1
|
Barrios EL, Leary JR, Darden DB, Rincon JC, Willis M, Polcz VE, Gillies GS, Munley JA, Dirain ML, Ungaro R, Nacionales DC, Gauthier MPL, Larson SD, Morel L, Loftus TJ, Mohr AM, Maile R, Kladde MP, Mathews CE, Brusko MA, Brusko TM, Moldawer LL, Bacher R, Efron PA. The post-septic peripheral myeloid compartment reveals unexpected diversity in myeloid-derived suppressor cells. Front Immunol 2024; 15:1355405. [PMID: 38720891 PMCID: PMC11076668 DOI: 10.3389/fimmu.2024.1355405] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Accepted: 04/09/2024] [Indexed: 05/12/2024] Open
Abstract
Introduction Sepsis engenders distinct host immunologic changes that include the expansion of myeloid-derived suppressor cells (MDSCs). These cells play a physiologic role in tempering acute inflammatory responses but can persist in patients who develop chronic critical illness. Methods Cellular Indexing of Transcriptomes and Epitopes by Sequencing and transcriptomic analysis are used to describe MDSC subpopulations based on differential gene expression, RNA velocities, and biologic process clustering. Results We identify a unique lineage and differentiation pathway for MDSCs after sepsis and describe a novel MDSC subpopulation. Additionally, we report that the heterogeneous response of the myeloid compartment of blood to sepsis is dependent on clinical outcome. Discussion The origins and lineage of these MDSC subpopulations were previously assumed to be discrete and unidirectional; however, these cells exhibit a dynamic phenotype with considerable plasticity.
Collapse
Affiliation(s)
- Evan L. Barrios
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Jack R. Leary
- Department of Biostatistics, University of Florida College of Medicine and Public Health and Health Sciences, Gainesville, FL, United States
| | - Dijoia B. Darden
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Jaimar C. Rincon
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Micah Willis
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Valerie E. Polcz
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Gwendolyn S. Gillies
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Jennifer A. Munley
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Marvin L. Dirain
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Ricardo Ungaro
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Dina C. Nacionales
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Marie-Pierre L. Gauthier
- Department of Biochemistry and Molecular Biology, University of Florida College of Medicine, Gainesville, FL, United States
| | - Shawn D. Larson
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Laurence Morel
- Department of Microbiology and Immunology, University of Texas San Antonio School of Medicine, San Antonio, TX, United States
| | - Tyler J. Loftus
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Alicia M. Mohr
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Robert Maile
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Michael P. Kladde
- Department of Biochemistry and Molecular Biology, University of Florida College of Medicine, Gainesville, FL, United States
| | - Clayton E. Mathews
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida College of Medicine, Gainesville, FL, United States
| | - Maigan A. Brusko
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida College of Medicine, Gainesville, FL, United States
| | - Todd M. Brusko
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida College of Medicine, Gainesville, FL, United States
| | - Lyle L. Moldawer
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| | - Rhonda Bacher
