ;
Eils, Roland ;
Eyfjord, Jorunn Erla ;
Foekens, John A. ;
Greaves, Mel ;
Hosoda, Fumie ;
Hutter, Barbara ;
Ilicic, Tomislav ;
Imbeaud, Sandrine ;
Imielinsk, Marcin ;
Jaeger, Natalie ;
Jones, David T. W. ;
Jones, David ;
Knappskog, Stian ;
Kool, Marcel ;
Lakhani, Sunil R. ;
Lopez-Otin, Carlos ;
Martin, Sancha ;
Munshi, Nikhil C. ;
Nakamura, Hiromi ;
Northcott, Paul A. ;
Pajic, Marina ;
Papaemmanuil, Elli ;
Paradiso, Angelo ;
Pearson, John V. ;
Puente, Xose S. ;
Raine, Keiran ;
Ramakrishna, Manasa ;
Richardson, Andrea L. ;
Richter, Julia ;
Rosenstiel, Philip ;
Schlesner, Matthias ;
Schumacher, Ton N. ;
Span, Paul N. ;
Teague, Jon W. .
NATURE, 2013, 500 (7463) :415-+
[2]   The lung microenvironment: an important regulator of tumour growth and metastasis [J].
Altorki, Nasser K. ;
Markowitz, Geoffrey J. ;
Gao, Dingcheng ;
Port, Jeffrey L. ;
Saxena, Ashish ;
Stiles, Brendon ;
McGraw, Timothy ;
Mittal, Vivek .
NATURE REVIEWS CANCER, 2019, 19 (01) :9-31
[3]   Systematic RNA interference reveals that oncogenic KRAS-driven cancers require TBK1 [J].
Barbie, David A. ;
Tamayo, Pablo ;
Boehm, Jesse S. ;
Kim, So Young ;
Moody, Susan E. ;
Dunn, Ian F. ;
Schinzel, Anna C. ;
Sandy, Peter ;
Meylan, Etienne ;
Scholl, Claudia ;
Froehling, Stefan ;
Chan, Edmond M. ;
Sos, Martin L. ;
Michel, Kathrin ;
Mermel, Craig ;
Silver, Serena J. ;
Weir, Barbara A. ;
Reiling, Jan H. ;
Sheng, Qing ;
Gupta, Piyush B. ;
Wadlow, Raymond C. ;
Le, Hanh ;
Hoersch, Sebastian ;
Wittner, Ben S. ;
Ramaswamy, Sridhar ;
Livingston, David M. ;
Sabatini, David M. ;
Meyerson, Matthew ;
Thomas, Roman K. ;
Lander, Eric S. ;
Mesirov, Jill P. ;
Root, David E. ;
Gilliland, D. Gary ;
Jacks, Tyler ;
Hahn, William C. .
NATURE, 2009, 462 (7269) :108-U122
[4]   Dimensionality reduction for visualizing single-cell data using UMAP [J].
Becht, Etienne ;
McInnes, Leland ;
Healy, John ;
Dutertre, Charles-Antoine ;
Kwok, Immanuel W. H. ;
Ng, Lai Guan ;
Ginhoux, Florent ;
Newell, Evan W. .
NATURE BIOTECHNOLOGY, 2019, 37 (01) :38-+
[5]   A cellular census of human lungs identifies novel cell states in health and in asthma [J].
Braga, Felipe A. Vieira ;
Kar, Gozde ;
Berg, Marijn ;
Carpaij, Orestes A. ;
Polanski, Krzysztof ;
Simon, Lukas M. ;
Brouwer, Sharon ;
Gomes, Tomas ;
Hesse, Laura ;
Jiang, Jian ;
Fasouli, Eirini S. ;
Efremova, Mirjana ;
Vento-Tormo, Roser ;
Talavera-Lopez, Carlos ;
Jonker, Marnix R. ;
Affleck, Karen ;
Palit, Subarna ;
Strzelecka, Paulina M. ;
Firth, Helen V. ;
Mahbubani, Krishnaa T. ;
Cvejic, Ana ;
Meyer, Kerstin B. ;
Saeb-Parsy, Kourosh ;
Luinge, Marjan ;
Brandsma, Corry-Anke ;
Timens, Wim ;
Angelidis, Ilias ;
Strunz, Maximilian ;
Koppelman, Gerard H. ;
van Oosterhout, Antoon J. ;
Schiller, Herbert B. ;
Theis, Fabian J. ;
van den Berge, Maarten ;
Nawijn, Martijn C. ;
Teichmann, Sarah A. .
