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

被引:2422
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
  • [21] PDGFRα plays a crucial role in connective tissue remodeling
    Horikawa, Shinjiro
    Ishii, Yoko
    Hamashima, Takeru
    Yamamoto, Seiji
    Mori, Hisashi
    Fujimori, Toshihiko
    Shen, Jie
    Inoue, Ran
    Nishizono, Hirofumi
    Itoh, Hiroshi
    Majima, Masataka
    Abraham, David
    Miyawaki, Toshio
    Sasahara, Masakiyo
    [J]. SCIENTIFIC REPORTS, 2015, 5
  • [22] Growth of Mycobacterium tuberculosis in vivo segregates with host macrophage metabolism and ontogeny
    Huang, Lu
    Nazarova, Evgeniya V.
    Tan, Shumin
    Liu, Yancheng
    Russell, David G.
    [J]. JOURNAL OF EXPERIMENTAL MEDICINE, 2018, 215 (04) : 1135 - 1152
  • [23] Can DCs be distinguished from macrophages by molecular signatures?
    Hume, David A.
    Mabbott, Neil
    Raza, Sobia
    Freeman, Tom C.
    [J]. NATURE IMMUNOLOGY, 2013, 14 (03) : 187 - 189
  • [24] Role of Lung Pericytes and Resident Fibroblasts in the Pathogenesis of Pulmonary Fibrosis
    Hung, Chi
    Linn, Geoffrey
    Chow, Yu-Hua
    Kobayashi, Akio
    Mittelsteadt, Kristen
    Altemeier, William A.
    Gharib, Sina A.
    Schnapp, Lynn M.
    Duffield, Jeremy S.
    [J]. AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2013, 188 (07) : 820 - 830
  • [25] PDGFRα signaling drives adipose tissue fibrosis by targeting progenitor cell plasticity
    Iwayama, Tomoaki
    Steele, Cameron
    Yao, Longbiao
    Dozmorov, Mikhail G.
    Karamichos, Dimitris
    Wren, Jonathan D.
    Olson, Lorin E.
    [J]. GENES & DEVELOPMENT, 2015, 29 (11) : 1106 - 1119
  • [26] Multiplexed droplet single-cell RNA-sequencing using natural genetic variation
    Kang, Hyun Min
    Subramaniam, Meena
    Targ, Sasha
    Michelle Nguyen
    Maliskova, Lenka
    McCarthy, Elizabeth
    Wan, Eunice
    Wong, Simon
    Byrnes, Lauren
    Lanata, Cristina M.
    Gate, Rachel E.
    Mostafavi, Sara
    Marson, Alexander
    Zaitlen, Noah
    Criswell, Lindsey A.
    Ye, Chun Jimmie
    [J]. NATURE BIOTECHNOLOGY, 2018, 36 (01) : 89 - +
  • [27] Phf14, a Novel Regulator of Mesenchyme Growth via Platelet-derived Growth Factor (PDGF) Receptor-α
    Kitagawa, Michinori
    Takebe, Atsushi
    Ono, Yuichi
    Imai, Toshio
    Nakao, Kazuki
    Nishikawa, Shin-Ichi
    Era, Takumi
    [J]. JOURNAL OF BIOLOGICAL CHEMISTRY, 2012, 287 (33) : 27983 - 27996
  • [28] Massive mining of publicly available RNA-seq data from human and mouse
    Lachmann, Alexander
    Torre, Denis
    Keenan, Alexandra B.
    Jagodnik, Kathleen M.
    Lee, Hoyjin J.
    Wang, Lily
    Silverstein, Moshe C.
    Ma'ayan, Avi
    [J]. NATURE COMMUNICATIONS, 2018, 9
  • [29] Ultrafast and memory-efficient alignment of short DNA sequences to the human genome
    Langmead, Ben
    Trapnell, Cole
    Pop, Mihai
    Salzberg, Steven L.
    [J]. GENOME BIOLOGY, 2009, 10 (03):
  • [30] Reference component analysis of single-cell transcriptomes elucidates cellular heterogeneity in human colorectal tumors
    Li, Huipeng
    Courtois, Elise T.
    Sengupta, Debarka
    Tan, Yuliana
    Chen, Kok Hao
    Goh, Jolene Jie Lin
    Kong, Say Li
    Chua, Clarinda
    Hon, Lim Kiat
    Tan, Wah Siew
    Wong, Mark
    Choi, Paul Jongjoon
    Wee, Lawrence J. K.
    Hillmer, Axel M.
    Tan, Iain Beehuat
    Robson, Paul
    Prabhakar, Shyam
    [J]. NATURE GENETICS, 2017, 49 (05) : 708 - +