1
|
Shen S, Hu M, Peng Y, Zheng Y, Zhang R. Research Progress in pathogenesis of connective tissue disease-associated interstitial lung disease from the perspective of pulmonary cells. Autoimmun Rev 2024; 23:103600. [PMID: 39151642 DOI: 10.1016/j.autrev.2024.103600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2024] [Revised: 07/16/2024] [Accepted: 08/10/2024] [Indexed: 08/19/2024]
Abstract
The lungs are a principal factor in the increased morbidity and mortality observed in patients with Connective Tissue Disease (CTD), frequently presenting as CTD-associated Interstitial Lung Disease (ILD). Currently, there is a lack of comprehensive descriptions of the pulmonary cells implicated in the development of CTD-ILD. This review leverages the Human Lung Cell Atlas (HLCA) and spatial multi-omics atlases to discuss the advancements in research on the pathogenesis of CTD-ILD from a pulmonary cell perspective. This facilitates a more precise localization of disease sites and a more systematic consideration of disease progression, supporting further mechanistic studies and targeted therapies.
Collapse
Affiliation(s)
- Shuyi Shen
- Department of Rheumatology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, China
| | - Ming Hu
- Department of Rheumatology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, China
| | - Yi Peng
- Department of Rheumatology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, China
| | - Yi Zheng
- Department of Rheumatology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, China
| | - Rong Zhang
- Department of Rheumatology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, China.
| |
Collapse
|
2
|
Huang B, Li H, Jiang Q, Li Y, Jiang Z, Cao H, Wang S, Wang X, Li J, Li G. Elevated type I IFN signalling directly affects CD8 + T-cell distribution and autoantigen recognition of the skeletal muscles in active JDM patients. J Autoimmun 2024; 146:103232. [PMID: 38692172 DOI: 10.1016/j.jaut.2024.103232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 03/19/2024] [Accepted: 04/16/2024] [Indexed: 05/03/2024]
Abstract
The link between type I IFN and adaptive immunity, especially T-cell immunity, in JDM still remained largely unclear. This study aimed to understand the effect of elevated type I IFN signaling on CD8+ T cell-associated muscle damage in juvenile dermatomyositis (JDM). This study used flow cytometry (FC) and RT‒PCR were used to examine the circulating cell ratio and type I IFN response. And scRNA-seq was used to examine peripheral immunity in 6 active JDM patients, 3 stable JDM patients, 3 juvenile IMNM patients and 3 age-matched healthy children. In vivo validation experiments were conducted using a mouse model induced by STING agonists and an experimental autoimmune myositis model (EAM). In vitro experiments were conducted using isolated CD8+ T-cells from JDM patients and mice. We found that active JDM patients showed an extensive type I IFN response and a decreased CD8+ T-cell ratio in the periphery (P < 0.05), which was correlated with muscle involvement (P < 0.05). Both new active JDM patients and all active JDM patients showed decreased CD8+ TCM cell ratios compared with age and gender matched stable JDM patients (P < 0.05). Compared with new pediatirc systemic lupus erythematosus (SLE) patients, new active JDM patients displayed decreased CD8+ T-cell and CD8+ TCM cell ratios (P < 0.05). Active JDM patient skeletal muscle biopsies displayed an elevated type I IFN response, upregulated MHC-I expression and CD8+ T-cell infiltration, which was validated in EAM mice. sc-RNAseq demonstrated that type I IFN signalling is the kinetic factor of abnormal differentiation and enhances the cytotoxicity of peripheral CD8+ T cells in active JDM patients, which was confirmed by in vivo and in vitro validation experiments. In summary, the elevated type I IFN signalling affected the differentiation and function of CD8+ T cells in active JDM patients. Skeletal muscle-infiltrating CD8+ T cells might migrate from the periphery under the drive of type I IFN and increased MHC I signals. Therapies targeting autoantigen-specific CD8+ T cells may represent a potential new treatment direction.
