Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage

被引:2649
作者
Aran, Dvir [1 ]
Looney, Agnieszka P. [2 ]
Liu, Leqian [3 ]
Wu, Esther [2 ]
Fong, Valerie [2 ]
Hsu, Austin [4 ]
Chak, Suzanna [2 ]
Naikawadi, Ram P. [2 ]
Wolters, Paul J. [2 ]
Abate, Adam R. [3 ,5 ,6 ]
Butte, Atul J. [1 ]
Bhattacharya, Mallar [2 ]
机构
[1] Univ Calif San Francisco, Bakar Computat Hlth Sci Inst, San Francisco, CA 94143 USA
[2] Univ Calif San Francisco, Dept Med, Div Pulm Crit Care Allergy & Sleep Med, San Francisco, CA 94143 USA
[3] Univ Calif San Francisco, Dept Bioengn & Therapeut Sci, San Francisco, CA 94143 USA
[4] Gladstone Inst Cardiovasc Dis, San Francisco, CA USA
[5] Univ Calif San Francisco, California Inst Quantitat Biosci, San Francisco, CA 94143 USA
[6] Chan Zuckerberg Biohub, San Francisco, CA USA
基金
美国国家卫生研究院;
关键词
PULMONARY-FIBROSIS; GM-CSF; GENE-EXPRESSION; HETEROGENEITY; MONOCYTES; DECONVOLUTION; SIGNATURES; ULTRAFAST; DYNAMICS; PATHWAY;
D O I
10.1038/s41590-018-0276-y
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Tissue fibrosis is a major cause of mortality that results from the deposition of matrix proteins by an activated mesenchyme. Macrophages accumulate in fibrosis, but the role of specific subgroups in supporting fibrogenesis has not been investigated in vivo. Here, we used single-cell RNA sequencing (scRNA-seq) to characterize the heterogeneity of macrophages in bleomycin-induced lung fibrosis in mice. A novel computational framework for the annotation of scRNA-seq by reference to bulk transcriptomes (SingleR) enabled the subclustering of macrophages and revealed a disease-associated subgroup with a transitional gene expression profile intermediate between monocyte-derived and alveolar macrophages. These CX3CR1(+)SiglecF(+) transitional macrophages localized to the fibrotic niche and had a profibrotic effect in vivo. Human orthologs of genes expressed by the transitional macrophages were upregulated in samples from patients with idiopathic pulmonary fibrosis. Thus, we have identified a pathological subgroup of transitional macrophages that are required for the fibrotic response to injury.
引用
收藏
页码:163 / +
页数:15
相关论文
共 54 条
[1]   Digital cell quantification identifies global immune cell dynamics during influenza infection [J].
Altboum, Zeev ;
Steuerman, Yael ;
David, Eyal ;
Barnett-Itzhaki, Zohar ;
Valadarsky, Liran ;
Keren-Shaul, Hadas ;
Meningher, Tal ;
Mendelson, Ella ;
Mandelboim, Michal ;
Gat-Viks, Irit ;
Amit, Ido .
MOLECULAR SYSTEMS BIOLOGY, 2014, 10 (02)
[2]   Unbiased Reconstruction of a Mammalian Transcriptional Network Mediating Pathogen Responses [J].
Amit, Ido ;
Garber, Manuel ;
Chevrier, Nicolas ;
Leite, Ana Paula ;
Donner, Yoni ;
Eisenhaure, Thomas ;
Guttman, Mitchell ;
Grenier, Jennifer K. ;
Li, Weibo ;
Zuk, Or ;
Schubert, Lisa A. ;
Birditt, Brian ;
Shay, Tal ;
Goren, Alon ;
Zhang, Xiaolan ;
Smith, Zachary ;
Deering, Raquel ;
McDonald, Rebecca C. ;
Cabili, Moran ;
Bernstein, Bradley E. ;
Rinn, John L. ;
Meissner, Alex ;
Root, David E. ;
Hacohen, Nir ;
Regev, Aviv .
SCIENCE, 2009, 326 (5950) :257-263
[3]   xCell: digitally portraying the tissue cellular heterogeneity landscape [J].
Aran, Dvir ;
Hu, Zicheng ;
Butte, Atul J. .
GENOME BIOLOGY, 2017, 18
[4]   Future Directions in Idiopathic Pulmonary Fibrosis Research [J].
Blackwell, Timothy S. ;
Tager, Andrew M. ;
Borok, Zea ;
Moore, Bethany B. ;
Schwartz, David A. ;
Anstrom, Kevin J. ;
Bar-Joseph, Ziv ;
Bitterman, Peter ;
Blackburn, Michael R. ;
Bradford, William ;
Brown, Kevin K. ;
Chapman, Harold A. ;
Collard, Harold R. ;
Cosgrove, Gregory P. ;
Deterding, Robin ;
Doyle, Ramona ;
Flaherty, Kevin R. ;
Garcia, Christine Kim ;
Hagood, James S. ;
Henke, Craig A. ;
Herzog, Erica ;
Hogaboam, Cory M. ;
Horowitz, Jeffrey C. ;
King, Talmadge E., Jr. ;
Loyd, James E. ;
Lawson, William E. ;
Marsh, Clay B. ;
Noble, Paul W. ;
Noth, Imre ;
Sheppard, Dean ;
Olsson, Julie ;
Ortiz, Luis A. ;
O'Riordan, Thomas G. ;
Oury, Tim D. ;
Raghu, Ganesh ;
Roman, Jesse ;
Sime, Patricia J. ;
Sisson, Thomas H. ;
Tschumperlin, Daniel ;
Violette, Shelia M. ;
Weaver, Timothy E. ;
Wells, Rebecca G. ;
White, Eric S. ;
Kaminski, Naftali ;
Martinez, Fernando J. ;
Wynn, Thomas A. ;
Thannickal, Victor J. ;
Eu, Jerry P. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2014, 189 (02) :214-222
[5]   Platelet-derived growth factor receptor signaling activates pericyte-myofibroblast transition in obstructive and post-ischemic kidney fibrosis [J].
