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Askenase MH, Goods BA, Beatty HE, Steinschneider AF, Velazquez SE, Osherov A, Landreneau MJ, Carroll SL, Tran TB, Avram VS, Drake RS, Gatter GJ, Massey JA, Karuppagounder SS, Ratan RR, Matouk CC, Sheth KN, Ziai WC, Parry-Jones AR, Awad IA, Zuccarello M, Thompson RE, Dawson J, Hanley DF, Love JC, Shalek AK, Sansing LH. Longitudinal transcriptomics define the stages of myeloid activation in the living human brain after intracerebral hemorrhage. Sci Immunol 2021; 6:6/56/eabd6279. [PMID: 33891558 DOI: 10.1126/sciimmunol.abd6279] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Accepted: 01/21/2021] [Indexed: 12/20/2022]
Abstract
Opportunities to interrogate the immune responses in the injured tissue of living patients suffering from acute sterile injuries such as stroke and heart attack are limited. We leveraged a clinical trial of minimally invasive neurosurgery for patients with intracerebral hemorrhage (ICH), a severely disabling subtype of stroke, to investigate the dynamics of inflammation at the site of brain injury over time. Longitudinal transcriptional profiling of CD14+ monocytes/macrophages and neutrophils from hematomas of patients with ICH revealed that the myeloid response to ICH within the hematoma is distinct from that in the blood and occurs in stages conserved across the patient cohort. Initially, hematoma myeloid cells expressed a robust anabolic proinflammatory profile characterized by activation of hypoxia-inducible factors (HIFs) and expression of genes encoding immune factors and glycolysis. Subsequently, inflammatory gene expression decreased over time, whereas anti-inflammatory circuits were maintained and phagocytic and antioxidative pathways up-regulated. During this transition to immune resolution, glycolysis gene expression and levels of the potent proresolution lipid mediator prostaglandin E2 remained elevated in the hematoma, and unexpectedly, these elevations correlated with positive patient outcomes. Ex vivo activation of human macrophages by ICH-associated stimuli highlighted an important role for HIFs in production of both inflammatory and anti-inflammatory factors, including PGE2, which, in turn, augmented VEGF production. Our findings define the time course of myeloid activation in the human brain after ICH, revealing a conserved progression of immune responses from proinflammatory to proresolution states in humans after brain injury and identifying transcriptional programs associated with neurological recovery.
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Affiliation(s)
- Michael H Askenase
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Brittany A Goods
- Institute for Medical Engineering & Science (IMES) and Department of Chemistry, MIT, Cambridge, MA, USA.,Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - Hannah E Beatty
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Arthur F Steinschneider
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Sofia E Velazquez
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Artem Osherov
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Margaret J Landreneau
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Shaina L Carroll
- Institute for Medical Engineering & Science (IMES) and Department of Chemistry, MIT, Cambridge, MA, USA.,Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - Tho B Tran
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Victor S Avram
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Riley S Drake
- Institute for Medical Engineering & Science (IMES) and Department of Chemistry, MIT, Cambridge, MA, USA.,Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - G James Gatter
- Institute for Medical Engineering & Science (IMES) and Department of Chemistry, MIT, Cambridge, MA, USA.,Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - Jordan A Massey
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Saravanan S Karuppagounder
- Sperling Center for Hemorrhagic Stroke Recovery, Burke Neurological Institute at Weill Cornell Medicine, White Plains, NY, USA.,Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
| | - Rajiv R Ratan
- Sperling Center for Hemorrhagic Stroke Recovery, Burke Neurological Institute at Weill Cornell Medicine, White Plains, NY, USA.,Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
| | - Charles C Matouk
- Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA
| | - Kevin N Sheth
- Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA
| | - Wendy C Ziai