Collapse
Affiliation(s)
- Baozhen Huang
- Stem Cells and Regenerative Medicine Laboratory, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong SAR, China; Musculoskeletal Research Laboratory, Department of Orthopaedics & Traumatology, Faculty of Medicine, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong SAR, China; The CUHK-ACC Space Medicine Centre on Health Maintenance of Musculoskeletal System, The Chinese University of Hong Kong Shenzhen Research Institute, Shenzhen, China
| | - Huiyu Li
- Center for Translational Medicine Research and Development, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Qian Jiang
- Department of Medical Genetics, Capital Institute of Pediatrics, Beijing, China; Research Unit of Minimally Invasive Pediatric Surgery on Diagnosis and Treatment, Chinese Academy of Medical Sciences, Beijing, China
| | - Yucong Li
- Stem Cells and Regenerative Medicine Laboratory, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong SAR, China; Musculoskeletal Research Laboratory, Department of Orthopaedics & Traumatology, Faculty of Medicine, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong SAR, China; The CUHK-ACC Space Medicine Centre on Health Maintenance of Musculoskeletal System, The Chinese University of Hong Kong Shenzhen Research Institute, Shenzhen, China
| | - Zhaowei Jiang
- Stem Cells and Regenerative Medicine Laboratory, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong SAR, China; Musculoskeletal Research Laboratory, Department of Orthopaedics & Traumatology, Faculty of Medicine, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong SAR, China; The CUHK-ACC Space Medicine Centre on Health Maintenance of Musculoskeletal System, The Chinese University of Hong Kong Shenzhen Research Institute, Shenzhen, China
| | - Huijuan Cao
- Center for Translational Medicine Research and Development, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
| | | | - Xinluan Wang
- Center for Translational Medicine Research and Development, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China.
| | - Jianguo Li
- Department of Rheumatology and Immunology, Children's Hospital Affiliated to Capital Institute of Pediatrics, China.
| | - Gang Li
- Stem Cells and Regenerative Medicine Laboratory, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong SAR, China; Musculoskeletal Research Laboratory, Department of Orthopaedics & Traumatology, Faculty of Medicine, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, Hong Kong SAR, China; The CUHK-ACC Space Medicine Centre on Health Maintenance of Musculoskeletal System, The Chinese University of Hong Kong Shenzhen Research Institute, Shenzhen, China.
| |
Collapse
|
3
|
Bax CE, Diaz D, Li Y, Vazquez T, Patel J, Grinnell M, Ravishankar A, Maddukuri S, Keyes E, Yan D, Bashir M, Werth VP. Herbal supplement Spirulina stimulates inflammatory cytokine production in patients with dermatomyositis in vitro. iScience 2023; 26:108355. [PMID: 38026219 PMCID: PMC10665953 DOI: 10.1016/j.isci.2023.108355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Revised: 09/08/2023] [Accepted: 10/24/2023] [Indexed: 12/01/2023] Open
Abstract
Spirulina, an herbal supplement and popular ingredient in health foods, is a potent stimulant of the immune system. Spirulina use is temporally associated with the onset or exacerbation of Dermatomyositis (DM), an autoimmune connective tissue disease that frequently affects the skin and muscle. In this study, we investigated the effect of Spirulina on peripheral blood mononuclear cells (PBMCs) in DM and Healthy Controls (HCs), showing that Spirulina stimulates Interferon β (IFNβ), Tumor necrosis factor α (TNFα), and Interferon γ (IFNγ) production of DM PBMCs primarily via Toll-Like Receptor 4 (TLR4) activation using ELISA (enzyme linked immunosorbent assay) and flow cytometry. We show that classical monocytes and monocyte-derived dendritic cells are stimulated by Spirulina and are activated via TLR4. Skin from patients with Spirulina-associated DM exhibits an inflammatory milieu similar to that of idiopathic DM but with a stronger correlation of TLR4 and IFNγ.