Chen, Yi-Ting ;
Chang, Fan-Chi ;
Wu, Ching-Fang ;
Chou, Yu-Hsiang ;
Hsu, Huan-Lun ;
Chiang, Wen-Chih ;
Shen, Juqun ;
Chen, Yung-Ming ;
Wu, Kwan-Dun ;
Tsai, Tun-Jun ;
Duffield, Jeremy S. ;
Lin, Shuei-Liong .
KIDNEY INTERNATIONAL, 2011, 80 (11) :1170-1181
[6]   Evolving gene/transcript definitions significantly alter the interpretation of GeneChip data [J].
Dai, MH ;
Wang, PL ;
Boyd, AD ;
Kostov, G ;
Athey, B ;
Jones, EG ;
Bunney, WE ;
Myers, RM ;
Speed, TP ;
Akil, H ;
Watson, SJ ;
Meng, F .
NUCLEIC ACIDS RESEARCH, 2005, 33 (20) :e175.1-e175.9
[7]   An Essential Role for Senescent Cells in Optimal Wound Healing through Secretion of PDGF-AA [J].
Demaria, Marco ;
Ohtani, Naoko ;
Youssef, Sameh A. ;
Rodier, Francis ;
Toussaint, Wendy ;
Mitchell, James R. ;
Laberge, Remi-Martin ;
Vijg, Jan ;
Van Steeg, Harry ;
Dolle, Martijn E. T. ;
Hoeijmakers, Jan H. J. ;
de Bruin, Alain ;
Hara, Eiji ;
Campisi, Judith .
DEVELOPMENTAL CELL, 2014, 31 (06) :722-733
[8]   STAR: ultrafast universal RNA-seq aligner [J].
Dobin, Alexander ;
Davis, Carrie A. ;
Schlesinger, Felix ;
Drenkow, Jorg ;
Zaleski, Chris ;
Jha, Sonali ;
Batut, Philippe ;
Chaisson, Mark ;
Gingeras, Thomas R. .
BIOINFORMATICS, 2013, 29 (01) :15-21
[9]   An integrated encyclopedia of DNA elements in the human genome [J].
Dunham, Ian ;
Kundaje, Anshul ;
Aldred, Shelley F. ;
Collins, Patrick J. ;
Davis, CarrieA. ;
Doyle, Francis ;
Epstein, Charles B. ;
Frietze, Seth ;
Harrow, Jennifer ;
Kaul, Rajinder ;
Khatun, Jainab ;
Lajoie, Bryan R. ;
Landt, Stephen G. ;
Lee, Bum-Kyu ;
Pauli, Florencia ;
Rosenbloom, Kate R. ;
Sabo, Peter ;
Safi, Alexias ;
Sanyal, Amartya ;
Shoresh, Noam ;
Simon, Jeremy M. ;
Song, Lingyun ;
Trinklein, Nathan D. ;
Altshuler, Robert C. ;
Birney, Ewan ;
Brown, James B. ;
Cheng, Chao ;
Djebali, Sarah ;
Dong, Xianjun ;
Dunham, Ian ;
Ernst, Jason ;
Furey, Terrence S. ;
Gerstein, Mark ;
Giardine, Belinda ;
Greven, Melissa ;
Hardison, Ross C. ;
Harris, Robert S. ;
Herrero, Javier ;
Hoffman, Michael M. ;
Iyer, Sowmya ;
Kellis, Manolis ;
Khatun, Jainab ;
Kheradpour, Pouya ;
Kundaje, Anshul ;
Lassmann, Timo ;
Li, Qunhua ;
Lin, Xinying ;
Marinov, Georgi K. ;
Merkel, Angelika ;
Mortazavi, Ali .
NATURE, 2012, 489 (7414) :57-74
[10]   Two-Way Conversion between Lipogenic and Myogenic Fibroblastic Phenotypes Marks the Progression and Resolution of Lung Fibrosis [J].
El Agha, Elie ;
Moiseenko, Alena ;
Kheirollahi, Vahid ;
De langhe, Stijn ;
Crnkovic, Slaven ;
Kwapiszewska, Grazyna ;
Kosanovic, Djuro ;
Schwind, Felix ;
Schermuly, Ralph T. ;
Henneke, Ingrid ;
MacKenzie, BreAnne ;
Quantius, Jennifer ;
Herold, Susanne ;
Ntokou, Aglaia ;
Ahlbrecht, Katrin ;
Morty, Rory E. ;
Guenther, Andreas ;
Seeger, Werner ;
Bellusci, Saverio .
CELL STEM CELL, 2017, 20 (02) :261-+