A road map from single-cell transcriptome to patient classification for the immune response to trauma

被引:28
作者
Chen, Tianmeng [1 ,2 ]
Delano, Matthew J. [3 ]
Chen, Kong [4 ]
Sperry, Jason L. [1 ]
Namas, Rami A. [1 ]
Lamparello, Ashley J. [1 ]
Deng, Meihong [1 ]
Conroy, Julia [1 ]
Moldawer, Lyle L. [5 ]
Efron, Philip A. [5 ]
Loughran, Patricia [1 ]
Seymour, Christopher [6 ]
Angus, Derek C. [6 ]
Vodovotz, Yoram [1 ]
Chen, Wei [7 ]
Billiar, Timothy R. [1 ]
机构
[1] Univ Pittsburgh, Dept Surg, Pittsburgh, PA USA
[2] Univ Pittsburgh, Sch Med, Dept Pathol, Cellular & Mol Pathol Program, Pittsburgh, PA USA
[3] Univ Michigan, Dept Surg, Ann Arbor, MI 48109 USA
[4] Univ Pittsburgh, Dept Med, Pittsburgh, PA USA
[5] Univ Florida, Coll Med, Dept Surg, Gainesville, FL USA
[6] Univ Pittsburgh, Dept Crit Care Med, Clin Res Invest & Syst Med Acute Illness CRISMA, Pittsburgh, PA USA
[7] Univ Pittsburgh, Dept Pediat, Pittsburgh, PA 15260 USA
基金
美国国家卫生研究院;
关键词
SYSTEMIC INFLAMMATION; C/EBP-BETA; EXPRESSION; SEPSIS; HETEROGENEITY; DEPENDENCE; SUBSETS; INJURY;
D O I
10.1172/jci.insight.145108
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Immune dysfunction is an important factor driving mortality and adverse outcomes after trauma but remains poorly understood, especially at the cellular level. To deconvolute the trauma-induced immune response, we applied single-cell RNA sequencing to circulating and bone marrow mononuclear cells in injured mice and circulating mononuclear cells in trauma patients. In mice, the greatest changes in gene expression were seen in monocytes across both compartments. After systemic injury, the gene expression pattern of monocytes markedly deviated from steady state with corresponding changes in critical transcription factors, which can be traced back to myeloid progenitors. These changes were largely recapitulated in the human single-cell analysis. We generalized the major changes in human CD14(+) monocytes into 6 signatures, which further defined 2 trauma patient subtypes (SG1 vs. SG2) identified in the whole-blood leukocyte transcriptome in the initial 12 hours after injury. Compared with SG2, SG1 patients exhibited delayed recovery, more severe organ dysfunction, and a higher incidence of infection and noninfectious complications. The 2 patient subtypes were also recapitulated in burn and sepsis patients, revealing a shared pattern of immune response across critical illness. Our data will be broadly useful to further explore the immune response to inflammatory diseases and critical illness.
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页数:23
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共 51 条
  • [1] Aibar S, 2017, NAT METHODS, V14, P1083, DOI [10.1038/NMETH.4463, 10.1038/nmeth.4463]
  • [2] viSNE enables visualization of high dimensional single-cell data and reveals phenotypic heterogeneity of leukemia
    Amir, El-ad David
    Davis, Kara L.
    Tadmor, Michelle D.
    Simonds, Erin F.
    Levine, Jacob H.
    Bendall, Sean C.
    Shenfeld, Daniel K.
    Krishnaswamy, Smita
    Nolan, Garry P.
    Pe'er, Dana
    [J]. NATURE BIOTECHNOLOGY, 2013, 31 (06) : 545 - +
  • [3] Unbiased Reconstruction of a Mammalian Transcriptional Network Mediating Pathogen Responses
    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
    [J]. SCIENCE, 2009, 326 (5950) : 257 - 263
  • [4] Arias Elizabeth, 2019, Natl Vital Stat Rep, V68, P1
  • [5] Integrating single-cell transcriptomic data across different conditions, technologies, and species
    Butler, Andrew
    Hoffman, Paul
    Smibert, Peter
    Papalexi, Efthymia
    Satija, Rahul
    [J]. NATURE BIOTECHNOLOGY, 2018, 36 (05) : 411 - +
  • [6] Signatures of inflammation and impending multiple organ dysfunction in the hyperacute phase of trauma: A prospective cohort study
    Cabrera, Claudia P.
    Manson, Joanna
    Shepherd, Joanna M.
    Torrance, Hew D.
    Watson, David
    Longhi, M. Paula
    Hoti, Mimoza
    Patel, Minal B.
    O'Dwyer, Michael
    Nourshargh, Sussan
    Pennington, Daniel J.
    Barnes, Michael R.
    Brohi, Karim
    [J]. PLOS MEDICINE, 2017, 14 (07)
  • [7] A network-based analysis of systemic inflammation in humans
    Calvano, SE
    Xiao, WZ
    Richards, DR
    Felciano, RM
    Baker, HV
    Cho, RJ
    Chen, RO
    Brownstein, BH
    Cobb, JP
    Tschoeke, SK
    Miller-Graziano, C
    Moldawer, LL
    Mindrinos, MN
    Davis, RW
    Tompkins, RG
    Lowry, SF
    [J]. NATURE, 2005, 437 (7061) : 1032 - 1037
  • [8] Champion H R, 2002, Scand J Surg, V91, P12
  • [9] Darwiche SS., 2011, J Vis Exp, V50, P2074, DOI DOI 10.3791/2074
  • [10] Genomic landscape of the individual host response and outcomes in sepsis: a prospective cohort study
    Davenport, Emma E.
    Burnham, Katie L.
    Radhakrishnan, Jayachandran
    Humburg, Peter
    Hutton, Paula
    Mills, Tara C.
    Rautanen, Anna
    Gordon, Anthony C.
    Garrard, Christopher
    Hill, Adrian V. S.
    Hinds, Charles J.
    Knight, Julian C.
    [J]. LANCET RESPIRATORY MEDICINE, 2016, 4 (04) : 259 - 271