Collapse
Affiliation(s)
- Christina E Bax
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - DeAnna Diaz
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Yubin Li
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Thomas Vazquez
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Jay Patel
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Madison Grinnell
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Adarsh Ravishankar
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Spandana Maddukuri
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Emily Keyes
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Daisy Yan
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Muhammad Bashir
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Victoria P Werth
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| |
Collapse
|
4
|
Zhang Z, Pang J, Li Y, Zuo Y, Cui X, Xu H. Imbalance of peripheral blood Th17/Treg increases neutrophil-to-lymphocyte ratio in patients with dermatomyositis. Am J Transl Res 2023; 15:6106-6114. [PMID: 37969179 PMCID: PMC10641349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Accepted: 09/06/2023] [Indexed: 11/17/2023]
Abstract
OBJECTIVE To explore and analyze the association between peripheral blood Th17/Treg balance and neutrophil-to-lymphocyte ratio (NLR) in patients with dermatomyositis (DM). METHODS Data of 83 DM patients hospitalized between January 2020 to April 2022 were collected, including 43 patients in the active phase (DM active-phase group) and 40 in the remission phase (DM remission-phase group). Additionally, data of 50 healthy subjects who underwent physical examinations and immunologic function testing in the same period were taken as a control group. We detected the percentage of Th17 and Treg cells by flow cytometry, calculated patient's NLR and laboratory test indicators, and analyzed the correlation of Th17/Treg balance with NLR and laboratory indicators. RESULTS Th17 percentage and Th7/Treg ratio in the DM active-phase group were higher than those in the DM remission-phase group (P<0.05), while Treg percentage was lower in the active-phase group than in the remission-phase group (P<0.05). The creatine kinase (CK), lactate dehydrogenase (LDH), aspartate aminotransferase (AST), alanine aminotransferase (ALT), erythrocyte deposition rate (ESR), and NLR in DM patients were significantly higher than those of the control group (P<0.05), and were associated with the disease activity of DM. The ratio of Th17/Treg was positively correlated with CK, LDH, AST, ALT, ESR, and NLR (P<0.05). NLR was positively correlated with CK, LDH, AST, ALT, and ESR (P<0.05). CONCLUSION DM patients exhibit changes in immune balance of Th17/Treg and an increase in the NLR. The Th17/Treg ratio in the patients is closely associated with the NLR, which suggests that the immune balance mechanism may interact with the inflammatory response of the body, collectively contributing to the progression of DM.
Collapse
Affiliation(s)
- Zongfang Zhang
- Department of Rheumatology, Cangzhou Central Hospital Cangzhou 061000, Hebei, China
| | - Jie Pang
- Department of Rheumatology, Cangzhou Central Hospital Cangzhou 061000, Hebei, China
| | - Yanxia Li
- Department of Rheumatology, Cangzhou Central Hospital Cangzhou 061000, Hebei, China
| | - Yanhua Zuo
- Department of Rheumatology, Cangzhou Central Hospital Cangzhou 061000, Hebei, China
| | - Xin Cui
- Department of Rheumatology, Cangzhou Central Hospital Cangzhou 061000, Hebei, China
| | - Huaheng Xu
- Department of Rheumatology, Cangzhou Central Hospital Cangzhou 061000, Hebei, China
| |
Collapse
|
5
|
Chari T, Gorin G, Pachter L. Biophysically Interpretable Inference of Cell Types from Multimodal Sequencing Data. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.09.17.558131. [PMID: 37745403 PMCID: PMC10516047 DOI: 10.1101/2023.09.17.558131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/26/2023]
Abstract
Multimodal, single-cell genomics technologies enable simultaneous capture of multiple facets of DNA and RNA processing in the cell. This creates opportunities for transcriptome-wide, mechanistic studies of cellular processing in heterogeneous cell types, with applications ranging from inferring kinetic differences between cells, to the role of stochasticity in driving heterogeneity. However, current methods for determining cell types or 'clusters' present in multimodal data often rely on ad hoc or independent treatment of modalities, and assumptions ignoring inherent properties of the count data. To enable interpretable and consistent cell cluster determination from multimodal data, we present meK-Means (mechanistic K-Means) which integrates modalities and learns underlying, shared biophysical states through a unifying model of transcription. In particular, we demonstrate how meK-Means can be used to cluster cells from unspliced and spliced mRNA count modalities. By utilizing the causal, physical relationships underlying these modalities, we identify shared transcriptional kinetics across cells, which induce the observed gene expression profiles, and provide an alternative definition for 'clusters' through the governing parameters of cellular processes.
