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Frias-Anaya E, Gallego-Gutierrez H, Gongol B, Weinsheimer S, Lai CC, Orecchioni M, Sriram A, Bui CM, Nelsen B, Hale P, Pham A, Shenkar R, DeBiasse D, Lightle R, Girard R, Li Y, Srinath A, Daneman R, Nudleman E, Sun H, Guma M, Dubrac A, Mesarwi O, Ley K, Kim H, Awad IA, Ginsberg MH, Lopez-Ramirez MA. Mild Hypoxia Accelerates Cerebral Cavernous Malformation Disease Through CX3CR1-CX3CL1 Signaling. Arterioscler Thromb Vasc Biol 2024. [PMID: 38660801 DOI: 10.1161/atvbaha.123.320367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 11/01/2023] [Accepted: 04/05/2024] [Indexed: 04/26/2024]
Abstract
BACKGROUND Heterogeneity in the severity of cerebral cavernous malformations (CCMs) disease, including brain bleedings and thrombosis that cause neurological disabilities in patients, suggests that environmental, genetic, or biological factors act as disease modifiers. Still, the underlying mechanisms are not entirely understood. Here, we report that mild hypoxia accelerates CCM disease by promoting angiogenesis, neuroinflammation, and vascular thrombosis in the brains of CCM mouse models. METHODS We used genetic studies, RNA sequencing, spatial transcriptome, micro-computed tomography, fluorescence-activated cell sorting, multiplex immunofluorescence, coculture studies, and imaging techniques to reveal that sustained mild hypoxia via the CX3CR1-CX3CL1 signaling pathway influences cell-specific neuroinflammatory interactions, contributing to heterogeneity in CCM severity. RESULTS Histological and expression profiles of CCM neurovascular lesions (Slco1c1-iCreERT2;Pdcd10fl/fl; Pdcd10BECKO) in male and female mice found that sustained mild hypoxia (12% O2, 7 days) accelerates CCM disease. Our findings indicate that a small reduction in oxygen levels can significantly increase angiogenesis, neuroinflammation, and thrombosis in CCM disease by enhancing the interactions between endothelium, astrocytes, and immune cells. Our study indicates that the interactions between CX3CR1 and CX3CL1 are crucial in the maturation of CCM lesions and propensity to CCM immunothrombosis. In particular, this pathway regulates the recruitment and activation of microglia and other immune cells in CCM lesions, which leads to lesion growth and thrombosis. We found that human CX3CR1 variants are linked to lower lesion burden in familial CCMs, proving it is a genetic modifier in human disease and a potential marker for aggressiveness. Moreover, monoclonal blocking antibody against CX3CL1 or reducing 1 copy of the Cx3cr1 gene significantly reduces hypoxia-induced CCM immunothrombosis. CONCLUSIONS Our study reveals that interactions between CX3CR1 and CX3CL1 can modify CCM neuropathology when lesions are accelerated by environmental hypoxia. Moreover, a hypoxic environment or hypoxia signaling caused by CCM disease influences the balance between neuroinflammation and neuroprotection mediated by CX3CR1-CX3CL1 signaling. These results establish CX3CR1 as a genetic marker for patient stratification and a potential predictor of CCM aggressiveness.
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Affiliation(s)
- Eduardo Frias-Anaya
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Helios Gallego-Gutierrez
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Brendan Gongol
- Department of Health Sciences, Victor Valley College, Victorville, CA (B.G.)
- Institute for Integrative Genome Biology, 1207F Genomics Building, University of California, Riverside (B.G.)
| | - Shantel Weinsheimer
- Department of Anesthesia and Perioperative Care, Institute for Human Genetics, University of California, San Francisco (S.W., A.S., H.K.)
| | - Catherine Chinhchu Lai
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Marco Orecchioni
- Division of Inflammation Biology, La Jolla Institute for Immunology, CA (M.O., K.L.)
| | - Aditya Sriram
- Department of Anesthesia and Perioperative Care, Institute for Human Genetics, University of California, San Francisco (S.W., A.S., H.K.)
| | - Cassandra M Bui
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Bliss Nelsen
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Preston Hale
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Angela Pham
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Robert Shenkar
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago Medicine and Biological Sciences, IL (R.S., D.D., R.L., R.G., Y.L., A.S., I.A.A.)
| | - Dorothy DeBiasse
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago Medicine and Biological Sciences, IL (R.S., D.D., R.L., R.G., Y.L., A.S., I.A.A.)
| | - Rhonda Lightle
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago Medicine and Biological Sciences, IL (R.S., D.D., R.L., R.G., Y.L., A.S., I.A.A.)
| | - Romuald Girard
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago Medicine and Biological Sciences, IL (R.S., D.D., R.L., R.G., Y.L., A.S., I.A.A.)
| | - Ying Li
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago Medicine and Biological Sciences, IL (R.S., D.D., R.L., R.G., Y.L., A.S., I.A.A.)
| | - Abhinav Srinath
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago Medicine and Biological Sciences, IL (R.S., D.D., R.L., R.G., Y.L., A.S., I.A.A.)
| | - Richard Daneman
- Department of Pharmacology, University of California San Diego, La Jolla. (R.D., M.A.L.-R.)
| | - Eric Nudleman
- Department of Ophthalmology, University of California San Diego, La Jolla. (E.N.)
| | - Hao Sun
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Monica Guma
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Alexandre Dubrac
- Centre de Recherche, CHU St. Justine, Montréal, Quebec, Canada. Département de Pathologie et Biologie Cellulaire, Université de Montréal, Quebec, Canada (A.D.)
| | - Omar Mesarwi
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Klaus Ley
- Division of Inflammation Biology, La Jolla Institute for Immunology, CA (M.O., K.L.)
| | - Helen Kim
- Department of Anesthesia and Perioperative Care, Institute for Human Genetics, University of California, San Francisco (S.W., A.S., H.K.)
| | - Issam A Awad
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago Medicine and Biological Sciences, IL (R.S., D.D., R.L., R.G., Y.L., A.S., I.A.A.)
| | - Mark H Ginsberg
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
| | - Miguel Alejandro Lopez-Ramirez
- Department of Medicine, University of California San Diego, La Jolla. (E.F.-A., H.G.-G., C.C.L., C.M.B., B.N., P.H., A.P., H.S., M.G., O.M., M.H.G., M.A.L.-R.)
- Department of Pharmacology, University of California San Diego, La Jolla. (R.D., M.A.L.-R.)
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Khan A, Ley K. Immunotherapy for atherosclerosis by targeting pro-inflammatory T cells. Cell Res 2024:10.1038/s41422-024-00955-y. [PMID: 38565655 DOI: 10.1038/s41422-024-00955-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/04/2024] Open
Affiliation(s)
- Amir Khan
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA
| | - Klaus Ley
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA.
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Stroope C, Nettersheim FS, Coon B, Finney AC, Schwartz MA, Ley K, Rom O, Yurdagul A. Dysregulated cellular metabolism in atherosclerosis: mediators and therapeutic opportunities. Nat Metab 2024:10.1038/s42255-024-01015-w. [PMID: 38532071 DOI: 10.1038/s42255-024-01015-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2023] [Accepted: 02/20/2024] [Indexed: 03/28/2024]
Abstract
Accumulating evidence over the past decades has revealed an intricate relationship between dysregulation of cellular metabolism and the progression of atherosclerotic cardiovascular disease. However, an integrated understanding of dysregulated cellular metabolism in atherosclerotic cardiovascular disease and its potential value as a therapeutic target is missing. In this Review, we (1) summarize recent advances concerning the role of metabolic dysregulation during atherosclerosis progression in lesional cells, including endothelial cells, vascular smooth muscle cells, macrophages and T cells; (2) explore the complexity of metabolic cross-talk between these lesional cells; (3) highlight emerging technologies that promise to illuminate unknown aspects of metabolism in atherosclerosis; and (4) suggest strategies for targeting these underexplored metabolic alterations to mitigate atherosclerosis progression and stabilize rupture-prone atheromas with a potential new generation of cardiovascular therapeutics.
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Grants
- HL145131 U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- HL167758 U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- HL135582 U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- HL136275 U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- HL145241 U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- HL150233 U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- 23POST1026505 American Heart Association (American Heart Association, Inc.)
- NE 2574/1-1 Deutsche Forschungsgemeinschaft (German Research Foundation)
- DK134011 U.S. Department of Health & Human Services | NIH | National Institute of Diabetes and Digestive and Kidney Diseases (National Institute of Diabetes & Digestive & Kidney Diseases)
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Affiliation(s)
- Chad Stroope
- Department of Molecular and Cellular Physiology, Louisiana State University Health Sciences Center, Shreveport, LA, USA
| | - Felix Sebastian Nettersheim
- La Jolla Institute for Immunology, La Jolla, CA, USA
- Department of Cardiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Brian Coon
- Yale Cardiovascular Research Center, Division of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
- Cardiovascular Biology Research Program, OMRF, Oklahoma City, OK, USA
- Department of Cell Biology, Oklahoma University Health Sciences Center, Oklahoma City, OK, USA
| | - Alexandra C Finney
- Department of Pathology and Translational Pathobiology, Louisiana State University Health Sciences Center, Shreveport, LA, USA
| | - Martin A Schwartz
- Yale Cardiovascular Research Center, Division of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
- Departments of Cell Biology and Biomedical Engineering, Yale University, New Haven, CT, USA
| | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA, USA
- Department of Bioengineering, University of California, San Diego, San Diego, CA, USA
- Immunology Center of Georgia (IMMCG), Augusta University Immunology Center of Georgia, Augusta, GA, USA
| | - Oren Rom
- Department of Molecular and Cellular Physiology, Louisiana State University Health Sciences Center, Shreveport, LA, USA
- Department of Pathology and Translational Pathobiology, Louisiana State University Health Sciences Center, Shreveport, LA, USA
| | - Arif Yurdagul
- Department of Molecular and Cellular Physiology, Louisiana State University Health Sciences Center, Shreveport, LA, USA.
- Department of Pathology and Translational Pathobiology, Louisiana State University Health Sciences Center, Shreveport, LA, USA.
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Roy P, Suthahar SSA, Makings J, Ley K. Identification of apolipoprotein B-reactive CDR3 motifs allows tracking of atherosclerosis-related memory CD4 +T cells in multiple donors. Front Immunol 2024; 15:1302031. [PMID: 38571941 PMCID: PMC10988780 DOI: 10.3389/fimmu.2024.1302031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Accepted: 02/02/2024] [Indexed: 04/05/2024] Open
Abstract
Introduction Atherosclerosis is a major pathological condition that underlies many cardiovascular diseases (CVDs). Its etiology involves breach of tolerance to self, leading to clonal expansion of autoreactive apolipoprotein B (APOB)-reactive CD4+T cells that correlates with clinical CVD. The T-cell receptor (TCR) sequences that mediate activation of APOB-specific CD4+T cells are unknown. Methods In a previous study, we had profiled the hypervariable complementarity determining region 3 (CDR3) of CD4+T cells that respond to six immunodominant APOB epitopes in most donors. Here, we comprehensively analyze this dataset of 149,065 APOB-reactive and 199,211 non-reactive control CDR3s from six human leukocyte antigen-typed donors. Results We identified 672 highly expanded (frequency threshold > 1.39E-03) clones that were significantly enriched in the APOB-reactive group as compared to the controls (log10 odds ratio ≥1, Fisher's test p < 0.01). Analysis of 114,755 naïve, 91,001 central memory (TCM) and 29,839 effector memory (TEM) CDR3 sequences from the same donors revealed that APOB+ clones can be traced to the complex repertoire of unenriched blood T cells. The fraction of APOB+ clones that overlapped with memory CDR3s ranged from 2.2% to 46% (average 16.4%). This was significantly higher than their overlap with the naïve pool, which ranged from 0.7% to 2% (average 1.36%). CDR3 motif analysis with the machine learning-based in-silico tool, GLIPHs (grouping of lymphocyte interactions by paratope hotspots), identified 532 APOB+ motifs. Analysis of naïve and memory CDR3 sequences with GLIPH revealed that ~40% (209 of 532) of these APOB+ motifs were enriched in the memory pool. Network analysis with Cytoscape revealed extensive sharing of the memory-affiliated APOB+ motifs across multiple donors. We identified six motifs that were present in TCM and TEM CDR3 sequences from >80% of the donors and were highly enriched in the APOB-reactive TCR repertoire. Discussion The identified APOB-reactive expanded CD4+T cell clones and conserved motifs can be used to annotate and track human atherosclerosis-related autoreactive CD4+T cells and measure their clonal expansion.
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Affiliation(s)
- Payel Roy
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA, United States
- Immunology Center of Georgia, Augusta University, Augusta, GA, United States
| | | | - Jeffrey Makings
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Klaus Ley
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA, United States
- Immunology Center of Georgia, Augusta University, Augusta, GA, United States
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Khan A, Roy P, Ley K. Breaking tolerance: the autoimmune aspect of atherosclerosis. Nat Rev Immunol 2024:10.1038/s41577-024-01010-y. [PMID: 38472321 DOI: 10.1038/s41577-024-01010-y] [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] [Accepted: 02/12/2024] [Indexed: 03/14/2024]
Abstract
Atherosclerotic cardiovascular disease (ASCVD) is a chronic inflammatory disease of the arterial walls and is characterized by the accumulation of lipoproteins that are insufficiently cleared by phagocytes. Following the initiation of atherosclerosis, the pathological progression is accelerated by engagement of the adaptive immune system. Atherosclerosis triggers the breakdown of tolerance to self-components. This loss of tolerance is reflected in defective expression of immune checkpoint molecules, dysfunctional antigen presentation, and aberrations in T cell populations - most notably in regulatory T (Treg) cells - and in the production of autoantibodies. The breakdown of tolerance to self-proteins that is observed in ASCVD may be linked to the conversion of Treg cells to 'exTreg' cells because many Treg cells in ASCVD express T cell receptors that are specific for self-epitopes. Alternatively, or in addition, breakdown of tolerance may trigger the activation of naive T cells, resulting in the clonal expansion of T cell populations with pro-inflammatory and cytotoxic effector phenotypes. In this Perspective, we review the evidence that atherosclerosis is associated with a breakdown of tolerance to self-antigens, discuss possible immunological mechanisms and identify knowledge gaps to map out future research. Rational approaches aimed at re-establishing immune tolerance may become game changers in treating ASCVD and in preventing its downstream sequelae, which include heart attacks and strokes.
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Affiliation(s)
- Amir Khan
- Immunology Center of Georgia, Medical College of Georgia at Augusta University, Augusta, GA, USA
| | - Payel Roy
- Immunology Center of Georgia, Medical College of Georgia at Augusta University, Augusta, GA, USA
| | - Klaus Ley
- Immunology Center of Georgia, Medical College of Georgia at Augusta University, Augusta, GA, USA.
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Chatterjee N, Komaravolu RK, Durant CP, Wu R, McSkimming C, Drago F, Kumar S, Valentin-Guillama G, Miller YI, McNamara CA, Ley K, Taylor A, Alimadadi A, Hedrick CC. Single Cell High Dimensional Analysis of Human Peripheral Blood Mononuclear Cells Reveals Unique Intermediate Monocyte Subsets Associated with Sex Differences in Coronary Artery Disease. Int J Mol Sci 2024; 25:2894. [PMID: 38474140 PMCID: PMC10932111 DOI: 10.3390/ijms25052894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 02/23/2024] [Accepted: 02/25/2024] [Indexed: 03/14/2024] Open
Abstract
Monocytes are associated with human cardiovascular disease progression. Monocytes are segregated into three major subsets: classical (cMo), intermediate (iMo), and nonclassical (nMo). Recent studies have identified heterogeneity within each of these main monocyte classes, yet the extent to which these subsets contribute to heart disease progression is not known. Peripheral blood mononuclear cells (PBMC) were obtained from 61 human subjects within the Coronary Assessment of Virginia (CAVA) Cohort. Coronary atherosclerosis severity was quantified using the Gensini Score (GS). We employed high-dimensional single-cell transcriptome and protein methods to define how human monocytes differ in subjects with low to severe coronary artery disease. We analyzed 487 immune-related genes and 49 surface proteins at the single-cell level using Antibody-Seq (Ab-Seq). We identified six subsets of myeloid cells (cMo, iMo, nMo, plasmacytoid DC, classical DC, and DC3) at the single-cell level based on surface proteins, and we associated these subsets with coronary artery disease (CAD) incidence based on Gensini score (GS) in each subject. Only frequencies of iMo were associated with high CAD (GS > 32), adj.p = 0.024. Spearman correlation analysis with GS from each subject revealed a positive correlation with iMo frequencies (r = 0.314, p = 0.014) and further showed a robust sex-dependent positive correlation in female subjects (r = 0.663, p = 0.004). cMo frequencies did not correlate with CAD severity. Key gene pathways differed in iMo among low and high CAD subjects and between males and females. Further single-cell analysis of iMo revealed three iMo subsets in human PBMC, distinguished by the expression of HLA-DR, CXCR3, and CD206. We found that the frequency of immunoregulatory iMo_HLA-DR+CXCR3+CD206+ was associated with CAD severity (adj.p = 0.006). The immunoregulatory iMo subset positively correlated with GS in both females (r = 0.660, p = 0.004) and males (r = 0.315, p = 0.037). Cell interaction analyses identified strong interactions of iMo with CD4+ effector/memory T cells and Tregs from the same subjects. This study shows the importance of iMo in CAD progression and suggests that iMo may have important functional roles in modulating CAD risk, particularly among females.