- Division of Brain Injury Outcomes, Johns Hopkins University, Baltimore, MD, USA.,Departments of Neurology, Neurosurgery, and Anesthesiology/Critical Care Medicine, Johns Hopkins, Baltimore, MD, USA
| | - Adrian R Parry-Jones
- Division of Cardiovascular Sciences, School of Medicine, Faculty of Biology, Medicine, and Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, UK.,Manchester Centre for Clinical Neurosciences, Salford Royal National Health Service Foundation Trust, Manchester Academic Health Science Centre, Salford, UK
| | - Issam A Awad
- Neurovascular Surgery Program, Section of Neurosurgery, University of Chicago Pritzker School of Medicine, Chicago, IL, USA
| | - Mario Zuccarello
- Department of Neurosurgery, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Richard E Thompson
- Division of Brain Injury Outcomes, Johns Hopkins University, Baltimore, MD, USA.,Department of Biostatistics, School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Jesse Dawson
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Daniel F Hanley
- Division of Brain Injury Outcomes, Johns Hopkins University, Baltimore, MD, USA
| | - J Christopher Love
- Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA. .,Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Department of Chemical Engineering, Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
| | - Alex K Shalek
- Institute for Medical Engineering & Science (IMES) and Department of Chemistry, MIT, Cambridge, MA, USA. .,Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - Lauren H Sansing
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA. .,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA.,Human and Translational Immunology Program, Yale School of Medicine, New Haven, CT, USA
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Goods BA, Vahey JM, Steinschneider AF, Askenase MH, Sansing L, Christopher Love J. Blood handling and leukocyte isolation methods impact the global transcriptome of immune cells. BMC Immunol 2018; 19:30. [PMID: 30376808 PMCID: PMC6208098 DOI: 10.1186/s12865-018-0268-6] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2018] [Accepted: 10/17/2018] [Indexed: 12/03/2022] Open
Abstract
Background Transcriptional profiling with ultra-low input methods can yield valuable insights into disease, particularly when applied to the study of immune cells using RNA-sequencing. The advent of these methods has allowed for their use in profiling cells collected in clinical trials and other studies that involve the coordination of human-derived material. To date, few studies have sought to quantify what effects that collection and handling of this material can have on resulting data. Results We characterized the global effects of blood handling, methods for leukocyte isolation, and preservation media on low numbers of immune cells isolated from blood. We found overall that storage/shipping temperature of blood prior to leukocyte isolation and sorting led to global changes in both CD8+ T cells and monocytes, including alterations in immune-related gene sets. We found that the use of a leukocyte filtration system minimized these alterations and we applied this method to generate high-quality transcriptional data from sorted immune cells isolated from the blood of intracerebral hemorrhage patients and matched healthy controls. Conclusions Our data underscore the necessity of processing samples with comparably defined protocols prior to transcriptional profiling and demonstrate that a filtration method can be applied to quickly isolate immune cells of interest while minimizing transcriptional bias. Electronic supplementary material The online version of this article (10.1186/s12865-018-0268-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Brittany A Goods
- Department of Biological Engineering, Koch Institute for Integrative Cancer Research at the Massachusetts Institute of Technology, Cambridge, MA, 02139, USA.
| | - Jacqueline M Vahey
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
| | | | - Michael H Askenase
- Department of Neurology, Yale School of Medicine, New Haven, CT, 06520, USA
| | - Lauren Sansing
- Department of Neurology, Yale School of Medicine, New Haven, CT, 06520, USA
| | - J Christopher Love
- Department of Biological Engineering, Koch Institute for Integrative Cancer Research at the Massachusetts Institute of Technology, Cambridge, MA, 02139, USA. .,Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at the Massachusetts Institute of Technology, Cambridge, MA, 02139, USA. .,The Broad Institute of the Massachusetts Institute of Technology and Harvard, Cambridge, MA, 02142, USA.