Collapse
Affiliation(s)
- Tara Chari
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, California
| | - Gennady Gorin
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, California
| | - Lior Pachter
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, California
- Department of Computing and Mathematical Sciences, California Institute of Technology, Pasadena, California
| |
Collapse
|
6
|
Li M, Zhang Y, Zhang W, Sun J, Liu R, Pan Z, Zhang P, Liu S. Type 1 interferon signature in peripheral blood mononuclear cells and monocytes of idiopathic inflammatory myopathy patients with different myositis-specific autoantibodies. Front Immunol 2023; 14:1169057. [PMID: 37228600 PMCID: PMC10203462 DOI: 10.3389/fimmu.2023.1169057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Accepted: 04/21/2023] [Indexed: 05/27/2023] Open
Abstract
Background Myositis-specific autoantibodies (MSAs) are clinically used to diagnose and define idiopathic inflammatory myopathy (IIM) subsets. However, the underlying pathogenic mechanisms of patients with different MSAs remain unclear. Methods A total of 158 Chinese patients with IIM and 167 gender- and age-matched healthy controls (HCs) were enrolled. Transcriptome sequencing (RNA-Seq) was performed with peripheral blood mononuclear cells (PBMCs), followed by the identification of differentially expressed genes (DEGs) and analysis of gene set enrichment analysis, immune cell infiltration, and WGCNA. Monocyte subsets and related cytokines/chemokines were quantified. The expressions of interferon (IFN)-related genes were validated using qRT-PCR and Western blot in both PBMCs and monocytes. We also performed correlation analysis and ROC analysis to explore the potential clinical significance of the IFN-related genes. Results There were 1,364 genes altered in patients with IIM, including 952 upregulated and 412 downregulated genes. The type I interferon (IFN-I) pathway was remarkably activated in patients with IIM. Compared with patients with other MSAs, IFN-I signatures were significantly activated in patients with anti-melanoma differentiation-associated gene 5 (MDA5) antibodies. In total, 1,288 hub genes associated with IIM onset were identified using WGCNA, including 29 key DEGs associated with IFN signaling. The patients had more CD14brightCD16- classical, CD14brightCD16+ intermediate, and fewer CD14dimCD16+ non-classical monocyte subsets. Plasma cytokines like IL-6 and TNF and chemokines including CCL3 and MCPs increased. The validation of IFN-I-related gene expressions was consistent with the findings from RNA-Seq. The IFN-related genes were correlated with laboratory parameters and helpful for IIM diagnosis. Conclusion Gene expressions were remarkably altered in the PBMCs of IIM patients. Anti-MDA5+ IIM patients had a more pronounced activated IFN signature than others. Monocytes exhibited a proinflammatory feature and contributed to the IFN signature of IIM patients.
