TY - JOUR
T1 - A road map from single-cell transcriptome to patient classification for the immune response to trauma
AU - Chen, Tianmeng
AU - Delano, Matthew J.
AU - Chen, Kong
AU - Sperry, Jason L.
AU - Namas, Rami A.
AU - Lamparello, Ashley J.
AU - Deng, Meihong
AU - Conroy, Julia
AU - Moldawer, Lyle L.
AU - Efron, Philip A.
AU - Loughran, Patricia
AU - Seymour, Christopher
AU - Angus, Derek C.
AU - Vodovotz, Yoram
AU - Chen, Wei
AU - Billiar, Timothy R.
N1 - Funding Information:
This project was supported by grants from National Institutes of Health 1R35GM127027-01 (to TRB) and 1R01AI152044-01A1 (to MD). This research was supported in part by the University of Pittsburgh Center for Research Computing through the resources provided. We specifically acknowledge the assistance of Fangping Mu. We thank Zachary Secunda, Lauryn Kohut, Shannon Haldeman, Liao Hong, Xiaojing An, and Jiadi Luo for technical assistance. We thank Tao Sun for the assistance in machine learning and statistical analysis. We thank Debra Williams, Kathy DiGiacomo, and Rachael Price for administrative support. We also thank James A. Lederer (Harvard Medical School, Boston, Massachusetts, USA) for giving us the human PBMC isolation protocol.
Publisher Copyright:
Copyright: © 2021, Chen et al.
PY - 2021/1/25
Y1 - 2021/1/25
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85099943850&partnerID=8YFLogxK
U2 - 10.1172/jci.insight.145108
DO - 10.1172/jci.insight.145108
M3 - Article
C2 - 33320841
AN - SCOPUS:85099943850
SN - 2379-3708
VL - 6
JO - JCI Insight
JF - JCI Insight
IS - 2
M1 - e145108
ER -