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Chang CF, Goods BA, Askenase MH, Hammond MD, Renfroe SC, Steinschneider AF, Landreneau MJ, Ai Y, Beatty HE, da Costa LHA, Mack M, Sheth KN, Greer DM, Huttner A, Coman D, Hyder F, Ghosh S, Rothlin CV, Love JC, Sansing LH. Erythrocyte efferocytosis modulates macrophages towards recovery after intracerebral hemorrhage. J Clin Invest 2017; 128:607-624. [PMID: 29251628 DOI: 10.1172/jci95612] [Citation(s) in RCA: 110] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2017] [Accepted: 11/07/2017] [Indexed: 02/03/2023] Open
Abstract
Macrophages are a source of both proinflammatory and restorative functions in damaged tissue through complex dynamic phenotypic changes. Here, we sought to determine whether monocyte-derived macrophages (MDMs) contribute to recovery after acute sterile brain injury. By profiling the transcriptional dynamics of MDMs in the murine brain after experimental intracerebral hemorrhage (ICH), we found robust phenotypic changes in the infiltrating MDMs over time and demonstrated that MDMs are essential for optimal hematoma clearance and neurological recovery. Next, we identified the mechanism by which the engulfment of erythrocytes with exposed phosphatidylserine directly modulated the phenotype of both murine and human MDMs. In mice, loss of receptor tyrosine kinases AXL and MERTK reduced efferocytosis of eryptotic erythrocytes and hematoma clearance, worsened neurological recovery, exacerbated iron deposition, and decreased alternative activation of macrophages after ICH. Patients with higher circulating soluble AXL had poor 1-year outcomes after ICH onset, suggesting that therapeutically augmenting efferocytosis may improve functional outcomes by both reducing tissue injury and promoting the development of reparative macrophage responses. Thus, our results identify the efferocytosis of eryptotic erythrocytes through AXL/MERTK as a critical mechanism modulating macrophage phenotype and contributing to recovery from ICH.
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Affiliation(s)
- Che-Feng Chang
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Brittany A Goods
- Department of Biological Engineering, Koch Institute for Integrative Cancer Research at Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Michael H Askenase
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Matthew D Hammond
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Stephen C Renfroe
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA
| | | | - Margaret J Landreneau
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Youxi Ai
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Hannah E Beatty
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Luís Henrique Angenendt da Costa
- Department of Neurosciences and Behavioral Sciences, Ribeirao Preto Medical School, University of Sao Paulo, Ribeirao Preto, Brazil
| | - Matthias Mack
- Department of Internal Medicine (Nephrology), University of Regensburg, Regensburg, Germany
| | - Kevin N Sheth
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - David M Greer
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA
| | | | - Daniel Coman
- Department of Diagnostic Radiology and Biomedical Engineering
| | - Fahmeed Hyder
- Department of Diagnostic Radiology and Biomedical Engineering
| | - Sourav Ghosh
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA.,Department of Pharmacology, and
| | - Carla V Rothlin
- Department of Pharmacology, and.,Department of Immunobiology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - J Christopher Love
- Chemical Engineering, Koch Institute for Integrative Cancer Research at Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Lauren H Sansing
- Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, USA
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Askenase MH, Goods BA, Steinschneider AF, Raddassi K, Beatty H, Hafler DA, Love JC, Sansing LH. Abstract 213: Hematoma-infiltrating Macrophages Transition From Inflammatory to Reparative Programs in Patients After Intracerebral Hemorrhage. Stroke 2017. [DOI: 10.1161/str.48.suppl_1.213] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Intracerebral hemorrhage (ICH) causes rapid recruitment of circulating leukocytes to the injury; however, the roles of these cells in disease progression and repair in the brain are poorly understood. Findings from animal models have failed to translate into effective therapies for ICH, emphasizing the importance of studying the ICH immune response in the patient population. To gain insight into the inflammatory response in patient hematomas, we are utilizing mass cytometry, flow cytometry, and RNA-seq to characterize hematoma-infiltrating leukocytes isolated from ICH patients over a 5 day period, in conjunction with the ongoing MISTIE III trial for surgical evacuation of ICH. We have found that the hematoma immune infiltrate is predominantly composed of neutrophils and macrophages recruited from the circulation, rather than CNS-resident microglia. We have observed that hematoma macrophages have acquired a distinct phenotype differing from phagocyte populations in the peripheral blood, suggesting that their gene expression is controlled by local signals in the hematoma. Preliminary transcriptional analysis of hematoma macrophages 24-50 hours post-ICH has revealed an inflammatory profile characterized by increased expression of antigen presentation, TLR signaling, glycolytic metabolism, and prostaglandin production pathways (Figure 1). Intriguingly, by 100 hours post-ICH, macrophages downregulated these pathways and engaged a wound healing program characterized by TGF-beta signaling, fatty acid metabolism, and collagen deposition (Figure 1). These findings, in agreement with our previous results in animal models of ICH, suggest that recruited macrophages may contribute not only to initial inflammatory damage, but also to clearance of the hematoma and resolution of inflammation, making them potentially ideal targets for therapeutic intervention.