Collapse
Affiliation(s)
- Mengdi Li
- Department of Rheumatology and Clinical Immunology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Yusheng Zhang
- Department of Rheumatology and Clinical Immunology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Wenzhe Zhang
- Department of Radiology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Jinlei Sun
- Department of Rheumatology and Clinical Immunology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Rui Liu
- Department of Rheumatology and Clinical Immunology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Zhou Pan
- Department of Rheumatology and Clinical Immunology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Panpan Zhang
- Department of Rheumatology and Clinical Immunology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Shengyun Liu
- Department of Rheumatology and Clinical Immunology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| |
Collapse
|
7
|
Torres-Ruiz J, Absalón-Aguilar A, Reyes-Islas JA, Cassiano-Quezada F, Mejía-Domínguez NR, Pérez-Fragoso A, Maravillas-Montero JL, Núñez-Álvarez C, Juárez-Vega G, Culebro-Bermejo A, Gómez-Martín D. Peripheral expansion of myeloid-derived suppressor cells is related to disease activity and damage accrual in inflammatory myopathies. Rheumatology (Oxford) 2023; 62:775-784. [PMID: 35766810 DOI: 10.1093/rheumatology/keac374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 05/26/2022] [Accepted: 06/18/2022] [Indexed: 02/04/2023] Open
Abstract
OBJECTIVE To assess the proportion of myeloid-derived suppressor cells (MDSCs), their expression of arginase-1 and programmed cell death ligand 1 (PD-L1) and their relationship with the clinical phenotype of patients with idiopathic inflammatory myopathies (IIMs). METHODS We recruited 37 IIM adult patients and 10 healthy donors in Mexico City. We evaluated their clinical features, the proportion of MDSCs and their expression of PD-L1 and arginase-1 by flow cytometry. Polymorphonuclear (PMN)-MDSCs were defined as CD33dim, CD11b+ and CD66b+ while monocytic (M)-MDSCs were CD33+, CD11b+, HLA-DR- and CD14+. Serum cytokines were analysed with a multiplex assay. We compared the quantitative variables with the Kruskal-Wallis and Mann-Whitney U tests and assessed correlations with Spearman's ρ. RESULTS Most patients had dermatomyositis [n = 30 (81.0%)]. IIM patients had a peripheral expansion of PMN-MDSCs and M-MDSCs with an enhanced expression of arginase-1 and PD-L1. Patients with active disease had a decreased percentage {median 1.75% [interquartile range (IQR) 0.31-5.50 vs 10.71 [3.16-15.58], P = 0.011} of M-MDSCs and a higher absolute number of PD-L1+ M-MDSCs [median 23.21 cells/mm3 (IQR 11.16-148.9) vs 5.95 (4.66-102.7), P = 0.046] with increased expression of PD-L1 [median 3136 arbitrary units (IQR 2258-4992) vs 1961 (1885-2335), P = 0.038]. PD-L1 expression in PMN-MDSCs correlated with the visual analogue scale of pulmonary disease activity (r = 0.34, P = 0.040) and damage (r = 0.36, P = 0.031), serum IL-5 (r = 0.55, P = 0.003), IL-6 (r = 0.46, P = 0.003), IL-8 (r = 0.53, P = 0.018), IL-10 (r = 0.48, P = 0.005) and GM-CSF (r = 0.48, P = 0.012). M-MDSCs negatively correlated with the skeletal Myositis Intention to Treat Index (r = -0.34, P = 0.038) and positively with IL-6 (r = 0.40, P = 0.045). CONCLUSION MDSCs expressing arginase-1 and PD-L1 are expanded in IIM and correlate with disease activity, damage accrual and serum cytokines.