NATURE MEDICINE, 2019, 25 (07) :1153-+
[6]   Single-cell chromatin accessibility reveals principles of regulatory variation [J].
Buenostro, Jason D. ;
Wu, Beijing ;
Litzenburger, Ulrike M. ;
Ruff, Dave ;
Gonzales, Michael L. ;
Snyder, Michael P. ;
Chang, Howard Y. ;
Greenleaf, William J. .
NATURE, 2015, 523 (7561) :486-U264
[7]   TCGAbiolinks: an R/Bioconductor package for integrative analysis of TCGA data [J].
Colaprico, Antonio ;
Silva, Tiago C. ;
Olsen, Catharina ;
Garofano, Luciano ;
Cava, Claudia ;
Garolini, Davide ;
Sabedot, Thais S. ;
Malta, Tathiane M. ;
Pagnotta, Stefano M. ;
Castiglioni, Isabella ;
Ceccarelli, Michele ;
Bontempi, Gianluca ;
Noushmehr, Houtan .
NUCLEIC ACIDS RESEARCH, 2016, 44 (08) :e71
[8]   Comprehensive molecular profiling of lung adenocarcinoma [J].
Collisson, Eric A. ;
Campbell, Joshua D. ;
Brooks, Angela N. ;
Berger, Alice H. ;
Lee, William ;
Chmielecki, Juliann ;
Beer, David G. ;
Cope, Leslie ;
Creighton, Chad J. ;
Danilova, Ludmila ;
Ding, Li ;
Getz, Gad ;
Hammerman, Peter S. ;
Hayes, D. Neil ;
Hernandez, Bryan ;
Herman, James G. ;
Heymach, John V. ;
Jurisica, Igor ;
Kucherlapati, Raju ;
Kwiatkowski, David ;
Ladanyi, Marc ;
Robertson, Gordon ;
Schultz, Nikolaus ;
Shen, Ronglai ;
Sinha, Rileen ;
Sougnez, Carrie ;
Tsao, Ming-Sound ;
Travis, William D. ;
Weinstein, John N. ;
Wigle, Dennis A. ;
Wilkerson, Matthew D. ;
Chu, Andy ;
Cherniack, Andrew D. ;
Hadjipanayis, Angela ;
Rosenberg, Mara ;
Weisenberger, Daniel J. ;
Laird, Peter W. ;
Radenbaugh, Amie ;
Ma, Singer ;
Stuart, Joshua M. ;
Byers, Lauren Averett ;
Baylin, Stephen B. ;
Govindan, Ramaswamy ;
Meyerson, Matthew ;
Rosenberg, Mara ;
Gabriel, Stacey B. ;
Cibulskis, Kristian ;
Sougnez, Carrie ;
Kim, Jaegil ;
Stewart, Chip .
NATURE, 2014, 511 (7511) :543-550
[9]   Macrophages, Inflammation, and Lung Cancer [J].
Conway, Emma M. ;
Pikor, Larissa A. ;
Kung, Sonia H. Y. ;
Hamilton, Melisa J. ;
Lam, Stephen ;
Lam, Wan L. ;
Bennewith, Kevin L. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2016, 193 (02) :116-130
[10]   Stromal CD8+ T-cell Density-A Promising Supplement to TNM Staging in Non-Small Cell Lung Cancer [J].
Donnem, Tom ;
Hald, Sigurd M. ;
Paulsen, Erna-Elise ;
Richardsen, Elin ;
Al-Saad, Samer ;
Kilvaer, Thomas K. ;
Brustugun, Odd Terje ;
Helland, Aslaug ;
Lund-Iversen, Marius ;
Poehl, Mette ;
Olsen, Karen Ege ;
Ditzel, Henrik J. ;
Hansen, Olfred ;
Al-Shibli, Khalid ;
Kiselev, Yury ;
Sandanger, Torkjel M. ;
Andersen, Sigve ;
Pezzella, Francesco ;
Bremnes, Roy M. ;
Busund, Lill-Tove .
CLINICAL CANCER RESEARCH, 2015, 21 (11) :2635-2643