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Affiliation(s)
- Nandini Chatterjee
- La Jolla Institute of Immunology, La Jolla, CA 92037, USA; (N.C.); (K.L.)
| | - Ravi K. Komaravolu
- Department of Medicine, Immunology Center of Georgia, Augusta University, Augusta, GA 30912, USA; (R.K.K.)
| | | | - Runpei Wu
- La Jolla Institute of Immunology, La Jolla, CA 92037, USA; (N.C.); (K.L.)
| | - Chantel McSkimming
- Beirne Carter Immunology Center, University of Virginia, Charlottesville, VA 22904, USA (A.T.)
| | - Fabrizio Drago
- Beirne Carter Immunology Center, University of Virginia, Charlottesville, VA 22904, USA (A.T.)
| | - Sunil Kumar
- Department of Medicine, Immunology Center of Georgia, Augusta University, Augusta, GA 30912, USA; (R.K.K.)
| | - Gabriel Valentin-Guillama
- Department of Medicine, Immunology Center of Georgia, Augusta University, Augusta, GA 30912, USA; (R.K.K.)
| | - Yury I. Miller
- Division of Endocrinology, University of California San Diego, La Jolla, CA 92093, USA
| | - Coleen A. McNamara
- Beirne Carter Immunology Center, University of Virginia, Charlottesville, VA 22904, USA (A.T.)
| | - Klaus Ley
- La Jolla Institute of Immunology, La Jolla, CA 92037, USA; (N.C.); (K.L.)
- Department of Medicine, Immunology Center of Georgia, Augusta University, Augusta, GA 30912, USA; (R.K.K.)
| | - Angela Taylor
- Beirne Carter Immunology Center, University of Virginia, Charlottesville, VA 22904, USA (A.T.)
| | - Ahmad Alimadadi
- La Jolla Institute of Immunology, La Jolla, CA 92037, USA; (N.C.); (K.L.)
- Department of Medicine, Immunology Center of Georgia, Augusta University, Augusta, GA 30912, USA; (R.K.K.)
| | - Catherine C. Hedrick
- La Jolla Institute of Immunology, La Jolla, CA 92037, USA; (N.C.); (K.L.)
- Department of Medicine, Immunology Center of Georgia, Augusta University, Augusta, GA 30912, USA; (R.K.K.)
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Pattarabanjird T, Srikakulapu P, Ransegnola B, Marshall MA, Ghosheh Y, Gulati R, Durant C, Drago F, Taylor AM, Ley K, McNamara CA. Single-cell profiling of CD11c+ B cells in atherosclerosis. Front Immunol 2024; 14:1296668. [PMID: 38259450 PMCID: PMC10800418 DOI: 10.3389/fimmu.2023.1296668] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 12/06/2023] [Indexed: 01/24/2024] Open
Abstract
Circulating CD11c+ B cells, a novel subset of activated B cells, have been linked to autoimmunity and shown to expand with age. Atherosclerosis is an age-associated disease that involves innate and adaptive immune responses to modified self-antigens. Yet, the expression of CD11c on specific B-cell subtypes and its link to atherosclerosis are poorly understood. In this study, we characterized the frequency of CD11c+ B cells in tissues in mice with aging. We observed an age-associated increase in CD11c+ B cells in the spleen and bone marrow of ApoE-/- mice, and this was associated with an increase in aortic plaque. In addition, we also utilized single-cell multi-omics profiling of 60 human subjects undergoing advanced imaging for coronary artery disease (CAD) to subtype CD11c+ B cells and determine their frequency in subjects with high and low severity of CAD. Using unsupervised clustering, we identified four distinct clusters of CD11c+ B cells, which include CD27 and IgD double negative 2 (DN2), age-associated (ABC), CD11c+ unswitched memory (USWM), and activated Naïve (aNav) B cells. We observed an increase in the frequency of both ABC B cells and DN2 B cells in patients with high CAD severity. Pathway analysis further demonstrated augmentation of autophagy, IFNg signaling, and TLR signaling in DN2 cells in high-severity CAD patients. On the other hand, an increase in the negative regulator of BCR signaling through CD72 was found in ABC cells in low-severity CAD patients. Through investigating scRNAseq of atheroma, these DN2 cells were also found to infiltrate human coronary atheroma.
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Affiliation(s)
- Tanyaporn Pattarabanjird
- Carter Immunology Center, University of Virginia, Charlottesville, VA, United States
- Cardiovascular Research Center, University of Virginia, Charlottesville, VA, United States
- Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, United States
- Division of Cardiovascular Medicine/Department of Medicine, University of Virginia, Charlottesville, VA, United States
| | - Prasad Srikakulapu
- Carter Immunology Center, University of Virginia, Charlottesville, VA, United States
- Cardiovascular Research Center, University of Virginia, Charlottesville, VA, United States
| | - Brett Ransegnola
- Carter Immunology Center, University of Virginia, Charlottesville, VA, United States
- Cardiovascular Research Center, University of Virginia, Charlottesville, VA, United States
- Division of Cardiovascular Medicine/Department of Medicine, University of Virginia, Charlottesville, VA, United States
| | - Melissa A. Marshall
- Carter Immunology Center, University of Virginia, Charlottesville, VA, United States
- Cardiovascular Research Center, University of Virginia, Charlottesville, VA, United States
| | - Yanal Ghosheh
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Rishab Gulati
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | | | - Fabrizio Drago
- Carter Immunology Center, University of Virginia, Charlottesville, VA, United States
- Cardiovascular Research Center, University of Virginia, Charlottesville, VA, United States
| | - Angela M. Taylor
- Cardiovascular Research Center, University of Virginia, Charlottesville, VA, United States
- Division of Cardiovascular Medicine/Department of Medicine, University of Virginia, Charlottesville, VA, United States
| | - Klaus Ley
- Immunology Center of Georgia, Augusta University, Augusta, GA, United States
| | - Coleen A. McNamara
- Carter Immunology Center, University of Virginia, Charlottesville, VA, United States
- Cardiovascular Research Center, University of Virginia, Charlottesville, VA, United States
- Division of Cardiovascular Medicine/Department of Medicine, University of Virginia, Charlottesville, VA, United States
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8
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Freuchet A, Roy P, Armstrong SS, Oliaeimotlagh M, Kumar S, Orecchioni M, Ali AJ, Khan A, Makings J, Lyu Q, Winkels H, Wang E, Durant C, Ghosheh Y, Gulati R, Nettersheim F, Ley K. Identification of human exT reg cells as CD16 +CD56 + cytotoxic CD4 + T cells. Nat Immunol 2023; 24:1748-1761. [PMID: 37563308 PMCID: PMC11022744 DOI: 10.1038/s41590-023-01589-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Accepted: 07/13/2023] [Indexed: 08/12/2023]
Abstract
In atherosclerosis, some regulatory T (Treg) cells become exTreg cells. We crossed inducible Treg and exTreg cell lineage-tracker mice (FoxP3eGFP-Cre-ERT2ROSA26CAG-fl-stop-fl-tdTomato) to atherosclerosis-prone Apoe-/- mice, sorted Treg cells and exTreg cells and determined their transcriptomes by bulk RNA sequencing (RNA-seq). Genes that were differentially expressed between mouse Treg cells and exTreg cells and filtered for their presence in a human single-cell RNA-sequencing (scRNA-seq) panel identified exTreg cell signature genes as CST7, NKG7, GZMA, PRF1, TBX21 and CCL4. Projecting these genes onto the human scRNA-seq with CITE-seq data identified human exTreg cells as CD3+CD4+CD16+CD56+, which was validated by flow cytometry. Bulk RNA-seq of sorted human exTreg cells identified them as inflammatory and cytotoxic CD4+T cells that were significantly distinct from both natural killer and Treg cells. DNA sequencing for T cell receptor-β showed clonal expansion of Treg cell CDR3 sequences in exTreg cells. Cytotoxicity was functionally demonstrated in cell killing and CD107a degranulation assays, which identifies human exTreg cells as cytotoxic CD4+T cells.
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Affiliation(s)
| | - Payel Roy
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | | | | | - Sunil Kumar
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA
| | - Marco Orecchioni
- La Jolla Institute for Immunology, La Jolla, CA, USA
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA
| | - Amal J Ali
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Amir Khan
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA
| | | | - Qingkang Lyu
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA
| | - Holger Winkels
- University of Cologne, Faculty of Medicine and University Hospital Cologne, Clinic III for Internal Medicine, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany
| | - Erpei Wang
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | | | - Yanal Ghosheh
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Rishab Gulati
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | | | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA, USA.
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA.
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9
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Iqneibi S, Saigusa R, Khan A, Oliaeimotlagh M, Armstrong Suthahar SS, Kumar S, Alimadadi A, Durant CP, Ghosheh Y, McNamara CA, Hedrick CC, Ley K. Single cell transcriptomics reveals recent CD8T cell receptor signaling in patients with coronary artery disease. Front Immunol 2023; 14:1239148. [PMID: 37828989 PMCID: PMC10565000 DOI: 10.3389/fimmu.2023.1239148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 09/05/2023] [Indexed: 10/14/2023] Open
Abstract
Coronary artery disease (CAD) is a major cause of death worldwide. The role of CD8+ T cells in CAD is unknown. Recent studies suggest a breakdown of tolerance in atherosclerosis, resulting in active T cell receptor (TCR) engagement with self-antigens. We hypothesized that TCR engagement would leave characteristic gene expression signatures. In a single cell RNA-sequencing analysis of CD8+ T cells from 30 patients with CAD and 30 controls we found significant enrichment of TCR signaling pathways in CAD+ subjects, suggesting recent TCR engagement. We also found significant enrichment of cytotoxic and exhaustion pathways in CAD cases compared to controls. Highly significant upregulation of TCR signaling in CAD indicates that CD8 T cells reactive to atherosclerosis antigens are prominent in the blood of CAD cases compared to controls.
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Affiliation(s)
- Shahad Iqneibi
- Immunology Center of Georgia, Augusta University, Augusta, GA, United States
| | - Ryosuke Saigusa
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Amir Khan
- Immunology Center of Georgia, Augusta University, Augusta, GA, United States
| | | | | | - Sunil Kumar
- Immunology Center of Georgia, Augusta University, Augusta, GA, United States
| | - Ahmad Alimadadi
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | | | - Yanal Ghosheh
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Coleen A. McNamara
- Cardiovascular Research Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA, United States
| | - Catherine C. Hedrick
- Immunology Center of Georgia, Augusta University, Augusta, GA, United States
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Klaus Ley
- Immunology Center of Georgia, Augusta University, Augusta, GA, United States
- La Jolla Institute for Immunology, La Jolla, CA, United States
- Department of Physiology, Augusta University, Augusta, GA, United States
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10
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Slysz J, Sinha A, DeBerge M, Singh S, Avgousti H, Lee I, Glinton K, Nagasaka R, Dalal P, Alexandria S, Wai CM, Tellez R, Vescovo M, Sunderraj A, Wang X, Schipma M, Sisk R, Gulati R, Vallejo J, Saigusa R, Lloyd-Jones DM, Lomasney J, Weinberg S, Ho K, Ley K, Giannarelli C, Thorp EB, Feinstein MJ. Single-cell profiling reveals inflammatory polarization of human carotid versus femoral plaque leukocytes. JCI Insight 2023; 8:e171359. [PMID: 37471165 PMCID: PMC10544225 DOI: 10.1172/jci.insight.171359] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Accepted: 07/17/2023] [Indexed: 07/22/2023] Open
Abstract
Femoral atherosclerotic plaques are less inflammatory than carotid plaques histologically, but limited cell-level data exist regarding comparative immune landscapes and polarization at these sites. We investigated intraplaque leukocyte phenotypes and transcriptional polarization in 49 patients undergoing femoral (n = 23) or carotid (n = 26) endarterectomy using single-cell RNA-Seq (scRNA-Seq; n = 13), flow cytometry (n = 24), and IHC (n = 12). Comparative scRNA-Seq of CD45+-selected leukocytes from femoral (n = 9; 35,265 cells) and carotid (n = 4; 30,655 cells) plaque revealed distinct transcriptional profiles. Inflammatory foam cell-like macrophages and monocytes comprised higher proportions of myeloid cells in carotid plaques, whereas noninflammatory foam cell-like macrophages and LYVE1-overexpressing macrophages comprised higher proportions of myeloid cells in femoral plaque (P < 0.001 for all). A significant comparative excess of CCR2+ macrophages in carotid versus plaque was observed by flow cytometry in a separate validation cohort. B cells were more prevalent and exhibited a comparatively antiinflammatory profile in femoral plaque, whereas cytotoxic CD8+ T cells were more prevalent in carotid plaque. In conclusion, human femoral plaques exhibit distinct macrophage phenotypic and transcriptional profiles as well as diminished CD8+ T cell populations compared with human carotid plaques.
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Affiliation(s)
| | - Arjun Sinha
- Division of Cardiology, Department of Medicine
| | | | | | | | - Inhyeok Lee
- Division of Cardiology, Department of Medicine
| | - Kristofor Glinton
- Division of Cardiology, Department of Medicine
- Department of Pathology, and
| | | | | | - Shaina Alexandria
- Department of Preventive Medicine at Northwestern University Feinberg School of Medicine (NUFSM), Chicago, Illinois, USA
| | - Ching Man Wai
- Northwestern University Sequencing Core, Chicago, Illinois, USA
| | - Ricardo Tellez
- Division of Cardiology, Department of Medicine
- Department of Pathology, and
| | | | | | - Xinkun Wang
- Northwestern University Sequencing Core, Chicago, Illinois, USA
| | - Matthew Schipma
- Northwestern University Sequencing Core, Chicago, Illinois, USA
| | - Ryan Sisk
- Division of Cardiology, Department of Medicine
| | - Rishab Gulati
- La Jolla Institute of Immunology, La Jolla, California, USA
| | | | | | - Donald M. Lloyd-Jones
- Division of Cardiology, Department of Medicine
- Department of Preventive Medicine at Northwestern University Feinberg School of Medicine (NUFSM), Chicago, Illinois, USA
| | | | | | - Karen Ho
- Division of Vascular Surgery, NUFSM, Chicago, Illinois, USA
| | - Klaus Ley
- Immunology Center of Georgia, Augusta, Georgia, USA
| | - Chiara Giannarelli
- Department of Medicine and
- Department of Pathology, New York University, New York, New York, USA
| | | | - Matthew J. Feinstein
- Division of Cardiology, Department of Medicine
- Department of Pathology, and
- Department of Preventive Medicine at Northwestern University Feinberg School of Medicine (NUFSM), Chicago, Illinois, USA
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11
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Kiss MG, Papac-Miličević N, Porsch F, Tsiantoulas D, Hendrikx T, Takaoka M, Dinh HQ, Narzt MS, Göderle L, Ozsvár-Kozma M, Schuster M, Fortelny N, Hladik A, Knapp S, Gruber F, Pickering MC, Bock C, Swirski FK, Ley K, Zernecke A, Cochain C, Kemper C, Mallat Z, Binder CJ. Cell-autonomous regulation of complement C3 by factor H limits macrophage efferocytosis and exacerbates atherosclerosis. Immunity 2023; 56:1809-1824.e10. [PMID: 37499656 PMCID: PMC10529786 DOI: 10.1016/j.immuni.2023.06.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Revised: 10/21/2022] [Accepted: 06/30/2023] [Indexed: 07/29/2023]
Abstract
Complement factor H (CFH) negatively regulates consumption of complement component 3 (C3), thereby restricting complement activation. Genetic variants in CFH predispose to chronic inflammatory disease. Here, we examined the impact of CFH on atherosclerosis development. In a mouse model of atherosclerosis, CFH deficiency limited plaque necrosis in a C3-dependent manner. Deletion of CFH in monocyte-derived inflammatory macrophages propagated uncontrolled cell-autonomous C3 consumption without downstream C5 activation and heightened efferocytotic capacity. Among leukocytes, Cfh expression was restricted to monocytes and macrophages, increased during inflammation, and coincided with the accumulation of intracellular C3. Macrophage-derived CFH was sufficient to dampen resolution of inflammation, and hematopoietic deletion of CFH in atherosclerosis-prone mice promoted lesional efferocytosis and reduced plaque size. Furthermore, we identified monocyte-derived inflammatory macrophages expressing C3 and CFH in human atherosclerotic plaques. Our findings reveal a regulatory axis wherein CFH controls intracellular C3 levels of macrophages in a cell-autonomous manner, evidencing the importance of on-site complement regulation in the pathogenesis of inflammatory diseases.
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Affiliation(s)
- Máté G Kiss
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria; CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.
| | | | - Florentina Porsch
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria; CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Dimitrios Tsiantoulas
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria; Division of Cardiovascular Medicine, Department of Medicine, University of Cambridge, Cambridge, UK
| | - Tim Hendrikx
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria
| | - Minoru Takaoka
- Division of Cardiovascular Medicine, Department of Medicine, University of Cambridge, Cambridge, UK
| | - Huy Q Dinh
- McArdle Laboratory for Cancer Research, University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA
| | - Marie-Sophie Narzt
- Department of Dermatology, Medical University of Vienna, Vienna, Austria
| | - Laura Göderle
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria
| | - Mária Ozsvár-Kozma
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria
| | - Michael Schuster
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Nikolaus Fortelny
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria; Department of Biosciences and Medical Biology, University of Salzburg, Salzburg, Austria
| | - Anastasiya Hladik
- Department of Medicine I, Laboratory of Infection Biology, Medical University of Vienna, Vienna, Austria
| | - Sylvia Knapp
- Department of Medicine I, Laboratory of Infection Biology, Medical University of Vienna, Vienna, Austria
| | - Florian Gruber
- Department of Dermatology, Medical University of Vienna, Vienna, Austria
| | | | - Christoph Bock
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria; Medical University of Vienna, Institute of Artificial Intelligence, Center for Medical Data Science, Vienna, Austria
| | - Filip K Swirski
- Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Klaus Ley
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA
| | - Alma Zernecke
- Institute of Experimental Biomedicine, University Hospital Würzburg, Würzburg, Germany
| | - Clément Cochain
- Institute of Experimental Biomedicine, University Hospital Würzburg, Würzburg, Germany; Comprehensive Heart Failure Center Würzburg, University Hospital Würzburg, Würzburg, Germany
| | - Claudia Kemper
- Inflammation Research Section, National Heart, Lung and Blood Institute, Bethesda, MD 20892, USA
| | - Ziad Mallat
- Division of Cardiovascular Medicine, Department of Medicine, University of Cambridge, Cambridge, UK; Institut National de la Santé et de la Recherche Médicale, Paris Cardiovascular Research Center, Paris, France
| | - Christoph J Binder
- Department of Laboratory Medicine, Medical University of Vienna, Vienna, Austria; CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.