Collapse
Affiliation(s)
- Jiram Torres-Ruiz
- Department of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán
| | - Abdiel Absalón-Aguilar
- Department of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán
| | - Juan Alberto Reyes-Islas
- Department of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán
| | - Fabiola Cassiano-Quezada
- Department of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán
| | - Nancy R Mejía-Domínguez
- Red de Apoyo a la Investigación, Coordinacion de Investigación Científica, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Alfredo Pérez-Fragoso
- Department of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán
| | - José Luis Maravillas-Montero
- Red de Apoyo a la Investigación, Coordinacion de Investigación Científica, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Carlos Núñez-Álvarez
- Department of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán
| | - Guillermo Juárez-Vega
- Red de Apoyo a la Investigación, Coordinacion de Investigación Científica, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Alejandro Culebro-Bermejo
- Department of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán
| | - Diana Gómez-Martín
- Department of Immunology and Rheumatology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán
| |
Collapse
|
8
|
Neely J, Hartoularos G, Bunis D, Sun Y, Lee D, Kim S, Ye CJ, Sirota M. Multi-Modal Single-Cell Sequencing Identifies Cellular Immunophenotypes Associated With Juvenile Dermatomyositis Disease Activity. Front Immunol 2022; 13:902232. [PMID: 35799782 PMCID: PMC9254730 DOI: 10.3389/fimmu.2022.902232] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Accepted: 05/04/2022] [Indexed: 02/01/2023] Open
Abstract
Juvenile dermatomyositis (JDM) is a rare autoimmune condition with insufficient biomarkers and treatments, in part, due to incomplete knowledge of the cell types mediating disease. We investigated immunophenotypes and cell-specific genes associated with disease activity using multiplexed RNA and protein single-cell sequencing applied to PBMCs from 4 treatment-naïve JDM (TN-JDM) subjects at baseline, 2, 4, and 6 months post-treatment and 4 subjects with inactive disease on treatment. Analysis of 55,564 cells revealed separate clustering of TN-JDM cells within monocyte, NK, CD8+ effector T and naïve B populations. The proportion of CD16+ monocytes was reduced in TN-JDM, and naïve B cells and CD4+ Tregs were expanded. Cell-type differential gene expression analysis and hierarchical clustering identified a pan-cell-type IFN gene signature over-expressed in TN-JDM in all cell types and correlated with disease activity most strongly in cytotoxic cell types. TN-JDM CD16+ monocytes expressed the highest IFN gene score and were highly skewed toward an inflammatory and antigen-presenting phenotype at both the transcriptomic and proteomic levels. A transitional B cell population with a distinct transcriptomic signature was expanded in TN-JDM and characterized by higher CD24 and CD5 proteins and less CD39, an immunoregulatory protein. This data provides new insights into JDM immune dysregulation at cellular resolution and serves as a novel resource for myositis investigators.
Collapse
Affiliation(s)
- Jessica Neely
- Division of Pediatric Rheumatology, Department of Pediatrics, University of California San Francisco School of Medicine, San Francisco, CA, United States
| | - George Hartoularos
- Graduate Program in Biological and Medical Informatics, University of California San Francisco, San Francisco, CA, United States
- Institute of Human Genetics, University of California San Francisco, San Francisco, CA, United States
- Division of Rheumatology, Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| | - Daniel Bunis
- UCSF CoLabs, University of California San Francisco, San Francisco, CA, United States
- ImmunoX Initiative, University of California San Francisco, San Francisco, CA, United States
| | - Yang Sun
- Division of Rheumatology, Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| | - David Lee
- Institute of Human Genetics, University of California San Francisco, San Francisco, CA, United States
- Division of Rheumatology, Department of Medicine, University of California San Francisco, San Francisco, CA, United States
| | - Susan Kim
- Division of Pediatric Rheumatology, Department of Pediatrics, University of California San Francisco School of Medicine, San Francisco, CA, United States
| | - Chun Jimmie Ye
- Institute of Human Genetics, University of California San Francisco, San Francisco, CA, United States