- Department of Biostatistics, University of Florida College of Medicine and Public Health and Health Sciences, Gainesville, FL, United States
| | - Philip A. Efron
- Sepsis and Critical Illness Research Center, Department of Surgery, University of Florida College of Medicine, Gainesville, FL, United States
| |
Collapse
|
2
|
Leonard J, Kepplinger D, Espina V, Gillevet P, Ke Y, Birukov KG, Doctor A, Hoemann CD. Whole blood coagulation in an ex vivo thrombus is sufficient to induce clot neutrophils to adopt a myeloid-derived suppressor cell signature and shed soluble Lox-1. J Thromb Haemost 2024; 22:1031-1045. [PMID: 38135253 DOI: 10.1016/j.jtha.2023.12.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 12/04/2023] [Accepted: 12/06/2023] [Indexed: 12/24/2023]
Abstract
BACKGROUND Blood clots are living tissues that release inflammatory mediators including IL-8/CXCL8 and MCP-1/CCL2. A deeper understanding of blood clots is needed to develop new therapies for prothrombotic disease states and regenerative medicine. OBJECTIVES To identify a common transcriptional shift in cultured blood clot leukocytes. METHODS Differential gene expression of whole blood and cultured clots (4 hours at 37 °C) was assessed by RNA sequencing (RNAseq), reverse transcriptase-polymerase chain reaction, proteomics, and histology (23 diverse healthy human donors). Cultured clot serum bioactivity was tested in endothelial barrier functional assays. RESULTS All cultured clots developed a polymorphonuclear myeloid-derived suppressor cell (PMN-MDSC) signature, including up-regulation of OLR1 (mRNA encoding lectin-like oxidized low-density lipoprotein receptor 1 [Lox-1]), IL-8/CXCL8, CXCL2, CCL2, IL10, IL1A, SPP1, TREM1, and DUSP4/MKP. Lipopolysaccharide enhanced PMN-MDSC gene expression and specifically induced a type II interferon response with IL-6 production. Lox-1 was specifically expressed by cultured clot CD15+ neutrophils. Cultured clot neutrophils, but not activated platelets, shed copious amounts of soluble Lox-1 (sLox-1) with a donor-dependent amplitude. sLox-1 shedding was enhanced by phorbol ester and suppressed by heparin and by beta-glycerol phosphate, a phosphatase inhibitor. Cultured clot serum significantly enhanced endothelial cell monolayer barrier function, consistent with a proresolving bioactivity. CONCLUSION This study suggests that PMN-MDSC activation is part of the innate immune response to coagulation which may have a protective role in inflammation. The cultured blood clot is an innovative thrombus model that can be used to study both sterile and nonsterile inflammatory states and could be used as a personalized medicine tool for drug screening.
Collapse
Affiliation(s)
- Julia Leonard
- Department of Bioengineering, Institute of Biomedical Engineering, George Mason University, Manassas, Virginia, USA
| | - David Kepplinger
- Department of Statistics, George Mason University, Fairfax, Virginia, USA
| | - Virginia Espina
- Department of Systems Biology, George Mason University, Fairfax, Virginia, USA
| | - Pat Gillevet
- Department of Biology, George Mason University, Fairfax, Virginia, USA
| | - Yunbo Ke
- Department of Anesthesiology, School of Medicine, University of Maryland at Baltimore, Baltimore, Maryland, USA
| | - Konstantin G Birukov
- Department of Anesthesiology, School of Medicine, University of Maryland at Baltimore, Baltimore, Maryland, USA
| | - Allan Doctor
- Departments of Pediatrics & Bioengineering and Center for Blood Oxygen Transport and Hemostasis, School of Medicine, University of Maryland at Baltimore, Baltimore, Maryland, USA
| | - Caroline D Hoemann
- Department of Bioengineering, Institute of Biomedical Engineering, George Mason University, Manassas, Virginia, USA.