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12
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Fusco L, Gazzi A, Shuck CE, Orecchioni M, Ahmed EI, Giro L, Zavan B, Yilmazer A, Ley K, Bedognetti D, Gogotsi Y, Delogu LG. V 4 C 3 MXene Immune Profiling and Modulation of T Cell-Dendritic Cell Function and Interaction. Small Methods 2023; 7:e2300197. [PMID: 37291737 DOI: 10.1002/smtd.202300197] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 05/09/2023] [Indexed: 06/10/2023]
Abstract
Although vanadium-based metallodrugs are recently explored for their effective anti-inflammatory activity, they frequently cause undesired side effects. Among 2D nanomaterials, transition metal carbides (MXenes) have received substantial attention for their promise as biomedical platforms. It is hypothesized that vanadium immune properties can be extended to MXene compounds. Therefore, vanadium carbide MXene (V4 C3 ) is synthetized, evaluating its biocompatibility and intrinsic immunomodulatory effects. By combining multiple experimental approaches in vitro and ex vivo on human primary immune cells, MXene effects on hemolysis, apoptosis, necrosis, activation, and cytokine production are investigated. Furthermore, V4 C3 ability is demonstrated to inhibit T cell-dendritic cell interactions, evaluating the modulation of CD40-CD40 ligand interaction, two key costimulatory molecules for immune activation. The material biocompatibility at the single-cell level on 17 human immune cell subpopulations by single-cell mass cytometry is confirmed. Finally, the molecular mechanism underlying V4 C3 immune modulation is explored, demonstrating a MXene-mediated downregulation of antigen presentation-associated genes in primary human immune cells. The findings set the basis for further V4 C3 investigation and application as a negative modulator of the immune response in inflammatory and autoimmune diseases.
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Affiliation(s)
- Laura Fusco
- ImmuneNano Laboratory, Department of Biomedical Sciences, University of Padua, Padua, 35121, Italy
- A. J. Drexel Nanomaterials Institute and Department of Materials Science and Engineering, Drexel University, Philadelphia, PA, 19104, USA
- Translational Medicine Department, Sidra Medicine, Doha, Qatar
| | - Arianna Gazzi
- ImmuneNano Laboratory, Department of Biomedical Sciences, University of Padua, Padua, 35121, Italy
| | - Christopher E Shuck
- A. J. Drexel Nanomaterials Institute and Department of Materials Science and Engineering, Drexel University, Philadelphia, PA, 19104, USA
| | | | - Eiman I Ahmed
- Translational Medicine Department, Sidra Medicine, Doha, Qatar
| | - Linda Giro
- ImmuneNano Laboratory, Department of Biomedical Sciences, University of Padua, Padua, 35121, Italy
| | - Barbara Zavan
- Department of Medical Sciences, University of Ferrara, Ferrara, 44121, Italy
- Maria Cecilia Hospital, GVM Care & Research, Ravenna, 48033, Italy
| | - Açelya Yilmazer
- Stem Cell Institute, Ankara University, Ankara, 06520, Turkey
- Department of Biomedical Engineering, Ankara University, Ankara, 06830, Turkey
| | - Klaus Ley
- La Jolla Institute for Immunology, San Diego, CA, 92037, USA
| | - Davide Bedognetti
- Translational Medicine Department, Sidra Medicine, Doha, Qatar
- Department of Internal Medicine and Medical Specialties, University of Genoa, Genoa, 16132, Italy
- College of Health and Life Sciences, Hamad Bin Khalifa University, Doha, Qatar
| | - Yury Gogotsi
- A. J. Drexel Nanomaterials Institute and Department of Materials Science and Engineering, Drexel University, Philadelphia, PA, 19104, USA
| | - Lucia Gemma Delogu
- ImmuneNano Laboratory, Department of Biomedical Sciences, University of Padua, Padua, 35121, Italy
- New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
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13
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Lyu Q, Wang Y, Ley K. Mast cells must stick. J Leukoc Biol 2023; 114:109-110. [PMID: 37284819 PMCID: PMC10885734 DOI: 10.1093/jleuko/qiad067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Revised: 05/05/2023] [Accepted: 05/22/2023] [Indexed: 06/08/2023] Open
Affiliation(s)
- Qingkang Lyu
- Immunology Center of Georgia, Augusta University, 1410 Laney Walker Blvd, Augusta, GA 30912, United States
| | - Yan Wang
- Immunology Center of Georgia, Augusta University, 1410 Laney Walker Blvd, Augusta, GA 30912, United States
| | - Klaus Ley
- Immunology Center of Georgia, Augusta University, 1410 Laney Walker Blvd, Augusta, GA 30912, United States
- Department of Physiology, Augusta University, 1410 Laney Walker Blvd, Augusta, GA 30912, United States
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14
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Zernecke A, Erhard F, Weinberger T, Schulz C, Ley K, Saliba AE, Cochain C. Integrated single-cell analysis-based classification of vascular mononuclear phagocytes in mouse and human atherosclerosis. Cardiovasc Res 2023; 119:1676-1689. [PMID: 36190844 PMCID: PMC10325698 DOI: 10.1093/cvr/cvac161] [Citation(s) in RCA: 26] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Revised: 08/09/2022] [Accepted: 09/24/2022] [Indexed: 11/13/2022] Open
Abstract
AIMS Accumulation of mononuclear phagocytes [monocytes, macrophages, and dendritic cells (DCs)] in the vessel wall is a hallmark of atherosclerosis. Using integrated single-cell analysis of mouse and human atherosclerosis, we here aimed to refine the nomenclature of mononuclear phagocytes in atherosclerotic vessels and to compare their transcriptomic profiles in mouse and human disease. METHODS AND RESULTS We integrated 12 single-cell RNA-sequencing (scRNA-seq) datasets of immune cells isolated from healthy or atherosclerotic mouse aortas, and data from 11 patients (n = 4 coronary vessels, n = 7 carotid endarterectomy specimens) from two studies. Integration of mouse data identified subpopulations with discrete transcriptomic signatures within previously described populations of aortic resident (Lyve1), inflammatory (Il1b), as well as foamy (Trem2hi) macrophages. We identified unique transcriptomic features distinguishing aortic intimal resident macrophages from atherosclerosis-associated Trem2hi macrophages. Also, populations of Xcr1+ Type 1 classical DCs (cDC1), Cd209a+ cDC2, and mature DCs (Ccr7, Fscn1) with a 'mreg-DC' signature were detected. In humans, we uncovered macrophage and DC populations with gene expression patterns similar to those observed in mice. In particular, core transcripts of the foamy/Trem2hi signature (TREM2, SPP1, GPNMB, CD9) mapped to a specific population of macrophages in human lesions. Comparison of mouse and human data and direct cross-species data integration suggested transcriptionally similar macrophage and DC populations in mice and humans. CONCLUSIONS We refined the nomenclature of mononuclear phagocytes in mouse atherosclerotic vessels, and show conserved transcriptomic features of macrophages and DCs in atherosclerosis in mice and humans, emphasizing the relevance of mouse models to study mononuclear phagocytes in atherosclerosis.
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Affiliation(s)
- Alma Zernecke
- Institute of Experimental Biomedicine, University Hospital Würzburg, Josef Schneider Str. 2, 97080 Würzburg, Germany
| | - Florian Erhard
- Institute for Virology and Immunobiology, Julius-Maximilians-University Würzburg, Versbacher Straße 7, 97078 Würzburg, Germany
| | - Tobias Weinberger
- Medizinische Klinik und Poliklinik I, Klinikum der Universität, Ludwig-Maximilians-Universität, Campus Großhadern Marchioninistraße 15, 81377 Munich, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
| | - Christian Schulz
- Medizinische Klinik und Poliklinik I, Klinikum der Universität, Ludwig-Maximilians-Universität, Campus Großhadern Marchioninistraße 15, 81377 Munich, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
| | - Klaus Ley
- La Jolla Institute for Immunology, 9420 Athena Circle La Jolla, CA 92037, USA
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA
- Immunology Center of Georgia, Augusta University, Augusta, GA 30912, USA
| | - Antoine-Emmanuel Saliba
- Helmholtz Institute for RNA-based Infection Research (HIRI), Helmholtz-Center for Infection Research (HZI), Josef Schneider Str. 2, 97080 Würzburg, Germany
| | - Clément Cochain
- Institute of Experimental Biomedicine, University Hospital Würzburg, Josef Schneider Str. 2, 97080 Würzburg, Germany
- Comprehensive Heart Failure Center Würzburg, University Hospital Würzburg, Am Schwarzenberg 15, 97078 Würzburg, Germany
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15
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Lin J, Ehinger E, Hanna DB, Qi Q, Wang T, Ghosheh Y, Mueller K, Anastos K, Lazar JM, Mack WJ, Tien PC, Berman JW, Cohen MH, Ofotokun I, Gange S, Liu C, Heath SL, Tracy RP, Hodis HN, Landay AL, Ley K, Kaplan RC. HIV infection and cardiovascular disease have both shared and distinct monocyte gene expression features: Women's Interagency HIV study. PLoS One 2023; 18:e0285926. [PMID: 37205656 PMCID: PMC10198505 DOI: 10.1371/journal.pone.0285926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Accepted: 05/04/2023] [Indexed: 05/21/2023] Open
Abstract
Persistent inflammation contributes to the development of cardiovascular disease (CVD) as an HIV-associated comorbidity. Innate immune cells such as monocytes are major drivers of inflammation in men and women with HIV. The study objectives are to examine the contribution of circulating non-classical monocytes (NCM, CD14dimCD16+) and intermediate monocytes (IM, CD14+CD16+) to the host response to long-term HIV infection and HIV-associated CVD. Women with and without chronic HIV infection (H) were studied. Subclinical CVD (C) was detected as plaques imaged by B-mode carotid artery ultrasound. The study included H-C-, H+C-, H-C+, and H+C+ participants (23 of each, matched on race/ethnicity, age and smoking status), selected from among enrollees in the Women's Interagency HIV Study. We assessed transcriptomic features associated with HIV or CVD alone or comorbid HIV/CVD comparing to healthy (H-C-) participants in IM and NCM isolated from peripheral blood mononuclear cells. IM gene expression was little affected by HIV alone or CVD alone. In IM, coexisting HIV and CVD produced a measurable gene transcription signature, which was abolished by lipid-lowering treatment. In NCM, versus non-HIV controls, women with HIV had altered gene expression, irrespective of whether or not they had comorbid CVD. The largest set of differentially expressed genes was found in NCM among women with both HIV and CVD. Genes upregulated in association with HIV included several potential targets of drug therapies, including LAG3 (CD223). In conclusion, circulating monocytes from patients with well controlled HIV infection demonstrate an extensive gene expression signature which may be consistent with the ability of these cells to serve as potential viral reservoirs. Gene transcriptional changes in HIV patients were further magnified in the presence of subclinical CVD.
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Affiliation(s)
- Juan Lin
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, United States of America
| | - Erik Ehinger
- Department of Inflammation Biology, La Jolla Institute for Allergy and Immunology, La Jolla, CA, United States of America
| | - David B. Hanna
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, United States of America
| | - Qibin Qi
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, United States of America
| | - Tao Wang
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, United States of America
| | - Yanal Ghosheh
- Department of Inflammation Biology, La Jolla Institute for Allergy and Immunology, La Jolla, CA, United States of America
| | - Karin Mueller
- Department of Cardiology, Eberhard Karls University, Tuebingen University Hospital, Tuebingen, Germany
| | - Kathryn Anastos
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, United States of America
- Department of Medicine, Albert Einstein College of Medicine, Bronx, NY, United States of America
| | - Jason M. Lazar
- Department of Medicine, Downstate Medical Center, State University of New York, Brooklyn, NY, United States of America
| | - Wendy J. Mack
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States of America
| | - Phyllis C. Tien
- Department of Medicine, and Department of Veterans Affairs, Medical Center, University of California, San Francisco, San Francisco, CA, United States of America
| | - Joan W. Berman
- Department of Pathology, Albert Einstein College of Medicine, Bronx, NY, United States of America
| | - Mardge H. Cohen
- Department of Medicine, John Stroger Hospital and Rush University, Chicago, IL, United States of America
| | - Igho Ofotokun
- Department of Medicine, Infectious Disease Division and Grady Health Care System, Emory University School of Medicine, Atlanta, GA, United States of America
| | - Stephen Gange
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States of America
| | - Chenglong Liu
- Department of Medicine, Georgetown University Medical Center, Washington, DC, United States of America
| | - Sonya L. Heath
- Department of Medicine, University of Alabama at Birmingham, Birmingham, AL, United States of America
| | - Russell P. Tracy
- Department of Pathology & Laboratory Medicine and Biochemistry, University of Vermont Larner College of Medicine, Colchester, VT, United States of America
| | - Howard N. Hodis
- Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States of America
| | - Alan L. Landay
- Department of Internal Medicine, Rush University Medical Center, Chicago, IL, United States of America
| | - Klaus Ley
- Department of Inflammation Biology, La Jolla Institute for Allergy and Immunology, La Jolla, CA, United States of America
- Department of Bioengineering, University of California San Diego, San Diego, CA, United States of America
| | - Robert C. Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, United States of America
- Fred Hutchinson Cancer Research Center, Division of Public Health Sciences, Seattle, WA, United States of America
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16
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Li W, Wen L, Rathod B, Gingras AC, Ley K, Lee HS. Kindlin2 enables EphB/ephrinB bi-directional signaling to support vascular development. Life Sci Alliance 2023; 6:e202201800. [PMID: 36574991 PMCID: PMC9795039 DOI: 10.26508/lsa.202201800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 12/09/2022] [Accepted: 12/12/2022] [Indexed: 12/28/2022] Open
Abstract
Direct contact between cells expressing either ephrin ligands or Eph receptor tyrosine kinase produces diverse developmental responses. Transmembrane ephrinB ligands play active roles in transducing bi-directional signals downstream of EphB/ephrinB interaction. However, it has not been well understood how ephrinB relays transcellular signals to neighboring cells and what intracellular effectors are involved. Here, we report that kindlin2 can mediate bi-directional ephrinB signaling through binding to a highly conserved NIYY motif in the ephrinB2 cytoplasmic tail. We show this interaction is important for EphB/ephrinB-mediated integrin activation in mammalian cells and for blood vessel morphogenesis during zebrafish development. A mixed two-cell population study revealed that kindlin2 (in ephrinB2-expressing cells) modulates transcellular EphB4 activation by promoting ephrinB2 clustering. This mechanism is also operative for EphB2/ephrinB1, suggesting that kindlin2-mediated regulation is conserved for EphB/ephrinB signaling pathways. Together, these findings show that kindlin2 enables EphB4/ephrinB2 bi-directional signal transmission.
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Affiliation(s)
- Wenqing Li
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Lai Wen
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Bhavisha Rathod
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Sinai Health System, Toronto, Canada
| | - Anne-Claude Gingras
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Sinai Health System, Toronto, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Ho-Sup Lee
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
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17
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Wang Z, Zhang X, Lu S, Zhang C, Ma Z, Su R, Li Y, Sun T, Li Y, Hong M, Deng X, Monjezi MR, Hristov M, Steffens S, Santovito D, Dornmair K, Ley K, Weber C, Mohanta SK, Habenicht AJR, Yin C. Pairing of single-cell RNA analysis and T cell antigen receptor profiling indicates breakdown of T cell tolerance checkpoints in atherosclerosis. Nat Cardiovasc Res 2023; 2:290-306. [PMID: 37621765 PMCID: PMC10448629 DOI: 10.1038/s44161-023-00218-w] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 01/18/2023] [Indexed: 08/26/2023]
Abstract
Atherosclerotic plaques form in the inner layer of arteries triggering heart attacks and strokes. Although T cells have been detected in atherosclerosis, tolerance dysfunction as a disease driver remains unexplored. Here we examine tolerance checkpoints in atherosclerotic plaques, artery tertiary lymphoid organs and lymph nodes in mice burdened by advanced atherosclerosis, via single-cell RNA sequencing paired with T cell antigen receptor sequencing. Complex patterns of deteriorating peripheral T cell tolerance were observed being most pronounced in plaques followed by artery tertiary lymphoid organs, lymph nodes and blood. Affected checkpoints included clonal expansion of CD4+, CD8+ and regulatory T cells; aberrant tolerance-regulating transcripts of clonally expanded T cells; T cell exhaustion; Treg-TH17 T cell conversion; and dysfunctional antigen presentation. Moreover, single-cell RNA-sequencing profiles of human plaques revealed that the CD8+ T cell tolerance dysfunction observed in mouse plaques was shared in human coronary and carotid artery plaques. Thus, our data support the concept of atherosclerosis as a bona fide T cell autoimmune disease targeting the arterial wall.