- Division of Rheumatology, Department of Medicine, University of California San Francisco, San Francisco, CA, United States
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, United States
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, United States
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, United States
- Chan Zuckerberg Biohub, San Francisco, CA, United States
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, United States
- Department of Pediatrics, University of California San Francisco, San Francisco, CA, United States
| |
Collapse
|
9
|
Wilfong EM, Bartkowiak T, Vowell KN, Westlake CS, Irish JM, Kendall PL, Crofford LJ, Bonami RH. High-Dimensional Analysis Reveals Distinct Endotypes in Patients With Idiopathic Inflammatory Myopathies. Front Immunol 2022; 13:756018. [PMID: 35371068 PMCID: PMC8964392 DOI: 10.3389/fimmu.2022.756018] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 01/04/2022] [Indexed: 11/13/2022] Open
Abstract
The idiopathic inflammatory myopathies (IIM) are a rare clinically heterogeneous group of conditions affecting the skin, muscle, joint, and lung in various combinations. While myositis specific autoantibodies are well described, we postulate that broader immune endotypes exist in IIM spanning B cell, T cell, and monocyte compartments. This study aims to identify immune endotypes through detailed immunophenotyping of peripheral blood mononuclear cells (PBMCs) in IIM patients compared to healthy controls. We collected PBMCs from 17 patients with a clinical diagnosis of inflammatory myositis and characterized the B, T, and myeloid cell subsets using mass cytometry by time of flight (CyTOF). Data were analyzed using a combination of the dimensionality reduction algorithm t-distributed stochastic neighbor embedding (t-SNE), cluster identification, characterization, and regression (CITRUS), and marker enrichment modeling (MEM); supervised biaxial gating validated populations identified by these methods to be differentially abundant between groups. Using these approaches, we identified shared immunologic features across all IIM patients, despite different clinical features, as well as two distinct immune endotypes. All IIM patients had decreased surface expression of RP105/CD180 on B cells and a reduction in circulating CD3+CXCR3+ subsets relative to healthy controls. One IIM endotype featured CXCR4 upregulation across all cellular compartments. The second endotype was hallmarked by an increased frequency of CD19+CD21loCD11c+ and CD3+CD4+PD1+ subsets. The experimental and analytical methods we describe here are broadly applicable to studying other immune-mediated diseases (e.g., autoimmunity, immunodeficiency) or protective immune responses (e.g., infection, vaccination).
Collapse
Affiliation(s)
- Erin M Wilfong
- Division of Rheumatology and Immunology, Vanderbilt University Medical Center, Nashville, TN, United States.,Division of Allergy, Pulmonary, and Critical Care Medicine, Vanderbilt University Medical Center, Nashville, TN, United States.,Vanderbilt Institute for Infection, Immunology, and Inflammation, Vanderbilt University Medical Center, Nashville, TN, United States.,Human Immunology Discovery Initiative and Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Todd Bartkowiak
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN, United States.,Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Katherine N Vowell
- Division of Rheumatology and Immunology, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Camille S Westlake
- Division of Rheumatology and Immunology, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Jonathan M Irish
- Vanderbilt Institute for Infection, Immunology, and Inflammation, Vanderbilt University Medical Center, Nashville, TN, United States.,Human Immunology Discovery Initiative and Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN, United States.,Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN, United States.,Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, United States.,Deparment of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Peggy L Kendall
- Division of Allergy, Pulmonary, and Critical Care Medicine, Vanderbilt University Medical Center, Nashville, TN, United States.,Vanderbilt Institute for Infection, Immunology, and Inflammation, Vanderbilt University Medical Center, Nashville, TN, United States.,Deparment of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN, United States.,Department of Medicine, Division of Allergy and Immunology, Washington University School of Medicine St. Louis, MO, United States
| | - Leslie J Crofford