| |
Collapse
|
3
|
Pilcher W, Thomas BE, Bhasin SS, Jayasinghe RG, Yao L, Gonzalez-Kozlova E, Dasari S, Kim-Schulze S, Rahman A, Patton J, Fiala M, Cheloni G, Kourelis T, Dhodapkar MV, Vij R, Mehr S, Hamilton M, Cho HJ, Auclair D, Avigan DE, Kumar SK, Gnjatic S, Ding L, Bhasin M. Cross center single-cell RNA sequencing study of the immune microenvironment in rapid progressing multiple myeloma. NPJ Genom Med 2023; 8:3. [PMID: 36702834 PMCID: PMC9879959 DOI: 10.1038/s41525-022-00340-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Accepted: 11/18/2022] [Indexed: 01/27/2023] Open
Abstract
Despite advancements in understanding the pathophysiology of Multiple Myeloma (MM), the cause of rapid progressing disease in a subset of patients is still unclear. MM's progression is facilitated by complex interactions with the surrounding bone marrow (BM) cells, forming a microenvironment that supports tumor growth and drug resistance. Understanding the immune microenvironment is key to identifying factors that promote rapid progression of MM. To accomplish this, we performed a multi-center single-cell RNA sequencing (scRNA-seq) study on 102,207 cells from 48 CD138- BM samples collected at the time of disease diagnosis from 18 patients with either rapid progressing (progression-free survival (PFS) < 18 months) or non-progressing (PFS > 4 years) disease. Comparative analysis of data from three centers demonstrated similar transcriptome profiles and cell type distributions, indicating subtle technical variation in scRNA-seq, opening avenues for an expanded multicenter trial. Rapid progressors depicted significantly higher enrichment of GZMK+ and TIGIT+ exhausted CD8+ T-cells (P = 0.022) along with decreased expression of cytolytic markers (PRF1, GZMB, GNLY). We also observed a significantly higher enrichment of M2 tolerogenic macrophages in rapid progressors and activation of pro-proliferative signaling pathways, such as BAFF, CCL, and IL16. On the other hand, non-progressive patients depicted higher enrichment for immature B Cells (i.e., Pre/Pro B cells), with elevated expression for markers of B cell development (IGLL1, SOX4, DNTT). This multi-center study identifies the enrichment of various pro-tumorigenic cell populations and pathways in those with rapid progressing disease and further validates the robustness of scRNA-seq data generated at different study centers.
Collapse
Affiliation(s)
- William Pilcher
- Aflac Cancer and Blood Disorders Center, Atlanta, GA, USA
- Coulter Department of Biomedical Engineering, Emory University, Atlanta, GA, USA
| | - Beena E Thomas
- Aflac Cancer and Blood Disorders Center, Atlanta, GA, USA
- Department of Pediatrics, Emory School of Medicine, Atlanta, GA, USA
| | - Swati S Bhasin
- Aflac Cancer and Blood Disorders Center, Atlanta, GA, USA
- Department of Pediatrics, Emory School of Medicine, Atlanta, GA, USA
| | - Reyka G Jayasinghe
- Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Lijun Yao
- Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Edgar Gonzalez-Kozlova
- Human Immune Monitoring Center, Icahn School of Medicine at Mt. Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Surendra Dasari
- Division of Biomedical Statistics & Informatics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Seunghee Kim-Schulze
- Human Immune Monitoring Center, Icahn School of Medicine at Mt. Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Adeeb Rahman
- Human Immune Monitoring Center, Icahn School of Medicine at Mt. Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Mark Fiala
- Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Giulia Cheloni
- Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | | | - Madhav V Dhodapkar
- Department of Hematology/Medical Oncology Emory University School of Medicine, Atlanta, GA, USA
- Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Ravi Vij
- Washington University School of Medicine, St Louis, MO, USA
| | - Shaadi Mehr
- Multiple Myeloma Research Foundation (MMRF), Norwalk, CT, USA
| | - Mark Hamilton
- Multiple Myeloma Research Foundation (MMRF), Norwalk, CT, USA
| | - Hearn Jay Cho
- Human Immune Monitoring Center, Icahn School of Medicine at Mt. Sinai, New York, NY, USA
- Multiple Myeloma Research Foundation (MMRF), Norwalk, CT, USA
| | - Daniel Auclair
- Multiple Myeloma Research Foundation (MMRF), Norwalk, CT, USA
| | - David E Avigan
- Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Shaji K Kumar
- Mayo Clinic Rochester, Division of Hematology, Rochester, MN, USA
| | - Sacha Gnjatic
- Human Immune Monitoring Center, Icahn School of Medicine at Mt. Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Li Ding
- Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Manoj Bhasin
- Aflac Cancer and Blood Disorders Center, Atlanta, GA, USA.
- Coulter Department of Biomedical Engineering, Emory University, Atlanta, GA, USA.
- Department of Pediatrics, Emory School of Medicine, Atlanta, GA, USA.
- Winship Cancer Institute, Emory University, Atlanta, GA, USA.
- Department of Biomedical Informatics, Emory School of Medicine, Atlanta, GA, USA.
| |
Collapse
|