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Affiliation(s)
- Zhihua Wang
- Division of Vascular Surgery, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
- Institute of Precision Medicine, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- These authors contributed equally: Zhihua Wang, Xi Zhang, Shu Lu, Andreas J. R. Habenicht, Changjun Yin
| | - Xi Zhang
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
- These authors contributed equally: Zhihua Wang, Xi Zhang, Shu Lu, Andreas J. R. Habenicht, Changjun Yin
| | - Shu Lu
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
- These authors contributed equally: Zhihua Wang, Xi Zhang, Shu Lu, Andreas J. R. Habenicht, Changjun Yin
| | - Chuankai Zhang
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
- Institute of Precision Medicine, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- Department of Oncology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Zhe Ma
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
| | - Rui Su
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
| | - Yuanfang Li
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
| | - Ting Sun
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
| | - Yutao Li
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
| | - Mingyang Hong
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
| | - Xinyi Deng
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
| | - Mohammad Rafiee Monjezi
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
| | - Michael Hristov
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
| | - Sabine Steffens
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
- German Center for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
| | - Donato Santovito
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
- German Center for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
- Institute for Genetic and Biomedical Research (IRGB), Unit of Milan, National Research Council, Milan, Italy
| | - Klaus Dornmair
- Munich Cluster of Systems Neurology (SyNergy), Ludwig-Maximilians-University, Munich, Germany
- Institute of Clinical Neuroimmunology, University Hospital, Ludwig-Maximilians-University, Munich, Germany
| | - Klaus Ley
- Immunology Center of Georgia (IMMCG), Augusta University, Augusta, GA, USA
| | - Christian Weber
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
- Munich Cluster of Systems Neurology (SyNergy), Ludwig-Maximilians-University, Munich, Germany
- Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, Maastricht, the Netherlands
| | - Sarajo K. Mohanta
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
- German Center for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
| | - Andreas J. R. Habenicht
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
- German Center for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
- These authors contributed equally: Zhihua Wang, Xi Zhang, Shu Lu, Andreas J. R. Habenicht, Changjun Yin
| | - Changjun Yin
- Division of Vascular Surgery, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- Institute for Cardiovascular Prevention (IPEK), Ludwig-Maximilians-University, Munich, Germany
- Institute of Precision Medicine, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
- German Center for Cardiovascular Research (DZHK), partner site Munich Heart Alliance, Munich, Germany
- These authors contributed equally: Zhihua Wang, Xi Zhang, Shu Lu, Andreas J. R. Habenicht, Changjun Yin
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18
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Lyu Q, Ley K. How Lymphatic Endothelial Cells Destabilize Regulatory T Cells. Arterioscler Thromb Vasc Biol 2023; 43:215-217. [PMID: 36579643 PMCID: PMC10108378 DOI: 10.1161/atvbaha.122.318849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Affiliation(s)
- Qingkang Lyu
- Immunology Center of Georgia (Q.L., K.L.), Augusta University
| | - Klaus Ley
- Immunology Center of Georgia (Q.L., K.L.), Augusta University.,Department of Physiology (K.L.), Augusta University
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19
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Nettersheim FS, Ghosheh Y, Winkels H, Kobiyama K, Durant C, Armstrong SS, Brunel S, Roy P, Dileepan T, Jenkins MK, Zajonc DM, Ley K. Single-cell transcriptomes and T cell receptors of vaccine-expanded apolipoprotein B-specific T cells. Front Cardiovasc Med 2023; 9:1076808. [PMID: 36684560 PMCID: PMC9849899 DOI: 10.3389/fcvm.2022.1076808] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Accepted: 12/05/2022] [Indexed: 01/07/2023] Open
Abstract
Atherosclerotic cardiovascular diseases are the major cause of death worldwide. CD4 T cells responding to Apolipoprotein B (ApoB), the core protein of most lipoproteins, have been identified as critical disease modulators. In healthy individuals, ApoB-reactive (ApoB+) CD4 T cells are mostly regulatory T cells (Tregs), which exert anti-inflammatory effects. Yet, they may obtain pro-inflammatory features and thus become proatherogenic. Evidence from animal studies suggests that vaccination against certain major histocompatibility complex (MHC) II-binding ApoB peptides induces an expansion of ApoB+ Tregs and thus confers atheroprotection. To date, in-depth phenotyping of vaccine-expanded ApoB+ T cells has not yet been performed. To this end, we vaccinated C57BL/6J mice with the ApoB-peptide P6 (ApoB978-993 TGAYSNASSTESASY) and performed single-cell RNA sequencing of tetramer-sorted P6+ T cells. P6+ cells were clonally expanded (one major, two minor clones) and formed a transcriptional cluster distinct from clusters mainly containing non-expanded P6+ and P6- cells. Transcriptomic profiling revealed that most expanded P6+ cells had a strong Treg signature and highly expressed genes mediating suppressive functions. Yet, some expanded P6+ cells only had a residual Treg signature and expressed genes related to T helper 1 (TH1) cells, which are proatherogenic. Modeling the T cell receptor (TCR) and P6:MHC-II interaction showed that only three amino acid residues in the α and β chain contact the P6 peptide in the MHC-II groove and thus determine the specificity of this TCR to P6. Our data begin to reveal the vaccination-induced response to an ApoB epitope.
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Affiliation(s)
- Felix Sebastian Nettersheim
- La Jolla Institute for Immunology, La Jolla, CA, United States
- Department of Cardiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Yanal Ghosheh
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Holger Winkels
- La Jolla Institute for Immunology, La Jolla, CA, United States
- Department of Cardiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Kouji Kobiyama
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | | | | | - Simon Brunel
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Payel Roy
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Thamotharampillai Dileepan
- Department of Microbiology and Immunology, University of Minnesota Medical School, Minneapolis, MN, United States
| | - Marc K. Jenkins
- Department of Microbiology and Immunology, University of Minnesota Medical School, Minneapolis, MN, United States
| | - Dirk M. Zajonc
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA, United States
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States
- Immunology Center of Georgia (IMMCG), Augusta University, Augusta, GA, United States
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20
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Orecchioni M, Wolf D, Suryawanshi V, Winkels H, Kobiyama K, Makings J, Kiosses WB, Ley K. Deleting interleukin-10 from myeloid cells exacerbates atherosclerosis in Apoe -/- mice. Cell Mol Life Sci 2022; 80:10. [PMID: 36496494 PMCID: PMC10141524 DOI: 10.1007/s00018-022-04649-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 05/06/2022] [Revised: 11/05/2022] [Accepted: 11/23/2022] [Indexed: 12/13/2022]
Abstract
Atherosclerosis is initiated by subendothelial retention of lipoproteins and cholesterol, which triggers a non-resolving inflammatory process that over time leads to plaque progression in the artery wall. Myeloid cells and in particular macrophages are the primary drivers of the inflammatory response and plaque formation. Several immune cells including macrophages, T cells and B cells secrete the anti-inflammatory cytokine IL-10, known to be essential for the atherosclerosis protection. The cellular source of IL-10 in natural atherosclerosis progression is unknown. This study aimed to determine the main IL10-producing cell type in atherosclerosis. To do so, we crossed VertX mice, in which IRES-green fluorescent protein (eGFP) was placed downstream of exon 5 of the Il10 gene, with atherosclerosis-prone Apoe-/- mice. We found that myeloid cells express high levels of IL-10 in VertX Apoe-/- mice in both chow and western-diet fed mice. By single cell RNA sequencing and flow cytometry analysis, we identified resident and inflammatory macrophages in atherosclerotic plaques as the main IL-10 producers. To address whether IL-10 secreted by myeloid cells is essential for the protection, we utilized LyzMCre+Il10fl/fl mice crossed into the Apoe-/- background and confirmed that macrophages were unable to secrete IL-10. Chow and western diet-fed LyzMCre+Il10fl/fl Apoe-/- mice developed significantly larger atherosclerotic plaques as measured by en face morphometry than LyzMCre-Il10 fl/flApoe-/-. Flow cytometry and cytokine measurements suggest that the depletion of IL-10 in myeloid cells increases Th17 cells with elevated CCL2, and TNFα in blood plasma. We conclude that macrophage-derived IL-10 is critical for limiting atherosclerosis in mice.
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Affiliation(s)
- Marco Orecchioni
- La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA.
| | - Dennis Wolf
- Cardiology and Angiology I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Vasantika Suryawanshi
- La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA
| | - Holger Winkels
- Department of Cardiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Kouji Kobiyama
- Division of Vaccine Science, Department of Microbiology and Immunology, The Institute of Medical Science, The University of Tokyo, Tokyo, Japan
| | - Jeffrey Makings
- La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA
| | - William B Kiosses
- Histology and Microscopy Core Facility, La Jolla Institute for Immunology, La Jolla, CA, 92037, USA
| | - Klaus Ley
- La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA. .,Department of Bioengineering, University of California San Diego, La Jolla, CA, 92093, USA. .,Immunology Center of Georgia (IMMCG), Augusta University, Augusta, GA, 30912, USA.
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21
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Nettersheim FS, Armstrong SS, Durant C, Blanco-Dominguez R, Roy P, Orecchioni M, Suryawanshi V, Ley K. Titration of 124 antibodies using CITE-Seq on human PBMCs. Sci Rep 2022; 12:20817. [PMID: 36460735 PMCID: PMC9718773 DOI: 10.1038/s41598-022-24371-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Accepted: 11/14/2022] [Indexed: 12/04/2022] Open
Abstract
Single-cell RNA-sequencing (scRNA-Seq) is widely used to characterize immune cell populations. However, mRNA levels correlate poorly with expression of surface proteins, which are well established to define immune cell types. CITE-Seq (cellular indexing of transcriptomes and epitopes by sequencing) utilizes oligonucleotide-tagged antibodies to simultaneously analyze surface phenotypes and transcriptomes. Considering the high costs of adding surface phenotyping to scRNA-Seq, we aimed to determine which of 188 tested CITE-Seq antibodies can detect their antigens on human peripheral blood mononuclear cells (PBMCs), a commonly interrogated cell population in immunology, and find the optimal concentration for staining. The recommended concentration was optimal for 76 antibodies, whereas staining quality of 7 antibodies improved when the concentration was doubled. 33 and 8 antibodies still worked well when the concentration was reduced to 1/5 or 1/25, respectively. 64 antigens were not detected at any antibody concentration. Optimizing the antibody panel by removing antibodies not able to detect their target antigens and adjusting concentrations of the remaining antibodies will improve the analysis and may reduce costs. In conclusion, our data are a resource for building an informative and cost-effective panel of CITE-Seq antibodies and use them at their optimal concentrations in future CITE-seq experiments on human PBMCs.
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Affiliation(s)
- Felix Sebastian Nettersheim
- La Jolla Institute for Immunology, La Jolla, CA, 92037, USA
- Department of Cardiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, 50937, Cologne, Germany
| | | | | | - Rafael Blanco-Dominguez
- La Jolla Institute for Immunology, La Jolla, CA, 92037, USA
- Centro Nacional de Investigaciones Cardiovasculares, 28029, Madrid, Spain
| | - Payel Roy
- La Jolla Institute for Immunology, La Jolla, CA, 92037, USA
| | | | | | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA, 92037, USA.
- Department of Bioengineering, University of California, San Diego, San Diego, CA, 92093, USA.
- Immunology Center of Georgia (IMMCG), Augusta University, Augusta, GA, 30912, USA.
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22
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Lai CC, Nelsen B, Frias-Anaya E, Gallego-Gutierrez H, Orecchioni M, Herrera V, Ortiz E, Sun H, Mesarwi OA, Ley K, Gongol B, Lopez-Ramirez MA. Neuroinflammation Plays a Critical Role in Cerebral Cavernous Malformation Disease. Circ Res 2022; 131:909-925. [PMID: 36285625 PMCID: PMC9669201 DOI: 10.1161/circresaha.122.321129] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 10/11/2022] [Indexed: 01/26/2023]
Abstract
BACKGROUND Cerebral cavernous malformations (CCMs) are neurovascular lesions caused by loss of function mutations in 1 of 3 genes, including KRIT1 (CCM1), CCM2, and PDCD10 (CCM3). CCMs affect ≈1 out of 200 children and adults, and no pharmacologic therapy is available. CCM lesion count, size, and aggressiveness vary widely among patients of similar ages with the same mutation or even within members of the same family. However, what determines the transition from quiescent lesions into mature and active (aggressive) CCM lesions is unknown. METHODS We use genetic, RNA-sequencing, histology, flow cytometry, and imaging techniques to report the interaction between CCM endothelium, astrocytes, leukocytes, microglia/macrophages, neutrophils (CCM endothelium, astrocytes, leukocytes, microglia/macrophages, neutrophils interaction) during the pathogenesis of CCMs in the brain tissue. RESULTS Expression profile of astrocytes in adult mouse brains using translated mRNAs obtained from the purification of EGFP (enhanced green fluorescent protein)-tagged ribosomes (Aldh1l1-EGFP/Rpl10a) in the presence or absence of CCM lesions (Slco1c1-iCreERT2;Pdcd10fl/fl; Pdcd10BECKO) identifies a novel gene signature for neuroinflammatory astrocytes. CCM-induced reactive astrocytes have a neuroinflammatory capacity by expressing genes involved in angiogenesis, chemotaxis, hypoxia signaling, and inflammation. RNA-sequencing analysis on RNA isolated from brain endothelial cells in chronic Pdcd10BECKO mice (CCM endothelium), identified crucial genes involved in recruiting inflammatory cells and thrombus formation through chemotaxis and coagulation pathways. In addition, CCM endothelium was associated with increased expression of Nlrp3 and Il1b. Pharmacological inhibition of NLRP3 (NOD [nucleotide-binding oligomerization domain]-' LRR [leucine-rich repeat]- and pyrin domain-containing protein 3) significantly decreased inflammasome activity as assessed by quantification of a fluorescent indicator of caspase-1 activity (FAM-FLICA [carboxyfluorescein-fluorochrome-labeled inhibitors of caspases] caspase-1) in brain endothelial cells from Pdcd10BECKO in chronic stage. Importantly, our results support the hypothesis of the crosstalk between astrocytes and CCM endothelium that can trigger recruitment of inflammatory cells arising from brain parenchyma (microglia) and the peripheral immune system (leukocytes) into mature active CCM lesions that propagate lesion growth, immunothrombosis, and bleedings. Unexpectedly, partial or total loss of brain endothelial NF-κB (nuclear factor κB) activity (using Ikkbfl/fl mice) in chronic Pdcd10BECKO mice does not prevent lesion genesis or neuroinflammation. Instead, this resulted in a trend increase in the number of lesions and immunothrombosis, suggesting that therapeutic approaches designed to target inflammation through endothelial NF-κB inhibition may contribute to detrimental side effects. CONCLUSIONS Our study reveals previously unknown links between neuroinflammatory astrocytes and inflamed CCM endothelium as contributors that trigger leukocyte recruitment and precipitate immunothrombosis in CCM lesions. However, therapeutic approaches targeting brain endothelial NF-κB activity may contribute to detrimental side effects.
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Affiliation(s)
| | - Bliss Nelsen
- Department of Medicine, University of California, San
Diego, La Jolla, California, USA
| | - Eduardo Frias-Anaya
- Department of Medicine, University of California, San
Diego, La Jolla, California, USA
| | | | - Marco Orecchioni
- Division of Inflammation Biology, La Jolla Institute for
Immunology, La Jolla, California, USA
| | - Victoria Herrera
- Department of Medicine, University of California, San
Diego, La Jolla, California, USA
| | - Elan Ortiz
- Department of Medicine, University of California, San
Diego, La Jolla, California, USA
| | - Hao Sun
- Department of Medicine, University of California, San
Diego, La Jolla, California, USA
| | - Omar A. Mesarwi
- Department of Medicine, University of California, San
Diego, La Jolla, California, USA
| | - Klaus Ley
- Division of Inflammation Biology, La Jolla Institute for
Immunology, La Jolla, California, USA
| | - Brendan Gongol
- Department of Health Sciences, Victor Valley College,
Victorville, California, USA
- Institute for Integrative Genome Biology, 1207F Genomics
Building, University of California, Riverside, CA 92521, USA
| | - Miguel Alejandro Lopez-Ramirez
- Department of Medicine, University of California, San
Diego, La Jolla, California, USA
- Department of Pharmacology, University of California, San
Diego, La Jolla, California, USA
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23
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Ley K, Boulanger CM. Small matters: Introduction to extracellular vesicles. Immunol Rev 2022; 312:4-5. [PMID: 36134519 DOI: 10.1111/imr.13140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Klaus Ley
- Immunology Center of Georgia (IMMCG), Augusta University, Augusta, Georgia USA
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24
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Fusco L, Gazzi A, Shuck CE, Orecchioni M, Alberti D, D'Almeida SM, Rinchai D, Ahmed E, Elhanani O, Rauner M, Zavan B, Grivel JC, Keren L, Pasqual G, Bedognetti D, Ley K, Gogotsi Y, Delogu LG. Immune Profiling and Multiplexed Label-Free Detection of 2D MXenes by Mass Cytometry and High-Dimensional Imaging. Adv Mater 2022; 34:e2205154. [PMID: 36207284 PMCID: PMC10915970 DOI: 10.1002/adma.202205154] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Revised: 07/22/2022] [Indexed: 06/16/2023]
Abstract
There is a critical unmet need to detect and image 2D materials within single cells and tissues while surveying a high degree of information from single cells. Here, a versatile multiplexed label-free single-cell detection strategy is proposed based on single-cell mass cytometry by time-of-flight (CyTOF) and ion-beam imaging by time-of-flight (MIBI-TOF). This strategy, "Label-free sINgle-cell tracKing of 2D matErials by mass cytometry and MIBI-TOF Design" (LINKED), enables nanomaterial detection and simultaneous measurement of multiple cell and tissue features. As a proof of concept, a set of 2D materials, transition metal carbides, nitrides, and carbonitrides (MXenes), is selected to ensure mass detection within the cytometry range while avoiding overlap with more than 70 currently available tags, each able to survey multiple biological parameters. First, their detection and quantification in 15 primary human immune cell subpopulations are demonstrated. Together with the detection, mass cytometry is used to capture several biological aspects of MXenes, such as their biocompatibility and cytokine production after their uptake. Through enzymatic labeling, MXenes' mediation of cell-cell interactions is simultaneously evaluated. In vivo biodistribution experiments using a mixture of MXenes in mice confirm the versatility of the detection strategy and reveal MXene accumulation in the liver, blood, spleen, lungs, and relative immune cell subtypes. Finally, MIBI-TOF is applied to detect MXenes in different organs revealing their spatial distribution. The label-free detection of 2D materials by mass cytometry at the single-cell level, on multiple cell subpopulations and in multiple organs simultaneously, will enable exciting new opportunities in biomedicine.