- Division of Rheumatology and Immunology, Vanderbilt University Medical Center, Nashville, TN, United States.,Vanderbilt Institute for Infection, Immunology, and Inflammation, Vanderbilt University Medical Center, Nashville, TN, United States.,Human Immunology Discovery Initiative and Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN, United States.,Deparment of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Rachel H Bonami
- Division of Rheumatology and Immunology, Vanderbilt University Medical Center, Nashville, TN, United States.,Vanderbilt Institute for Infection, Immunology, and Inflammation, Vanderbilt University Medical Center, Nashville, TN, United States.,Human Immunology Discovery Initiative and Vanderbilt Center for Immunobiology, Vanderbilt University Medical Center, Nashville, TN, United States.,Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, United States.,Deparment of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN, United States
| |
Collapse
|
10
|
Jin YZ, Xie MS, Yang C, Wu RL, Zhou YB, Li XM. Prognostic value of peripheral blood markers in patients with myositis-associated interstitial lung diseases. Scand J Rheumatol 2021; 50:218-226. [PMID: 33475038 DOI: 10.1080/03009742.2020.1843705] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Objectives: The aim of this study was to investigate the association between survival of anti-MDA5 autoantibody-positive/negative patients with myositis-associated interstitial lung disease (MA-ILD) and neutrophil-lymphocyte ratio (NLR), platelet-lymphocyte ratio (PLR), monocyte-lymphocyte ratio (MLR), C-reactive protein-albumin ratio (CAR), and erythrocyte sedimentation rate-albumin ratio (EAR).Method: The study included 104 patients diagnosed with MA-ILD between January 2017 and February 2019 at the First Affiliated Hospital, University of Science and Technology of China. The clinical and laboratory results were compared between survivors and non-survivors in anti-MDA5 autoantibody-positive and anti-MDA5 autoantibody-negative patients. Cox proportional hazard models were used for univariable and multivariate analyses to determine survival-related factors. A logistic regression model was used to establish a joint diagnosis, and the feasibility of the combined diagnosis to evaluate the prognosis of MA-ILD was explored.Results: Among 47 anti-MDA5-positive patients with MA-ILD, EAR was an independent predictor of survival. When separated into high and low subgroups, high MLR (> 0.604) and EAR (> 1.458) were predictive of survival (p < 0.05). High MLR, high EAR, and age combined with lactate dehydrogenase were the highest (0.886) in predicting the prognosis of MA-ILD, and were higher than the area under the curve diagnosed separately. In 57 anti-MDA5-negative patients with MA-ILD, NLR and high EAR (> 0.872) were independent predictors of survival (p < 0.05).Conclusion: MLR and EAR are associated with prognosis in anti-MDA5-positive patients. NLR and EAR are associated with prognosis in anti-MDA5-negative patients. Using NLR, MLR, and EAR, inflammatory conditions of MA-ILD can be predicted and possible outcomes estimated.
Collapse
Affiliation(s)
- Y-Z Jin
- Department of Rheumatology and Immunology, The Affiliated Provincial Hospital of Anhui Medical University, Hefei, Anhui, PR China Anhui Medical University, Hefei, Anhui, PR China.,Department of Rheumatology and Immunology, Anhui Provincial Hospital, Hefei, Anhui, PR China
| | - M-S Xie
- Department of Rheumatology and Immunology, The Affiliated Provincial Hospital of Anhui Medical University, Hefei, Anhui, PR China Anhui Medical University, Hefei, Anhui, PR China.,Department of Rheumatology and Immunology, Anhui Provincial Hospital, Hefei, Anhui, PR China
| | - C Yang
- Department of Rheumatology and Immunology, The Affiliated Provincial Hospital of Anhui Medical University, Hefei, Anhui, PR China Anhui Medical University, Hefei, Anhui, PR China.,Department of Rheumatology and Immunology, Anhui Provincial Hospital, Hefei, Anhui, PR China
| | - R-L Wu
- Department of Rheumatology and Immunology, The Affiliated Provincial Hospital of Anhui Medical University, Hefei, Anhui, PR China Anhui Medical University, Hefei, Anhui, PR China.,Department of Rheumatology and Immunology, Anhui Provincial Hospital, Hefei, Anhui, PR China
| | - Y-B Zhou
- Department of Rheumatology and Immunology, Anhui Provincial Hospital, Hefei, Anhui, PR China
| | - X-M Li
- Department of Rheumatology and Immunology, The Affiliated Provincial Hospital of Anhui Medical University, Hefei, Anhui, PR China Anhui Medical University, Hefei, Anhui, PR China.,Department of Rheumatology and Immunology, Anhui Provincial Hospital, Hefei, Anhui, PR China
| |
Collapse
|