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Affiliation(s)
| | - Brittany A Goods
- Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA
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Chang CF, Thomas BA, Askenase M, Steinschneider AF, Ai Y, Taylor R, Rothlin CV, Love CJ, Sansing LH. Abstract TP351: Axl/Mer Receptor Tyrosine Kinase Mediates Erythrophagocytosis-Induced Macrophage Reparative Phenotype and Brain Recovery in Experimental Intracerebral Hemorrhage. Stroke 2017. [DOI: 10.1161/str.48.suppl_1.tp351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Introduction:
Local inflammation contributes to both brain injury and recovery after intracerebral hemorrhage (ICH). Our previous studies have shown brain-infiltrating macrophages (BIMs) aggravate early brain injury after ICH; however, BIMs increase scavenger receptor CD36 levels over time, and hematoma clearance is delayed in the absence of BIMs. The mechanism that mediates BIMs phenotypic change in the ICH brain is elusive. In this study, we delineate the dynamic transcriptome profile of BIMs after ICH and test potential mediator that might modulate BIMs polarity in ICH.
Methods:
Autologous blood injection ICH model and thrombin-treated bone marrow-derived macrophages (BMDM) were used to mimic ICH
in vivo
and
in vitro
. BIMs were isolated by FACS, and the 780 transcriptome of BIMs were determined using NanoString. Flow cytometry and RT-qPCR were performed to detect the frequency of phosphatidylserine-positive (eryptotic) RBCs and to assess BIMs phenotype in the perihematomal tissue. Erythrophagocytosis of eryptotic RBCs was identified by immunofluorescence and microscopy. Neurologic deficit was evaluated by cylinder test. Axl/Mer receptor tyrosine kinase double knockout (AM DKO) mice, AM DKO bone-marrow chimeras, and AM DKO BMDM were used to evaluate the function of Axl/Mer on macrophage phenotype and on brain recovery after ICH.
Results:
BIMs highly expressed proinflammatory transcripts such as
cd86
,
tlr2
,
nlrp3
, and
tnf
at days 1 and 3 post-ICH; these were decreased at days 7 and 10. Transcripts relevant to efferocytosis (
axl
) and lysosome formation (
cd63
) increased from days 3 to 10 post-ICH. At days 1 and 3, phosphatidylserine levels was increased on RBCs in the ICH brain. Engulfment of eryptotic RBCs reduced proinflammatory phenotype of BMDM. Thrombin-stimulated AM DKO BMDM had reduced erythrophagocytosis ability and increased
tnf
and
il-6
gene expression. AM DKO mice and AM DKO chimeras had low CD36 and high MHC II levels on BIMs and had worse functional outcome after ICH.
Conclusions:
BIMs initially express proinflammatory phenotype and then switch to a reparative phenotype after ICH. Axl/Mer is involved in regulation of macrophage polarity through modulating erythrophagocytosis ability and contributes to ICH brain recovery.
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Affiliation(s)
| | - Brittany A Thomas
- Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA
| | | | | | - Youxi Ai
- Neurology, Yale Sch of Medicine, New Haven, CT
| | | | | | - Christopher J Love
- Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA
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