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Affiliation(s)
- Laura Fusco
- ImmuneNano Laboratory, Department of Biomedical Sciences, University of Padua, Padua, 35129, Italy
- A. J. Drexel Nanomaterials Institute and Department of Materials Science and Engineering, Drexel University, Philadelphia, PA, 19104, USA
- Human Immunology Division, Translational Medicine Department, Sidra Medicine, Doha, 26999, Qatar
| | - Arianna Gazzi
- ImmuneNano Laboratory, Department of Biomedical Sciences, University of Padua, Padua, 35129, Italy
- Department of Chemical and Pharmaceutical Sciences, University of Trieste, Trieste, 34127, Italy
| | - Christopher E Shuck
- A. J. Drexel Nanomaterials Institute and Department of Materials Science and Engineering, Drexel University, Philadelphia, PA, 19104, USA
| | | | - Dafne Alberti
- Laboratory of Synthetic Immunology, Oncology and Immunology Section, Department of Surgery Oncology and Gastroenterology, University of Padua, Padua, 35124, Italy
| | - Sènan Mickael D'Almeida
- Flow Cytometry Core Facility, School of Life Sciences, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, 1015, Switzerland
| | - Darawan Rinchai
- Human Immunology Division, Translational Medicine Department, Sidra Medicine, Doha, 26999, Qatar
| | - Eiman Ahmed
- Human Immunology Division, Translational Medicine Department, Sidra Medicine, Doha, 26999, Qatar
| | - Ofer Elhanani
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Martina Rauner
- Department of Medicine III, Center for Healthy Aging, Technical University Dresden, 01307, Dresden, Germany
| | - Barbara Zavan
- Department of Medical Sciences, University of Ferrara, Ferrara, 44121, Italy
- Maria Cecilia Hospital, GVM Care & Research, Ravenna, 48033, Italy
| | | | - Leeat Keren
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Giulia Pasqual
- Laboratory of Synthetic Immunology, Oncology and Immunology Section, Department of Surgery Oncology and Gastroenterology, University of Padua, Padua, 35124, Italy
| | - Davide Bedognetti
- Human Immunology Division, Translational Medicine Department, Sidra Medicine, Doha, 26999, Qatar
- Department of Internal Medicine and Medical Specialties, University of Genoa, Genoa, 16132, Italy
- College of Health and Life Sciences, Hamad Bin Khalifa University, Doha, 34110, Qatar
| | - Klaus Ley
- La Jolla Institute for Immunology, San Diego, CA, 92037, USA
- Immunology Center of Georgia (IMMCG), Augusta University, Augusta, GA, 30912, USA
| | - Yury Gogotsi
- A. J. Drexel Nanomaterials Institute and Department of Materials Science and Engineering, Drexel University, Philadelphia, PA, 19104, USA
| | - Lucia Gemma Delogu
- ImmuneNano Laboratory, Department of Biomedical Sciences, University of Padua, Padua, 35129, Italy
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25
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Marki A, Ley K. The expanding family of neutrophil-derived extracellular vesicles. Immunol Rev 2022; 312:52-60. [PMID: 35665941 PMCID: PMC10111154 DOI: 10.1111/imr.13103] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [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: 05/12/2022] [Revised: 05/20/2022] [Accepted: 05/23/2022] [Indexed: 12/15/2022]
Abstract
Neutrophils are immune cells involved in several inflammatory and homeostatic processes. Their capacity to release cargo can be classified based on whether the cargo is released on its own, or in conjunction with plasma membrane structures. Examples of plasma membrane-free secretion modes are degranulation, neutrophil extracellular trap (NET) release, and cytokine release through inflammasome formation. The most studied membrane-covered neutrophil-derived structures are exosomes and ectosomes that are collectively called extracellular vesicles (EV). Apoptotic vesicles are another recognized EV subtype. Over the last decade, additional membrane-covered neutrophil-derived structures were characterized: migratory cytoplasts, migrasomes, and elongated neutrophil-derived structures (ENDS). All these structures are smaller than the neutrophils, cannot reproduce themselves, and thus meet the latest consensus definition of EVs. In this review, we focus on the less well-studied neutrophil EVs: apoptotic vesicles, cytoplasts, migrasomes, and ENDS.
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Affiliation(s)
- Alex Marki
- AstraZeneca, Gaithersburg, Maryland, USA
| | - Klaus Ley
- La Jolla Institute for Immunology and Department of Bioengineering and Institute of Engineering in Medicine, University of California, San Diego, La Jolla, California, USA
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26
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Vallejo J, Saigusa R, Gulati R, Suthahar SSA, Suryawanshi V, Alimadadi A, Durant CP, Ghosheh Y, Roy P, Ehinger E, Pattarabanjird T, Hanna DB, Landay AL, Tracy RP, Lazar JM, Mack WJ, Weber KM, Adimora AA, Hodis HN, Tien PC, Ofotokun I, Heath SL, Shemesh A, McNamara CA, Lanier LL, Hedrick CC, Kaplan RC, Ley K. Author Correction: Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells. BMC Biol 2022; 20:237. [PMID: 36266696 PMCID: PMC9585771 DOI: 10.1186/s12915-022-01440-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Affiliation(s)
- Jenifer Vallejo
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Ryosuke Saigusa
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Rishab Gulati
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | | | | | - Ahmad Alimadadi
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | | | - Yanal Ghosheh
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Payel Roy
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Erik Ehinger
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Tanyaporn Pattarabanjird
- Carter Immunology Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA, USA
| | - David B Hanna
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Alan L Landay
- Department of Internal Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Russell P Tracy
- Departments of Pathology & Laboratory Medicine and Biochemistry, University of Vermont Larner College of Medicine, Colchester, VT, USA
| | - Jason M Lazar
- Department of Medicine, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Wendy J Mack
- Department of Medicine and Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Atherosclerosis Research Unit, University of Southern California, Los Angeles, CA, USA
| | - Kathleen M Weber
- Cook County Health/Hektoen Institute of Medicine, Chicago, IL, USA
| | - Adaora A Adimora
- Department of Medicine, University of North Carolina School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Howard N Hodis
- Department of Medicine and Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Atherosclerosis Research Unit, University of Southern California, Los Angeles, CA, USA
| | - Phyllis C Tien
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
- Department of Veterans Affairs Medical Center, San Francisco, CA, USA
| | - Igho Ofotokun
- Department of Medicine, Infectious Disease Division and Grady Health Care System, Emory University School of Medicine, Atlanta, GA, USA
| | - Sonya L Heath
- Department of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Avishai Shemesh
- Parker Institute for Cancer Immunotherapy, University of California, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, CA, USA
| | - Coleen A McNamara
- Carter Immunology Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Lewis L Lanier
- Parker Institute for Cancer Immunotherapy, University of California, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, CA, USA
| | - Catherine C Hedrick
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Robert C Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Fred Hutchinson Cancer Research Center, Public Health Sciences Division, Seattle, WA, USA
| | - Klaus Ley
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA.
- Department of Bioengineering, University of California San Diego, San Diego, CA, USA.
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA.
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27
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Abstract
Olfactory receptors (ORs) that bind odorous ligands are the largest family of G-protein-coupled receptors. In the olfactory epithelium, approximately 400 and 1,100 members are expressed in humans and mice, respectively. Growing evidence suggests the extranasal functions of ORs. Here, we review OR expression and function in macrophages, specialized innate immune cells involved in the detection, phagocytosis, and destruction of cellular debris and pathogens as well as the initiation of inflammatory responses. RNA sequencing data in mice suggest that up to 580 ORs may be expressed in macrophages. Macrophage OR expression is increased after treatment with the Toll-like receptor 4 ligand lipopolysaccharide, which also induces the transcription of inflammasome components. Triggering human OR6A2 or its mouse orthologue Olfr2 with their cognate ligand octanal induces inflammasome assembly and the secretion of IL-1β, which exacerbates atherosclerosis. Octanal is positively correlated with blood lipids like low-density lipoprotein -cholesterol in humans. Another OR, Olfr78, is activated by lactate, which promotes the generation of tumor-associated macrophages that dampen the immune response and promote tumor progression. Olfactory receptors in macrophages are a rich source of untapped opportunity for modulating inflammation. It is not known which of the many ORs expressed in macrophages promote or modulate inflammation. Progress in this area also requires deorphanizing more ORs and determining the sources of their ligands.
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Affiliation(s)
- Marco Orecchioni
- Department of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA, United States,*Correspondence: Marco Orecchioni, ; Klaus Ley,
| | - Hiroaki Matsunami
- Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, NC, United States
| | - Klaus Ley
- Department of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA, United States,Immunology Center of Georgia, Augusta University, Augusta, GA, United States,*Correspondence: Marco Orecchioni, ; Klaus Ley,
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28
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Wen L, Lyu Q, Ley K, Goult BT. Structural Basis of β2 Integrin Inside—Out Activation. Cells 2022; 11:cells11193039. [PMID: 36231001 PMCID: PMC9564206 DOI: 10.3390/cells11193039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Revised: 09/19/2022] [Accepted: 09/27/2022] [Indexed: 11/16/2022] Open
Abstract
β2 integrins are expressed on all leukocytes. Precise regulation of the β2 integrin is critical for leukocyte adhesion and trafficking. In neutrophils, β2 integrins participate in slow rolling. When activated by inside–out signaling, fully activated β2 integrins mediate rapid leukocyte arrest and adhesion. The two activation pathways, starting with selectin ligand engagement and chemokine receptor ligation, respectively, converge on phosphoinositide 3-kinase, talin-1, kindlin-3 and Rap1. Here, we focus on recent structural insights into autoinhibited talin-1 and autoinhibited trimeric kindlin-3. When activated, both talin-1 and kindlin-3 can bind the β2 cytoplasmic tail at separate but adjacent sites. We discuss possible pathways for talin-1 and kindlin-3 activation, recruitment to the plasma membrane, and their role in integrin activation. We propose new models of the final steps of integrin activation involving the complex of talin-1, kindlin-3, integrin and the plasma membrane.
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Affiliation(s)
- Lai Wen
- Department of Pharmacology, Center for Molecular and Cellular Signaling in the Cardiovascular System, Reno School of Medicine, University of Nevada, Reno, NV 89577, USA
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Qingkang Lyu
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA 92037, USA
- Immunology Center of Georgia, Augusta University, Augusta, GA 30912, USA
| | - Klaus Ley
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA 92037, USA
- Immunology Center of Georgia, Augusta University, Augusta, GA 30912, USA
| | - Benjamin T. Goult
- School of Biosciences, University of Kent, Canterbury CT2 7NJ, UK
- Correspondence: ; Tel.: +44-(0)1227-816-142
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29
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Vallejo J, Saigusa R, Gulati R, Armstrong Suthahar SS, Suryawanshi V, Alimadadi A, Durant CP, Ghosheh Y, Roy P, Ehinger E, Pattarabanjird T, Hanna DB, Landay AL, Tracy RP, Lazar JM, Mack WJ, Weber KM, Adimora AA, Hodis HN, Tien PC, Ofotokun I, Heath SL, Shemesh A, McNamara CA, Lanier LL, Hedrick CC, Kaplan RC, Ley K. Combined protein and transcript single-cell RNA sequencing in human peripheral blood mononuclear cells. BMC Biol 2022; 20:193. [PMID: 36045343 PMCID: PMC9434837 DOI: 10.1186/s12915-022-01382-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Accepted: 08/01/2022] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND Cryopreserved peripheral blood mononuclear cells (PBMCs) are frequently collected and provide disease- and treatment-relevant data in clinical studies. Here, we developed combined protein (40 antibodies) and transcript single-cell (sc)RNA sequencing (scRNA-seq) in PBMCs. RESULTS Among 31 participants in the Women's Interagency HIV Study (WIHS), we sequenced 41,611 cells. Using Boolean gating followed by Seurat UMAPs (tool for visualizing high-dimensional data) and Louvain clustering, we identified 50 subsets among CD4+ T, CD8+ T, B, NK cells, and monocytes. This resolution was superior to flow cytometry, mass cytometry, or scRNA-seq without antibodies. Combined protein and transcript scRNA-seq allowed for the assessment of disease-related changes in transcriptomes and cell type proportions. As a proof-of-concept, we showed such differences between healthy and matched individuals living with HIV with and without cardiovascular disease. CONCLUSIONS In conclusion, combined protein and transcript scRNA sequencing is a suitable and powerful method for clinical investigations using PBMCs.
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Affiliation(s)
- Jenifer Vallejo
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Ryosuke Saigusa
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Rishab Gulati
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | | | | | - Ahmad Alimadadi
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | | | - Yanal Ghosheh
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Payel Roy
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Erik Ehinger
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Tanyaporn Pattarabanjird
- Carter Immunology Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA, USA
| | - David B Hanna
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Alan L Landay
- Department of Internal Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Russell P Tracy
- Departments of Pathology & Laboratory Medicine and Biochemistry, University of Vermont Larner College of Medicine, Colchester, VT, USA
| | - Jason M Lazar
- Department of Medicine, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Wendy J Mack
- Department of Medicine and Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Atherosclerosis Research Unit, University of Southern California, Los Angeles, CA, USA
| | - Kathleen M Weber
- Cook County Health/Hektoen Institute of Medicine, Chicago, IL, USA
| | - Adaora A Adimora
- Department of Medicine, University of North Carolina School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Howard N Hodis
- Department of Medicine and Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Atherosclerosis Research Unit, University of Southern California, Los Angeles, CA, USA
| | - Phyllis C Tien
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
- Department of Veterans Affairs Medical Center, San Francisco, CA, USA
| | - Igho Ofotokun
- Department of Medicine, Infectious Disease Division and Grady Health Care System, Emory University School of Medicine, Atlanta, GA, USA
| | - Sonya L Heath
- Department of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Avishai Shemesh
- Parker Institute for Cancer Immunotherapy, University of California, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, CA, USA
| | - Coleen A McNamara
- Carter Immunology Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Lewis L Lanier
- Parker Institute for Cancer Immunotherapy, University of California, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, CA, USA
| | - Catherine C Hedrick
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA
| | - Robert C Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Fred Hutchinson Cancer Research Center, Public Health Sciences Division, Seattle, WA, USA
| | - Klaus Ley
- La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA, 92037, USA.
- Department of Bioengineering, University of California San Diego, San Diego, CA, USA.
- Immunology Center of Georgia, Augusta University, Augusta, GA, USA.
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30
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Roy P, Sidney J, McNamara CA, Sette A, Ley K. Abstract P2093: Immunodominant Human Leukocyte Antigen-ii-restricted Epitopes In Human Apolipoprotein B. Circ Res 2022. [DOI: 10.1161/res.131.suppl_1.p2093] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Introduction:
CD4
+
T cell responses to apolipoprotein B are well characterized in atherosclerotic mice and also detectable in humans. CD4
+
T cells recognize peptides displayed on highly polymorphic Human Leukocyte Antigen-II molecules. Immunogenicity of individual APOB peptides is largely unknown in humans. Only one HLA-II-restricted epitope was validated using a DRB1*07:01-APOB
3036-3050
tetramer. We reasoned that the T cell epitope repertoire of APOB is broader and may contain dominant antigenic regions.
Hypothesis:
Human APOB harbors discrete immunodominant sequences that are targeted by autoreactive CD4
+
T cells in majority of donors. These trigger atherosclerosis-related autoimmune responses in humans.
Objective:
To optimize a restimulation-based workflow to examine antigenicity of multiple candidate peptides in HLA-typed donors, to chart TCR specificities and phenotypes of APOB-reactive cells and to profile T helper cytokine responses to APOB epitopes.
Methods and Results:
We selected twenty APOB peptides (APOB
20
) from an
in silico
screen and validated peptide binding to the most commonly occurring HLA-II alleles. Using stringent controls, we confirmed specificity of expansion-based protocols to detect CD4
+
T cytokine responses to APOB
20
pool.
Ex vivo
assessment of activation-induced markers revealed statistically significant autoimmune response to APOB
20
, but not to a ubiquitously-expressed negative control protein, actin. CD4
+
T responses to the APOB
20
pool were resolved to the level of individual peptides using an IFNγ enzyme-linked immune-absorbent spot (ELISpot) assay. This led to the discovery of six immunodominant epitopes (APOB
6
) that triggered robust T cell responses in most donors. High-throughput sequencing identified unique APOB
6
-specific expanded TCR clonotypes. Responding CD4
+
T cells were enriched in antigen-experienced memory phenotypes. APOB
6
induced secretion of both pro-inflammatory and regulatory cytokines. In matched clinical samples, APOB
6
stimulation detected heightened expression of activation and memory markers and augmented secretion of proinflammatory cytokines in patients with more severe coronary artery disease.
Conclusions:
Using >60 donors expressing diverse HLA-II alleles and distributed over a screening and a validation cohort of healthy subjects and a clinical cohort of CAD patients, we discovered six immunodominant APOB epitopes that allowed interrogation of dynamic antigen-specific CD4
+
T responses associated with human atherosclerosis.
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Affiliation(s)
- Payel Roy
- La Jolla Institute for Immunology, La Jolla, CA
| | - John Sidney
- La Jolla Institute for Immunology, La Jolla, CA
| | | | | | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA
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31
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Nettersheim FS, Ley K. De-stressing plaques attenuates atherosclerosis progression. Trends Immunol 2022; 43:601-603. [PMID: 35840527 PMCID: PMC10108377 DOI: 10.1016/j.it.2022.06.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 06/20/2022] [Accepted: 06/28/2022] [Indexed: 10/17/2022]
Abstract
Atherogenesis is accompanied by formation of immune cell aggregates, so-called artery tertiary lymphoid organs (ATLOs), in the outermost layer of diseased arteries. In a recent study, Mohanta, Habenicht, and colleagues revealed that there are distinct interactions between ATLOs and the autonomous nervous system, which are critically implicated in atherosclerosis progression.
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Affiliation(s)
- Felix Sebastian Nettersheim
- La Jolla Institute for Immunology, La Jolla, CA, USA; Department of Cardiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA, USA; Department of Bioengineering, University of California, San Diego, San Diego, CA, USA; Immunology Center of Georgia (IMMCG), Augusta University Immunology Center of Georgia, 1410 Laney Walker Blvd, CN4315 Augusta, GA 30912, USA.
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32
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Roy P, Sidney J, Lindestam Arlehamn CS, Phillips E, Mallal S, Suthahar SSA, Billitti M, Rubiro P, Marrama D, Drago F, Vallejo J, Suryawanshi V, Orecchioni M, Makings J, Kim PJ, McNamara CA, Peters B, Sette A, Ley K. Immunodominant MHC-II (Major Histocompatibility Complex II) Restricted Epitopes in Human Apolipoprotein B. Circ Res 2022; 131:258-276. [PMID: 35766025 PMCID: PMC9536649 DOI: 10.1161/circresaha.122.321116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND CD (cluster of differentiation) 4+ T-cell responses to APOB (apolipoprotein B) are well characterized in atherosclerotic mice and detectable in humans. CD4+ T cells recognize antigenic peptides displayed on highly polymorphic HLA (human leukocyte antigen)-II. Immunogenicity of individual APOB peptides is largely unknown in humans. Only 1 HLA-II-restricted epitope was validated using the DRB1*07:01-APOB3036-3050 tetramer. We hypothesized that human APOB may contain discrete immunodominant CD4+ T-cell epitopes that trigger atherosclerosis-related autoimmune responses in donors with diverse HLA alleles. METHODS We selected 20 APOB-derived peptides (APOB20) from an in silico screen and experimentally validated binding to the most commonly occurring human HLA-II alleles. We optimized a restimulation-based workflow to evaluate antigenicity of multiple candidate peptides in HLA-typed donors. This included activation-induced marker assay, intracellular cytokine staining, IFNγ (interferon gamma) enzyme-linked immunospot and cytometric bead array. High-throughput sequencing revealed TCR (T-cell receptor) clonalities of APOB-reactive CD4+ T cells. RESULTS Using stringent positive, negative, and crossover stimulation controls, we confirmed specificity of expansion-based protocols to detect CD4+ T cytokine responses to the APOB20 pool. Ex vivo assessment of AIM+CD4+ T cells revealed a statistically significant autoimmune response to APOB20 but not to a ubiquitously expressed negative control protein, actin. Resolution of CD4+ T responses to the level of individual peptides using IFNγ enzyme-linked immunospot led to the discovery of 6 immunodominant epitopes (APOB6) that triggered robust CD4+ T activation in most donors. APOB6-specific responding CD4+ T cells were enriched in unique expanded TCR clonotypes and preferentially expressed memory markers. Cytometric bead array analysis detected APOB6-induced secretion of both proinflammatory and regulatory cytokines. In clinical samples from patients with angiographically verified coronary artery disease, APOB6 stimulation induced higher activation and memory phenotypes and augmented secretion of proinflammatory cytokines TNF (tumor necrosis factor) and IFNγ, compared with patients with low coronary artery disease. CONCLUSIONS Using 3 cohorts, each with ≈20 donors, we discovered and validated 6 immunodominant, HLA-II-restricted APOB epitopes. The immune response to these APOB epitopes correlated with coronary artery disease severity.
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Affiliation(s)
- Payel Roy
- Center for Autoimmune Disease, Laboratory of Inflammation Biology, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA
| | - John Sidney
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA 92037, USA
| | - Cecilia S. Lindestam Arlehamn
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA 92037, USA
| | - Elizabeth Phillips
- Vanderbilt University Medical Center, Nashville, TN 37235, USA
- Institute for Immunology and Infectious Diseases, Murdoch University, Perth, WA 6150, Australia
| | - Simon Mallal
- Vanderbilt University Medical Center, Nashville, TN 37235, USA
- Institute for Immunology and Infectious Diseases, Murdoch University, Perth, WA 6150, Australia
| | - Sujit Silas Armstrong Suthahar
- Center for Autoimmune Disease, Laboratory of Inflammation Biology, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA
| | - Monica Billitti
- Center for Autoimmune Disease, Laboratory of Inflammation Biology, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA
| | - Paul Rubiro
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA 92037, USA
| | - Daniel Marrama
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA 92037, USA
| | - Fabrizio Drago
- Cardiovascular Research Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville
| | - Jenifer Vallejo
- Center for Autoimmune Disease, Laboratory of Inflammation Biology, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA
| | - Vasantika Suryawanshi
- Center for Autoimmune Disease, Laboratory of Inflammation Biology, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA
| | - Marco Orecchioni
- Center for Autoimmune Disease, Laboratory of Inflammation Biology, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA
| | - Jeffrey Makings
- Center for Autoimmune Disease, Laboratory of Inflammation Biology, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA
| | - Paul J. Kim
- Division of Cardiovascular Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Coleen A. McNamara
- Cardiovascular Research Center, Cardiovascular Division, Department of Medicine, University of Virginia, Charlottesville
| | - Bjoern Peters
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA 92037, USA
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Alessandro Sette
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA 92037, USA
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Klaus Ley
- Center for Autoimmune Disease, Laboratory of Inflammation Biology, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA, 92037, USA
- Department of Bioengineering, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
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33
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Wen L, Marki A, Wang Z, Orecchioni M, Makings J, Billitti M, Wang E, Suthahar SSA, Kim K, Kiosses WB, Mikulski Z, Ley K. A humanized β 2 integrin knockin mouse reveals localized intra- and extravascular neutrophil integrin activation in vivo. Cell Rep 2022; 39:110876. [PMID: 35649374 PMCID: PMC10375464 DOI: 10.1016/j.celrep.2022.110876] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [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: 09/24/2021] [Revised: 03/28/2022] [Accepted: 05/04/2022] [Indexed: 11/24/2022] Open
Abstract
β2 integrins are leukocyte-specific adhesion molecules that are essential for leukocyte recruitment. The lack of tools for reporting β2 integrin activation in mice hindered the study of β2 integrin-related immune responses in vivo. Here, we generated a humanized β2 integrin knockin mouse strain by targeting the human β2 integrin coding sequence into the mouse Itgb2 locus to enable imaging of β2 integrin activation using the KIM127 (extension) and mAb24 (high-affinity) reporter antibodies. Using a CXCL1-induced acute inflammation model, we show the local dynamics of β2 integrin activation in arresting neutrophils in vivo in venules of the mouse cremaster muscle. Activated integrins are highly concentrated in a small area at the rear of arresting neutrophils in vivo. In a high-dose lipopolysaccharide model, we find that β2 integrins are activated in association with elevated neutrophil adhesion in lung and liver. Thus, these mice enable studies of β2 integrin activation in vivo.
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Affiliation(s)
- Lai Wen
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - Alex Marki
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - Zhihao Wang
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - Marco Orecchioni
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - Jeffrey Makings
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - Monica Billitti
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - Erpei Wang
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - Sujit S A Suthahar
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - Kenneth Kim
- Histopathology Core Facility, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - William B Kiosses
- Microscopy and Histology Core Facility, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - Zbigniew Mikulski
- Microscopy and Histology Core Facility, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA
| | - Klaus Ley
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, 9420 Athena Circle, La Jolla, CA 92037, USA; Department of Bioengineering, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA.
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34
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Wen L, Marki A, Wang Z, Orecchioni M, Makings J, Kim K, Kiosses WB, Mikulski Z, Ley K. A new β
2
integrin activation reporter mouse reveals localized intra‐ and extra‐vascular neutrophil integrin activation in vivo. FASEB J 2022. [DOI: 10.1096/fasebj.2022.36.s1.r3031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Lai Wen
- Center for Autoimmunity and InflammationLa Jolla Institute for ImmunologyLa JollaCA
| | - Alex Marki
- Center for Autoimmunity and InflammationLa Jolla Institute for ImmunologyLa JollaCA
| | - Zhihao Wang
- Center for Autoimmunity and InflammationLa Jolla Institute for ImmunologyLa JollaCA
| | - Marco Orecchioni
- Center for Autoimmunity and InflammationLa Jolla Institute for ImmunologyLa JollaCA
| | - Jeffrey Makings
- Center for Autoimmunity and InflammationLa Jolla Institute for ImmunologyLa JollaCA
| | - Kenneth Kim
- Histopathology Core FacilityLa Jolla Institute for ImmunologyLa JollaCA
| | - William B. Kiosses
- Microscopy and Histology Core FacilityLa Jolla Institute for ImmunologyLa JollaCA
| | - Zbigniew Mikulski
- Microscopy and Histology Core FacilityLa Jolla Institute for ImmunologyLa JollaCA
| | - Klaus Ley
- Center for Autoimmunity and InflammationLa Jolla Institute for ImmunologyLa JollaCA
- Department of BioengineeringUniversity of California, San DiegoLa JollaCA
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35
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Wen L, Marki A, Wang Z, Orecchioni M, Makings J, Kim K, Kiosses WB, Mikulski Z, Ley K. A new β2 integrin activation reporter mouse reveals localized intra- and extra-vascular neutrophil integrin activation in vivo. The Journal of Immunology 2022. [DOI: 10.4049/jimmunol.208.supp.105.07] [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] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Abstract
β2 integrins (LFA-1, Mac-1, CD11c-CD18, and CD11d-CD18) are leukocyte-specific adhesion receptors that play critical roles in leukocyte recruitment, as well as other immunological processes such as phagocytosis and immunological synapse formation. Adhesion of leukocytes to other cells such as endothelial cells are regulated by integrin affinity changes for their ligands (“activation”). Human β2 integrin activation can be detected by reporter antibodies including mAb24 and KIM127. No such activation epitopes are known in mouse β2 integrins. Because of the lack of mouse β2 integrin activation reporter antibodies, nothing is known about β2 integrin activation in vivo. Here, we generated a humanized β2 integrin knockin mouse by targeting the human β2 integrin coding sequence into the mouse Itgb2 locus. We show that this enables imaging of β2 integrin activation using the KIM127 (extension conformation) and mAb24 (high affinity) reporter antibodies. Human β2 pairs with the mouse integrin α chains, yielding normal expression of the β2 integrins LFA-1, Mac-1 and CD11c-CD18 in all major leukocyte populations. Using a CXCL1-induced acute inflammation model, we uncovered the dynamics and subcellular localization of β2 integrin activation in arresting neutrophils in vivo in venules of the mouse cremaster muscle. Activated integrins in arresting neutrophils in vivo are concentrated at the interface of neutrophils and the endothelium at the rear side of neutrophils facing against the blood flow. In a high-dose lipopolysaccharide (LPS) model, we found that β2 integrins are activated in association with elevated neutrophil adhesion in lung and liver. Thus, these mice, for the first time, enable studies into β2 integrin activation in vivo.
This work was supported by grants from the National Institutes of Health, USA (HL078784 to K.L.) and a Postdoctoral Fellowship (19POST34450228 to L.W.) from the American Heart Association, USA.
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Affiliation(s)
- Lai Wen
- 1Center for Autoimmunity and Inflammation, La Jolla Inst. for Immunology
| | - Alex Marki
- 1Center for Autoimmunity and Inflammation, La Jolla Inst. for Immunology
| | - Zhihao Wang
- 1Center for Autoimmunity and Inflammation, La Jolla Inst. for Immunology
| | - Marco Orecchioni
- 1Center for Autoimmunity and Inflammation, La Jolla Inst. for Immunology
| | - Jeffrey Makings
- 1Center for Autoimmunity and Inflammation, La Jolla Inst. for Immunology
| | - Kenneth Kim
- 2Histopathology Core Facility, La Jolla Inst. for Immunology
| | | | - Zbigniew Mikulski
- 3Microscopy and Histology Core Facility, La Jolla Inst. for Immunology
| | - Klaus Ley
- 1Center for Autoimmunity and Inflammation, La Jolla Inst. for Immunology
- 4Department of Bioengineering, La Jolla Inst. for Immunology
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36
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Saigusa R, Roy P, Freuchet A, Gulati R, Ghosheh Y, Suthahar SSA, Durant CP, Hanna DB, Kiosses WB, Orecchioni M, Wen L, Wu R, Kuniholm MH, Landay AL, Anastos K, Tien PC, Gange SJ, Kassaye S, Vallejo J, Hedrick CC, Kwok WW, Sette A, Hodis HN, Kaplan RC, Ley K. Single cell transcriptomics and TCR reconstruction reveal CD4 T cell response to MHC-II-restricted APOB epitope in human cardiovascular disease. Nat Cardiovasc Res 2022; 1:462-475. [PMID: 35990517 PMCID: PMC9383695 DOI: 10.1038/s44161-022-00063-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 04/04/2022] [Indexed: 02/02/2023]
Abstract
Atherosclerosis is accompanied by a CD4 T cell response to apolipoprotein B (APOB). Major Histocompatibility Complex (MHC)-II tetramers can be used to isolate antigen-specific CD4 T cells by flow sorting. Here, we produce, validate and use an MHC-II tetramer, DRB1*07:01 APOB-p18, to sort APOB-p18-specific cells from peripheral blood mononuclear cell samples from 8 DRB1*07:01+ women with and without subclinical cardiovascular disease (sCVD). Single cell RNA sequencing showed that transcriptomes of tetramer+ cells were between regulatory and memory T cells in healthy women and moved closer to memory T cells in women with sCVD. TCR sequencing of tetramer+ cells showed clonal expansion and V and J segment usage similar to those found in regulatory T cells. These findings suggest that APOB-specific regulatory T cells may switch to a more memory-like phenotype in women with atherosclerosis. Mouse studies showed that such switched cells promote atherosclerosis.
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Affiliation(s)
| | - Payel Roy
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | | | - Rishab Gulati
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Yanal Ghosheh
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | | | | | - David B. Hanna
- Albert Einstein College of Medicine, Department of Epidemiology and Population Health, Bronx, NY, USA
| | | | | | - Lai Wen
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Runpei Wu
- La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Mark H. Kuniholm
- University at Albany, Department of Epidemiology and Biostatistics, Rensselaer, NY, USA
| | - Alan L. Landay
- Rush University Medical Center, Department of Internal Medicine, Chicago, IL, USA
| | - Kathryn Anastos
- Albert Einstein College of Medicine, Departments of Medicine and Epidemiology & Population Health, Bronx NY, USA
| | - Phyllis C. Tien
- Department of Medicine, University of California, San Francisco, San Francisco, CA; Department of Veterans Affairs Medical Center, San Francisco, CA, USA
| | - Stephen J. Gange
- Johns Hopkins University, Bloomberg School of Public Health, Baltimore MD, USA
| | - Seble Kassaye
- Georgetown University, Georgetown University Medical Center, Washington, DC, USA
| | | | | | - William W. Kwok
- Benaroya Research Institute at Virginia Mason, Tetramer Core Laboratory, Seattle, WA, USA
| | | | - Howard N. Hodis
- Keck School of Medicine, University of Southern California Departments of Medicine and Population and Public Health Sciences, Los Angeles, CA, USA
- Atherosclerosis Research Unit, University of Southern California, Los Angeles, CA, USA
| | - Robert C. Kaplan
- Albert Einstein College of Medicine, Department of Epidemiology and Population Health, Bronx, NY, USA
- Fred Hutchinson Cancer Research Center, Public Health Sciences Division, Seattle, WA, USA
| | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA, USA
- University of California San Diego, San Diego, CA, USA
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37
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Orecchioni M, Wolf D, Suryawanshi V, Winkels H, Kobiyama K, Makings J, Kiosses WB, Ley K. Myeloid cell interleukin-10 is essential for atherosclerosis protection in Apoe−/− mice. The Journal of Immunology 2022. [DOI: 10.4049/jimmunol.208.supp.54.22] [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] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Abstract
Atherosclerosis, the disease underlying stroke, myocardial infarction and ischemic heart failure, is initiated by the subendothelial retention of lipoproteins and cholesterol, which then triggers a non-resolving inflammatory process driving plaque progression in the artery wall. Myeloid cells and in particular macrophages are the primary driver of this process. IL10 is a prototypic anti-inflammatory cytokine made by several immune cells such as macrophages. IL10 is also essential for the protection against atherosclerosis. However, it is not known which cells are responsible for the IL10 production mediating protection from atherosclerosis. Here, we crossed the VertX mouse model, in which an IRES-enhanced green fluorescent protein (eGFP) fusion protein was placed downstream of exon 5 of the IL-10 gene, to the atherosclerosis-prone Apoe−/− background. We found that myeloid cells express high levels of IL10 GFP in VertX-Apoe−/− mice. By scRNAseq we found that macrophages especially inflammatory macrophages in plaques are the main producers of IL10 in atherosclerosis. To address whether IL10 secreted by myeloid cells is essential for the protection, we developed a LyzMCreIL-10flox/flox mouse crossed in the Apoe−/− background and confirmed that macrophages were unable to secrete IL-10. We discovered that the LyzMCreIL-10flox/floxApoe−/− mice developed significantly more atherosclerosis than LyzMCreIL-10+/+Apoe−/−, both on chow and lipid-rich diet. Flow cytometry data and cytokine measurements suggest that the depletion of IL-10 in myeloid cells increases Th17 cells with elevated IL-17a, IL-17f and CCL20 in blood plasma. These data underscore the critical roles of macrophage-derived IL-10 in limiting atherosclerosis.
Supported by grants NIH HL 115232, 145241, and HL088093.
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Affiliation(s)
| | | | | | - Holger Winkels
- 4Department of Internal Medicine III, Division of Cardiology, Heart Center, University Hospital of Cologne, Germany
| | | | | | | | - Klaus Ley
- 3La Jolla Institute for Immunology
- 6University of California San Diego
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38
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Ley K. Neutrophil ion currents matter. Cardiovasc Res 2022; 118:1165-1166. [PMID: 35238344 DOI: 10.1093/cvr/cvac025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Indexed: 11/13/2022] Open
Affiliation(s)
- Klaus Ley
- Center for Autoimmunity and Inflammation, Inflammation Biology Laboratory, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, CA 92037, USA
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39
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Abstract
The transcriptomic information obtained by single cell RNA sequencing (scRNA-seq) can be supplemented by information on the cell surface phenotype by using oligonucleotide-tagged monoclonal antibodies (scAb-Seq). This is of particular importance in immune cells, where the correlation between mRNA and cell surface expression is very weak. scAb-Seq is facilitated by the availability of commercial antibodies and antibody mixes. Now panels of up to 200 antibodies are available for human and mouse cells. Proteins are detected by antibodies conjugated to a tripartite DNA sequence that contains a primer for amplification and sequencing, a unique oligonucleotide that acts as an antibody barcode and a poly(dA) sequence, simultaneously detecting extension of antibody-specific DNA sequences and cDNAs in the same poly(dT)-primed reaction. For each cell, surface protein expression is captured and sequenced along with the cell's transcriptome. Here, we list the steps needed to produce antibody sequencing data from tissue or blood cells.
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Affiliation(s)
| | | | | | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA, USA.
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40
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Fan Z, Pitmon E, Wen L, Miller J, Ehinger E, Herro R, Liu W, Chen J, Mikulski Z, Conrad DJ, Marki A, Orecchioni M, Kumari P, Zhu YP, Marcovecchio PM, Hedrick CC, Hodges CA, Rathinam VA, Wang K, Ley K. Bone Marrow Transplantation Rescues Monocyte Recruitment Defect and Improves Cystic Fibrosis in Mice. J Immunol 2022; 208:745-752. [PMID: 35031577 PMCID: PMC8855460 DOI: 10.4049/jimmunol.1901171] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/25/2021] [Accepted: 11/19/2021] [Indexed: 02/03/2023]
Abstract
Cystic fibrosis (CF) is an inherited life-threatening disease accompanied by repeated lung infections and multiorgan inflammation that affects tens of thousands of people worldwide. The causative gene, cystic fibrosis transmembrane conductance regulator (CFTR), is mutated in CF patients. CFTR functions in epithelial cells have traditionally been thought to cause the disease symptoms. Recent work has shown an additional defect: monocytes from CF patients show a deficiency in integrin activation and adhesion. Because monocytes play critical roles in controlling infections, defective monocyte function may contribute to CF progression. In this study, we demonstrate that monocytes from CFTRΔF508 mice (CF mice) show defective adhesion under flow. Transplanting CF mice with wild-type (WT) bone marrow after sublethal irradiation replaced most (60-80%) CF monocytes with WT monocytes, significantly improved survival, and reduced inflammation. WT/CF mixed bone marrow chimeras directly demonstrated defective CF monocyte recruitment to the bronchoalveolar lavage and the intestinal lamina propria in vivo. WT mice reconstituted with CF bone marrow also show lethality, suggesting that the CF defect in monocytes is not only necessary but also sufficient to cause disease. We also show that monocyte-specific knockout of CFTR retards weight gains and exacerbates dextran sulfate sodium-induced colitis. Our findings show that providing WT monocytes by bone marrow transfer rescues mortality in CF mice, suggesting that similar approaches may mitigate disease in CF patients.
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Affiliation(s)
- Zhichao Fan
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA
- Department of Immunology, School of Medicine, UConn Health, Farmington, CT
| | - Elise Pitmon
- Department of Immunology, School of Medicine, UConn Health, Farmington, CT
| | - Lai Wen
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA
| | - Jacqueline Miller
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA
| | - Erik Ehinger
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA
| | - Rana Herro
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - Wei Liu
- Department of Immunology, School of Medicine, UConn Health, Farmington, CT
| | - Ju Chen
- Department of Immunology, School of Medicine, UConn Health, Farmington, CT
| | - Zbigniew Mikulski
- Microscopy and Histology Core Facility, La Jolla Institute for Immunology, La Jolla, CA
| | - Douglas J Conrad
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, University of California San Diego, La Jolla, CA
| | - Alex Marki
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA
| | - Marco Orecchioni
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA
| | - Puja Kumari
- Department of Immunology, School of Medicine, UConn Health, Farmington, CT
| | - Yanfang Peipei Zhu
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA
| | - Paola M Marcovecchio
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA
| | - Catherine C Hedrick
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA
| | - Craig A Hodges
- Department of Genetics and Genome Sciences, Cystic Fibrosis Mouse Models Core, School of Medicine, Case Western Reserve University, Cleveland, OH; and
| | - Vijay A Rathinam
- Department of Immunology, School of Medicine, UConn Health, Farmington, CT
| | - Kepeng Wang
- Department of Immunology, School of Medicine, UConn Health, Farmington, CT
| | - Klaus Ley
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, CA;
- Department of Bioengineering, University of California San Diego, La Jolla, CA
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41
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Orecchioni M, Kobiyama K, Winkels H, Ghosheh Y, McArdle S, Mikulski Z, Kiosses WB, Fan Z, Wen L, Jung Y, Roy P, Ali AJ, Miyamoto Y, Mangan M, Makings J, Wang Z, Denn A, Vallejo J, Owens M, Durant CP, Braumann S, Mader N, Li L, Matsunami H, Eckmann L, Latz E, Wang Z, Hazen SL, Ley K. Olfactory receptor 2 in vascular macrophages drives atherosclerosis by NLRP3-dependent IL-1 production. Science 2022; 375:214-221. [PMID: 35025664 PMCID: PMC9744443 DOI: 10.1126/science.abg3067] [Citation(s) in RCA: 71] [Impact Index Per Article: 35.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Atherosclerosis is an inflammatory disease of the artery walls and involves immune cells such as macrophages. Olfactory receptors (OLFRs) are G protein–coupled chemoreceptors that have a central role in detecting odorants and the sense of smell. We found that mouse vascular macrophages express the olfactory receptor Olfr2 and all associated trafficking and signaling molecules. Olfr2 detects the compound octanal, which activates the NLR family pyrin domain containing 3 (NLRP3) inflammasome and induces interleukin-1β secretion in human and mouse macrophages. We found that human and mouse blood plasma contains octanal, a product of lipid peroxidation, at concentrations sufficient to activate Olfr2 and the human ortholog olfactory receptor 6A2 (OR6A2). Boosting octanal levels exacerbated atherosclerosis, whereas genetic targeting of Olfr2 in mice significantly reduced atherosclerotic plaques. Our findings suggest that inhibiting OR6A2 may provide a promising strategy to prevent and treat atherosclerosis.
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Affiliation(s)
| | - Kouji Kobiyama
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA.,Division of Vaccine Science, Department of Microbiology and Immunology, The Institute of Medical Science, The University of Tokyo, Minato-ku, Tokyo 108-8639, Japan
| | - Holger Winkels
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA.,Department of Internal Medicine III, Division of Cardiology, Heart Center, University Hospital of Cologne, 50937 Cologne, Germany
| | - Yanal Ghosheh
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Sara McArdle
- Histology and Microscopy Core Facility, La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Zbigniew Mikulski
- Histology and Microscopy Core Facility, La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - William B. Kiosses
- Histology and Microscopy Core Facility, La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Zhichao Fan
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA.,Department of Immunology, School of Medicine, UConn Health, University of Connecticut, Farmington, CT 06030, USA
| | - Lai Wen
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Yunmin Jung
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Payel Roy
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Amal J. Ali
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Yukiko Miyamoto
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Matthew Mangan
- Institute of Innate Immunity, University Hospital Bonn, 53127 Bonn, Germany
| | | | - Zhihao Wang
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Angela Denn
- Histology and Microscopy Core Facility, La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | | | - Michaela Owens
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | | | - Simon Braumann
- Department of Internal Medicine III, Division of Cardiology, Heart Center, University Hospital of Cologne, 50937 Cologne, Germany
| | - Navid Mader
- Department of Cardiothoracic Surgery, Heart Center, University Hospital of Cologne, 50937 Cologne, Germany
| | - Lin Li
- Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Hiroaki Matsunami
- Molecular Genetics and Microbiology, Duke University Medical Center, Durham, NC 27708, USA
| | - Lars Eckmann
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Eicke Latz
- Institute of Innate Immunity, University Hospital Bonn, 53127 Bonn, Germany
| | - Zeneng Wang
- Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Stanley L. Hazen
- Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA.,Heart and Vascular Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA.,Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA.,Corresponding author.
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42
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Nettersheim FS, Braumann S, Kobiyama K, Orecchioni M, Vassallo M, Miller J, Ali A, Roy P, Saigusa R, Wolf D, Ley K, Winkels H. Autoimmune Regulator (AIRE) Deficiency Does Not Affect Atherosclerosis and CD4 T Cell Immune Tolerance to Apolipoprotein B. Front Cardiovasc Med 2022; 8:812769. [PMID: 35097028 PMCID: PMC8792778 DOI: 10.3389/fcvm.2021.812769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Accepted: 12/21/2021] [Indexed: 11/28/2022] Open
Abstract
Atherosclerosis is a chronic, lipid-driven disease of medium sized arteries which causes myocardial infarction and stroke. Recently, an adaptive immune response against the plaque-associated autoantigen Apolipoprotein B100 (ApoB), the structural protein component of low-density lipoprotein, has been implicated in atherogenesis. In healthy individuals, CD4+ T cells responding to ApoB mainly comprised regulatory T cells, which confer immune tolerance and atheroprotection. Mice and patients with atherosclerosis harbor increased numbers of proatherogenic ApoB-reactive T-helper cell subsets. Given the lack of therapies targeting proatherogenic immunity, clarification of the underlying mechanisms is of high clinical relevance. T cells develop in the thymus, where strong autoreactive T cells are eliminated in the process of negative selection. Herein, we investigated whether the transcription factor autoimmune regulator (AIRE), which controls expression of numerous tissue-restricted self-antigens in the thymus, is involved in mediating tolerance to ApoB and whether Aire deficiency might contribute to atherogenesis. Mice deficient for Aire were crossbred to apolipoprotein E-deficient mice to obtain atherosclerosis-prone Aire−/−Apoe−/− mice, which were fed a regular chow diet (CD) or western-type diet (WD). CD4+ T cells responding to the ApoB peptide p6 were analyzed by flow cytometry. We demonstrate that Aire deficiency influences neither generation nor activation of ApoB-reactive T cells and has only minor and overall inconsistent impacts on their phenotype. Furthermore, we show that atherosclerotic plaque size is not affected in Aire−/−Apoe−/− compared to Aire+/+Apoe−/−, irrespective of diet and gender. In conclusion, our data suggests that AIRE is not involved in regulating thymic expression of ApoB or atherosclerosis. Alternative mechanisms how ApoB-reactive CD4 T cells are selected in the thymus will have to be investigated.
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Affiliation(s)
- Felix Sebastian Nettersheim
- Department of Cardiology, University Hospital Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Simon Braumann
- Department of Cardiology, University Hospital Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany
| | - Kouji Kobiyama
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | | | | | | | - Amal Ali
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Payel Roy
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Ryosuke Saigusa
- La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Dennis Wolf
- Department of Cardiology and Angiology I, University Hospital Freiburg, Freiburg, Germany
| | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA, United States
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States
| | - Holger Winkels
- Department of Cardiology, University Hospital Cologne, Cologne, Germany
- La Jolla Institute for Immunology, La Jolla, CA, United States
- *Correspondence: Holger Winkels
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Pattarabanjird T, Wilson JM, Erickson LD, Workman LJ, Qiao H, Ghosheh Y, Gulati R, Durant C, Vallejo J, Saigusa R, Platts-Mills TAE, Taylor AM, Ley K, McNamara CA. Chemokine Receptor Activation Enhances Memory B Cell Class Switching Linked to IgE Sensitization to Alpha Gal and Cardiovascular Disease. Front Cardiovasc Med 2022; 8:791028. [PMID: 35097011 PMCID: PMC8793803 DOI: 10.3389/fcvm.2021.791028] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [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: 10/07/2021] [Accepted: 12/20/2021] [Indexed: 01/10/2023] Open
Abstract
Background: Recent studies have suggested that IgE sensitization to α-gal is associated with coronary artery disease (CAD). However, the B cell subtype(s) responsible for production of IgE to α-gal and mechanisms mediating this production remain elusive. Methods: Single cell multi-omics sequencing, was utilized to phenotype B cells obtained from 60 subjects that had undergone coronary angiography in whom serum IgE was evaluated by ImmunoCAP. Bioinformatics approaches were used to identify B cell subtype(s) and transcriptomic signatures associated with α-gal sensitization. In vitro characterization of chemokine/chemokine receptor pairs on switched memory B cells associated with IgE to α-gal was performed. Results: Of the 60 patients, 17 (28%) were positive for IgE to α-gal. CITESeq identified CCR6+ class-switched memory (SWM) B cells and CXCR4 expresssion on these CCR6+ SWM B cells as significantly associated with IgE sensitization to α-gal but not to other common allergens (peanut or inhalants). In vitro studies of enriched human B cells revealed significantly greater IgE on SWM B cells with high CCR6 and CXCR4 expression 10 days after cells were treated with IL-4 and CD40 to stimulate class switch recombination. Both CCL20 (CCR6 ligand) and CXCL12 (ligand for CXCR4) increased the expression of IgE on SWM B cells expressing their receptors. However, they appeared to have unique pathways mediating this effect as only CCL20 increased activation-induced cytidine deaminase (AID), while CXCL12 drove proliferation of CXCR4+ SWM B cells. Lastly, correlation analysis indicated an association between CAD severity and the frequency of both CCR6+ SWM and CXCR4+ SWM B cells. Conclusions: CCR6+ SWM B cells were identified as potential producers of IgE to α-gal in CAD patients. Additionally, our findings highlighted non-chemotaxis roles of CCL20/CCR6 and CXCL12/CXCR4 signaling in mediating IgE class switching and cell proliferation of SWM B cells respectively. Results may have important implications for a better understanding and better therapeutic approaches for subjects with IgE sensitization to α-gal.
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Affiliation(s)
- Tanyaporn Pattarabanjird
- Carter Immunology Center, University of Virginia, Charlottesville, VA, United States,Cardiovascular Research Center, University of Virginia, Charlottesville, VA, United States,Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, United States
| | - Jeffrey M. Wilson
- Division of Allergy and Immunology, Department of Medicine, University of Virginia, Charlottesville, VA, United States
| | - Loren D. Erickson
- Carter Immunology Center, University of Virginia, Charlottesville, VA, United States,Department of Microbiology, Immunology, and Cancer Biology, University of Virginia, Charlottesville, VA, United States
| | - Lisa J. Workman
- Division of Allergy and Immunology, Department of Medicine, University of Virginia, Charlottesville, VA, United States
| | - Hui Qiao
- Carter Immunology Center, University of Virginia, Charlottesville, VA, United States,Department of Microbiology, Immunology, and Cancer Biology, University of Virginia, Charlottesville, VA, United States
| | - Yanal Ghosheh
- La Jolla Institute of Immunology, La Jolla, CA, United States
| | - Rishab Gulati
- La Jolla Institute of Immunology, La Jolla, CA, United States
| | | | - Jenifer Vallejo
- La Jolla Institute of Immunology, La Jolla, CA, United States
| | - Ryosuke Saigusa
- La Jolla Institute of Immunology, La Jolla, CA, United States
| | - Thomas A. E. Platts-Mills
- Division of Allergy and Immunology, Department of Medicine, University of Virginia, Charlottesville, VA, United States
| | - Angela M. Taylor
- Division of Cardiovascular Medicine, Department of Medicine, University of Virginia, Charlottesville, VA, United States
| | - Klaus Ley
- La Jolla Institute of Immunology, La Jolla, CA, United States
| | - Coleen A. McNamara
- Carter Immunology Center, University of Virginia, Charlottesville, VA, United States,Cardiovascular Research Center, University of Virginia, Charlottesville, VA, United States,Division of Cardiovascular Medicine, Department of Medicine, University of Virginia, Charlottesville, VA, United States,*Correspondence: Coleen A. McNamara
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44
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Winkels H, Ghosheh Y, Kobiyama K, Kiosses WB, Orecchioni M, Ehinger E, Suryawanshi V, Herrera-De La Mata S, Marchovecchio P, Riffelmacher T, Thiault N, Kronenberg M, Wolf D, Seumois G, Vijayanand P, Ley K. Thymus-Derived CD4 +CD8 + Cells Reside in Mediastinal Adipose Tissue and the Aortic Arch. J Immunol 2021; 207:2720-2732. [PMID: 34740961 DOI: 10.4049/jimmunol.2100208] [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] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Accepted: 09/04/2021] [Indexed: 11/19/2022]
Abstract
Double-positive CD4+CD8αβ+ (DP) cells are thought to reside as T cell progenitors exclusively within the thymus. We recently discovered an unexpected CD4+ and CD8αβ+ immune cell population in healthy and atherosclerotic mice by single-cell RNA sequencing. Transcriptomically, these cells resembled thymic DPs. Flow cytometry and three-dimensional whole-mount imaging confirmed DPs in thymus, mediastinal adipose tissue, and aortic adventitia, but nowhere else. Deep transcriptional profiling revealed differences between DP cells isolated from the three locations. All DPs were dependent on RAG2 expression and the presence of the thymus. Mediastinal adipose tissue DPs resided in close vicinity to invariant NKT cells, which they could activate in vitro. Thymus transplantation failed to reconstitute extrathymic DPs, and frequencies of extrathymic DPs were unaltered by pharmacologic inhibition of S1P1, suggesting that their migration may be locally confined. Our results define two new, transcriptionally distinct subsets of extrathymic DPs that may play a role in aortic vascular homeostasis.
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Affiliation(s)
- Holger Winkels
- La Jolla Institute for Immunology, La Jolla, CA; .,Department of Cardiology, Clinic III for Internal Medicine, University of Cologne, Cologne, Germany
| | | | | | | | | | | | | | | | | | | | | | | | - Dennis Wolf
- University Hospital Freiburg, Freiburg, Germany; and
| | | | | | - Klaus Ley
- La Jolla Institute for Immunology, La Jolla, CA.,Department of Bioengineering, University of California, San Diego, La Jolla, CA
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45
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Leipner J, Dederichs TS, von Ehr A, Rauterberg S, Ehlert C, Merz J, Dufner B, Hoppe N, Krebs K, Heidt T, von Zur Muehlen C, Stachon P, Ley K, Wolf D, Zirlik A, Bode C, Hilgendorf I, Härdtner C. Myeloid cell-specific Irf5 deficiency stabilizes atherosclerotic plaques in Apoe -/- mice. Mol Metab 2021; 53:101250. [PMID: 33991749 PMCID: PMC8178123 DOI: 10.1016/j.molmet.2021.101250] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 05/06/2021] [Accepted: 05/07/2021] [Indexed: 12/28/2022] Open
Abstract
OBJECTIVE Interferon regulatory factor (IRF) 5 is a transcription factor known for promoting M1 type macrophage polarization in vitro. Given the central role of inflammatory macrophages in promoting atherosclerotic plaque progression, we hypothesize that myeloid cell-specific deletion of IRF5 is protective against atherosclerosis. METHODS Female Apoe-/-LysmCre/+Irf5fl/fl and Apoe-/-Irf5fl/fl mice were fed a high-cholesterol diet for three months. Atherosclerotic plaque size and compositions as well as inflammatory gene expression were analyzed. Mechanistically, IRF5-dependent bone marrow-derived macrophage cytokine profiles were tested under M1 and M2 polarizing conditions. Mixed bone marrow chimeras were generated to determine intrinsic IRF5-dependent effects on macrophage accumulation in atherosclerotic plaques. RESULTS Myeloid cell-specific Irf5 deficiency blunted LPS/IFNγ-induced inflammatory gene expression in vitro and in the atherosclerotic aorta in vivo. While atherosclerotic lesion size was not reduced in myeloid cell-specific Irf5-deficient Apoe-/- mice, plaque composition was favorably altered, resembling a stable plaque phenotype with reduced macrophage and lipid contents, reduced inflammatory gene expression and increased collagen deposition alongside elevated Mertk and Tgfβ expression. Irf5-deficient macrophages, when directly competing with wild type macrophages in the same mouse, were less prone to accumulate in atherosclerotic lesion, independent of monocyte recruitment. Irf5-deficient monocytes, when exposed to oxidized low density lipoprotein, were less likely to differentiate into macrophage foam cells, and Irf5-deficient macrophages proliferated less in the plaque. CONCLUSION Our study provides genetic evidence that selectively altering macrophage polarization induces a stable plaque phenotype in mice.
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Affiliation(s)
- Julia Leipner
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Tsai-Sang Dederichs
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Alexander von Ehr
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Simon Rauterberg
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Carolin Ehlert
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Julian Merz
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Bianca Dufner
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Natalie Hoppe
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Katja Krebs
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Timo Heidt
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Constantin von Zur Muehlen
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Peter Stachon
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Klaus Ley
- La Jolla Institute for Allergy & Immunology, Division of Inflammation Biology, 9420 Athena Circle, La Jolla, CA, 92037, USA.
| | - Dennis Wolf
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Andreas Zirlik
- LKH-University Hospital Graz, Department of Cardiology, Auenbruggerplatz 15, 8036, Graz, Austria.
| | - Christoph Bode
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Ingo Hilgendorf
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
| | - Carmen Härdtner
- University Heart Center, Department of Cardiology and Angiology I, University of Freiburg and Faculty of Medicine, 55 Hugstetter St, 79106, Freiburg, Germany.
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Tillie RJHA, De Bruijn J, Perales-Patón J, Temmerman L, Ghosheh Y, Van Kuijk K, Gijbels MJ, Carmeliet P, Ley K, Saez-Rodriguez J, Sluimer JC. Partial Inhibition of the 6-Phosphofructo-2-Kinase/Fructose-2,6-Bisphosphatase-3 (PFKFB3) Enzyme in Myeloid Cells Does Not Affect Atherosclerosis. Front Cell Dev Biol 2021; 9:695684. [PMID: 34458258 PMCID: PMC8387953 DOI: 10.3389/fcell.2021.695684] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [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: 04/15/2021] [Accepted: 07/26/2021] [Indexed: 11/29/2022] Open
Abstract
Background The protein 6-phosphofructo-2-kinase/fructose-2,6-bisphosphatase-3 (PFKFB3) is a key stimulator of glycolytic flux. Systemic, partial PFKFB3 inhibition previously decreased total plaque burden and increased plaque stability. However, it is unclear which cell type conferred these positive effects. Myeloid cells play an important role in atherogenesis, and mainly rely on glycolysis for energy supply. Thus, we studied whether myeloid inhibition of PFKFB3-mediated glycolysis in Ldlr–/–LysMCre+/–Pfkfb3fl/fl (Pfkfb3fl/fl) mice confers beneficial effects on plaque stability and alleviates cardiovascular disease burden compared to Ldlr–/–LysMCre+/–Pfkfb3wt/wt control mice (Pfkfb3wt/wt). Methods and Results Analysis of atherosclerotic human and murine single-cell populations confirmed PFKFB3/Pfkfb3 expression in myeloid cells, but also in lymphocytes, endothelial cells, fibroblasts and smooth muscle cells. Pfkfb3wt/wt and Pfkfb3fl/fl mice were fed a 0.25% cholesterol diet for 12 weeks. Pfkfb3fl/fl bone marrow-derived macrophages (BMDMs) showed 50% knockdown of Pfkfb3 mRNA. As expected based on partial glycolysis inhibition, extracellular acidification rate as a measure of glycolysis was partially reduced in Pfkfb3fl/fl compared to Pfkfb3wt/wt BMDMs. Unexpectedly, plaque and necrotic core size, as well as macrophage (MAC3), neutrophil (Ly6G) and collagen (Sirius Red) content were unchanged in advanced Pfkfb3fl/fl lesions. Similarly, early lesion plaque and necrotic core size and total plaque burden were unaffected. Conclusion Partial myeloid knockdown of PFKFB3 did not affect atherosclerosis development in advanced or early lesions. Previously reported positive effects of systemic, partial PFKFB3 inhibition on lesion stabilization, do not seem conferred by monocytes, macrophages or neutrophils. Instead, other Pfkfb3-expressing cells in atherosclerosis might be responsible, such as DCs, smooth muscle cells or fibroblasts.
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Affiliation(s)
- Renée J H A Tillie
- Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Center, Maastricht, Netherlands
| | - Jenny De Bruijn
- Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Center, Maastricht, Netherlands
| | - Javier Perales-Patón
- Faculty of Medicine, Institute for Computational Biomedicine, Heidelberg University Hospital, Heidelberg University, Heidelberg, Germany.,Institute of Experimental Medicine and Systems Biology, Rheinisch-Westfälische Technische Hochschule (RWTH) Aachen University, Aachen, Germany
| | - Lieve Temmerman
- Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Center, Maastricht, Netherlands
| | - Yanal Ghosheh
- La Jolla Institute for Immunology, San Diego, CA, United States
| | - Kim Van Kuijk
- Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Center, Maastricht, Netherlands
| | - Marion J Gijbels
- Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Center, Maastricht, Netherlands.,Department of Pathology, GROW-School for Oncology and Developmental Biology, Maastricht University Medical Center, Maastricht, Netherlands.,Department of Medical Biochemistry, Experimental Vascular Biology, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands
| | - Peter Carmeliet
- Laboratory of Angiogenesis and Vascular Metabolism, Department of Oncology, Center for Cancer Biology, Vlaams Instituut voor Biotechnologie (VIB), Leuven Cancer Institute, KU Leuven, Leuven, Belgium.,State Key Laboratory of Ophthalmology, Zhongshan Opthalmic Center, Sun Yat-sen University, Guangzhou, China.,Department of Biomedicine, Aarhus University, Aarhus, Denmark
| | - Klaus Ley
- La Jolla Institute for Immunology, San Diego, CA, United States.,Department of Bioengineering, University of California, San Diego, San Diego, CA, United States
| | - Julio Saez-Rodriguez
- Faculty of Medicine, Institute for Computational Biomedicine, Heidelberg University Hospital, Heidelberg University, Heidelberg, Germany.,Institute of Experimental Medicine and Systems Biology, Rheinisch-Westfälische Technische Hochschule (RWTH) Aachen University, Aachen, Germany
| | - Judith C Sluimer
- Department of Pathology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Center, Maastricht, Netherlands.,British Heart Foundation (BHF) Centre for Cardiovascular Sciences (CVS), University of Edinburgh, Edinburgh, United Kingdom
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47
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Vallejo J, Cochain C, Zernecke A, Ley K. Heterogeneity of immune cells in human atherosclerosis revealed by scRNA-Seq. Cardiovasc Res 2021; 117:2537-2543. [PMID: 34343272 DOI: 10.1093/cvr/cvab260] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Revised: 07/02/2021] [Accepted: 07/30/2021] [Indexed: 12/14/2022] Open
Abstract
Immune cells in atherosclerosis include T, B, natural killer (NK) and NKT cells, macrophages, monocytes, dendritic cells (DCs), neutrophils and mast cells. Advances in single cell RNA sequencing (sRNA-Seq) have refined our understanding of immune cell subsets. Four recent studies have used scRNA-Seq of immune cells in human atherosclerotic lesions and peripheral blood mononuclear cells (PBMCs), some including cell surface phenotypes revealed by oligonucleotide-tagged antibodies, which confirmed known and identified new immune cell subsets and identified genes significantly upregulated in PBMCs from HIV+ subjects with atherosclerosis compared to PBMCs from matched HIV+ subjects without atherosclerosis. The ability of scRNA-Seq to identify cell types is greatly augmented by adding cell surface phenotype using antibody sequencing. In this review we summarize the latest data obtained by scRNA-Seq on plaques and human PBMCs in human subjects with atherosclerosis.
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Affiliation(s)
- Jenifer Vallejo
- Division of Inflammation Biology, La Jolla Institute for Immunology, California, USA
| | - Clément Cochain
- Institute of Experimental Biomedicine, University Hospital Würzburg, Germany.,Comprehensive Heart Failure Center, University Hospital Würzburg, Germany
| | - Alma Zernecke
- Institute of Experimental Biomedicine, University Hospital Würzburg, Germany
| | - Klaus Ley
- Division of Inflammation Biology, La Jolla Institute for Immunology, California, USA.,Department of Bioengineering, University of California San Diego, California, USA
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48
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Buscher K, Heitplatz B, van Marck V, Song J, Loismann S, Rixen R, Hüchtmann B, Kurian S, Ehinger E, Wolf D, Ley K, Pavenstädt H, Reuter S. Data-Driven Kidney Transplant Phenotyping as a Histology-Independent Framework for Biomarker Discovery. J Am Soc Nephrol 2021; 32:1933-1945. [PMID: 34078665 PMCID: PMC8455252 DOI: 10.1681/asn.2020121685] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [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: 12/03/2020] [Accepted: 03/15/2021] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND In transplant medicine, clinical decision making largely relies on histology of biopsy specimens. However, histology suffers from low specificity, sensitivity, and reproducibility, leading to suboptimal stratification of patients. We developed a histology-independent immune framework of kidney graft homeostasis and rejection. METHODS We applied tailored RNA deconvolution for leukocyte enumeration and coregulated gene network analysis to published bulk human kidney transplant RNA transcriptomes as input for unsupervised, high-dimensional phenotype clustering. We used framework-based graft survival analysis to identify a biomarker that was subsequently characterized in independent transplant biopsy specimens. RESULTS We found seven immune phenotypes that confirm known rejection types and uncovered novel signatures. The molecular phenotypes allow for improved graft survival analysis compared with histology, and identify a high-risk group in nonrejecting transplants. Two fibrosis-related phenotypes with distinct immune features emerged with reduced graft survival. We identified lysyl oxidase-like 2 (LOXL2)-expressing peritubular CD68+ macrophages as a framework-derived biomarker of impaired allograft function. These cells precede graft fibrosis, as demonstrated in longitudinal biopsy specimens, and may be clinically useful as a biomarker for early fibrogenesis. CONCLUSIONS This study provides a comprehensive, data-driven atlas of human kidney transplant phenotypes and demonstrates its utility to identify novel clinical biomarkers.
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Affiliation(s)
- Konrad Buscher
- Division of General Internal Medicine, Nephrology and Rheumatology, Department of Medicine D, University Hospital of Muenster, Muenster, Germany,Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, California
| | - Barbara Heitplatz
- Institute of Pathology, University Hospital Muenster, Muenster, Germany
| | - Veerle van Marck
- Institute of Pathology, University Hospital Muenster, Muenster, Germany
| | - Jian Song
- Institute of Physiological Chemistry and Pathobiochemistry, University of Muenster, Muenster, Germany,Cells-in-Motion Cluster of Excellence, University of Muenster, Muenster, Germany
| | - Sophie Loismann
- Institute of Physiological Chemistry and Pathobiochemistry, University of Muenster, Muenster, Germany,Cells-in-Motion Cluster of Excellence, University of Muenster, Muenster, Germany
| | - Rebecca Rixen
- Division of General Internal Medicine, Nephrology and Rheumatology, Department of Medicine D, University Hospital of Muenster, Muenster, Germany
| | - Birte Hüchtmann
- Division of General Internal Medicine, Nephrology and Rheumatology, Department of Medicine D, University Hospital of Muenster, Muenster, Germany
| | - Sunil Kurian
- Department of Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, California
| | - Erik Ehinger
- Division of Signaling and Gene Expression, La Jolla Institute for Immunology, La Jolla, California
| | - Dennis Wolf
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, California,Department of Cardiology and Angiology I, University Heart Center, and Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Klaus Ley
- Division of Inflammation Biology, La Jolla Institute for Immunology, La Jolla, California
| | - Hermann Pavenstädt
- Division of General Internal Medicine, Nephrology and Rheumatology, Department of Medicine D, University Hospital of Muenster, Muenster, Germany
| | - Stefan Reuter
- Division of General Internal Medicine, Nephrology and Rheumatology, Department of Medicine D, University Hospital of Muenster, Muenster, Germany
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Abstract
The tyrosine phosphatase CD45 is a major gatekeeper for restraining T cell activation. Its exclusion from the immunological synapse (IS) is crucial for T cell receptor (TCR) signal transduction. Here, we use expansion super-resolution microscopy to reveal that CD45 is mostly pre-excluded from the tips of microvilli (MV) on primary T cells prior to antigen encounter. This pre-exclusion is diminished by depleting cholesterol or by engineering the transmembrane domain of CD45 to increase its membrane integration length, but is independent of the CD45 extracellular domain. We further show that brief MV-mediated contacts can induce Ca2+ influx in mouse antigen-specific T cells engaged by antigen-pulsed antigen presenting cells (APC). We propose that the scarcity of CD45 phosphatase activity at the tips of MV enables or facilitates TCR triggering from brief T cell-APC contacts before formation of a stable IS, and that these MV-mediated contacts represent the earliest step in the initiation of a T cell adaptive immune response.
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Affiliation(s)
- Yunmin Jung
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA, USA.
| | - Lai Wen
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Amnon Altman
- Center for Cancer Immunotherapy, La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Klaus Ley
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA, USA
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
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50
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Abstract
This 11-chapter Special Issue of Cells spans the gamut from basic science in mechanistic animal models to translational science to outcomes of clinical trials, all focused on the role of inflammation in atherosclerosis [...].
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Affiliation(s)
- Klaus Ley
- Laboratory of Inflammation Biology, La Jolla Institute for Immunology, 9420 Athena Circle Drive, La Jolla, San Diego, CA 92037, USA;
- Department of Bioengineering, University of California, 9500 Gilman Drive, MC0412, La Jolla, San Diego, CA 92093, USA
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