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Gaur K, Mohapatra L, Wal P, Parveen A, Kumar S, Gupta V. Deciphering the mechanisms and effects of hyperglycemia on skeletal muscle atrophy. Metabol Open 2024; 24:100332. [PMID: 39634609 PMCID: PMC11616592 DOI: 10.1016/j.metop.2024.100332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2024] [Revised: 11/07/2024] [Accepted: 11/11/2024] [Indexed: 12/07/2024] Open
Abstract
Hyperglycemia, a hallmark of diabetes mellitus, significantly contributes to skeletal muscle atrophy, characterized by progressive muscle mass and strength loss. This review summarizes the mechanisms of hyperglycemia-induced muscle atrophy, examines clinical evidence, and discusses preventive and therapeutic strategies. A systematic search of electronic databases, including PubMed, Scopus, and Web of Science, was conducted to identify relevant papers on hyperglycemic skeletal muscle atrophy. Key mechanisms include insulin resistance, chronic inflammation, oxidative stress, and mitochondrial dysfunction. Crucial molecular pathways involved are Phosphoinositide 3-kinase/Protein kinase B signaling, Forkhead box O transcription factors, the ubiquitin-proteasome system, and myostatin-mediated degradation. Hyperglycemia disrupts normal glucose and lipid metabolism, exacerbating muscle protein degradation and impairing synthesis. Clinical studies support the association between hyperglycemia and muscle atrophy, emphasizing the need for early diagnosis and intervention. Biomarkers, imaging techniques, and functional tests are vital for detecting and monitoring muscle atrophy in hyperglycemic patients. Management strategies focus on glycemic control, pharmacological interventions targeting specific molecular pathways, nutritional support, and tailored exercise regimens. Despite these advances, research gaps remain in understanding the long-term impact of hyperglycemia on muscle health and identifying novel therapeutic targets. The review aims to provide a comprehensive understanding of the mechanisms, clinical implications, and potential therapeutic strategies for addressing hyperglycemia-induced skeletal muscle atrophy.
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Affiliation(s)
- Khushboo Gaur
- Department of Pharmacy, PSIT-Pranveer Singh Institute of Technology (Pharmacy), Bhauti, Kanpur, 209305, Uttar Pradesh, India
- Department of Pharmacy, Amity Institute of Pharmacy, Lucknow, Amity University Uttar Pradesh, Sector-125, Noida, 201313, India
| | - Lucy Mohapatra
- Department of Pharmacy, Amity Institute of Pharmacy, Lucknow, Amity University Uttar Pradesh, Sector-125, Noida, 201313, India
| | - Pranay Wal
- Department of Pharmacy, PSIT-Pranveer Singh Institute of Technology (Pharmacy), Bhauti, Kanpur, 209305, Uttar Pradesh, India
| | - Amana Parveen
- Department of Pharmacy, PSIT-Pranveer Singh Institute of Technology (Pharmacy), Bhauti, Kanpur, 209305, Uttar Pradesh, India
| | - Shivam Kumar
- Department of Pharmacy, S J Institute of Pharmacy Ramaipur, Kanpur, 209214, Uttar Pradesh, India
| | - Vaishali Gupta
- Department of Pharmacy, S J Institute of Pharmacy Ramaipur, Kanpur, 209214, Uttar Pradesh, India
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2
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Yan-Rui W, Xue-Er Y, Mao-Yu D, Ya-Ting L, Bo-Heng L, Miao-Jie Z, Li Z. Research on the signaling pathway and the related mechanism of traditional Chinese medicine intervention in chronic gastritis of the "inflammation-cancer transformation". Front Pharmacol 2024; 15:1338471. [PMID: 38698812 PMCID: PMC11063381 DOI: 10.3389/fphar.2024.1338471] [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: 11/14/2023] [Accepted: 04/05/2024] [Indexed: 05/05/2024] Open
Abstract
Objective: The aim of this study is to uncover the traditional Chinese medicine (TCM) treatments for chronic gastritis and their potential targets and pathways involved in the "inflammation-cancer" conversion in four stages. These findings can provide further support for future research into TCM and its active components. Materials and methods: The literature search encompassed PubMed, Web of Science, Google Scholar, CNKI, WanFang, and VIP, employing keywords such as "chronic gastritis", "gastric cancer", "traditional Chinese medicine", "medicinal herb", "Chinese herb", and "natural plant". Results: Herbal remedies may regulate the signaling pathways linked to the advancement of chronic gastritis. Under the multi-target and multi-pathway independent or combined reaction, the inflammatory microenvironment may be enhanced, leading to repair of damaged gastric mucosal cells, buffering the progress of mucosal atrophic degeneration via the decrease of inflammatory factor expression, inhibition of oxidative stress-induced damage, facilitation of microvascular neovascularization in the gastric mucosa and regulation of the processes of gastric mucosal cell differentiation and proliferation. Simultaneously, the decreased expression of inflammatory factors may impact the expression of associated oncogenes and regulate the malignant proliferation of cells, thereby achieving the treatment and prevention objectives of gastric cancer through the reduction of cell metastasis and apoptosis. Conclusion: Chinese medicine formulations and individual drugs can be utilised at various stages of the "inflammation-cancer" progression of chronic gastritis to prevent and treat gastric cancer in a multi-level, multi-targeted, and multi-directional fashion. This can provide guidance for the accurate application of medicines during different stages of "inflammation-cancer" transformation. New insights into the mechanism of inflammation-cancer transformation and the development of novel drugs for chronic gastritis can be gained through an extensive investigation of TCM treatment in this condition.
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Affiliation(s)
- Wang Yan-Rui
- Dongzhimen Hospital of Beijing University of Chinese Medicine, Beijing, China
- Beijing University of Chinese Medicine, Beijing, China
| | - Yan Xue-Er
- Dongzhimen Hospital of Beijing University of Chinese Medicine, Beijing, China
- Beijing University of Chinese Medicine, Beijing, China
| | - Ding Mao-Yu
- Beijing University of Chinese Medicine, Beijing, China
- Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing, China
| | - Lu Ya-Ting
- Dongzhimen Hospital of Beijing University of Chinese Medicine, Beijing, China
- Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing, China
| | - Lu Bo-Heng
- Beijing University of Chinese Medicine, Beijing, China
| | - Zhai Miao-Jie
- Dongzhimen Hospital of Beijing University of Chinese Medicine, Beijing, China
- Beijing University of Chinese Medicine, Beijing, China
| | - Zhu Li
- Dongzhimen Hospital of Beijing University of Chinese Medicine, Beijing, China
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3
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Adnan M, Siddiqui AJ, Ashraf SA, Bardakci F, Alreshidi M, Badraoui R, Noumi E, Tepe B, Sachidanandan M, Patel M. Network Pharmacology, Molecular Docking, and Molecular Dynamics Simulation to Elucidate the Molecular Targets and Potential Mechanism of Phoenix dactylifera (Ajwa Dates) against Candidiasis. Pathogens 2023; 12:1369. [PMID: 38003833 PMCID: PMC10674288 DOI: 10.3390/pathogens12111369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Revised: 11/13/2023] [Accepted: 11/17/2023] [Indexed: 11/26/2023] Open
Abstract
Candidiasis, caused by opportunistic fungal pathogens of the Candida genus, poses a significant threat to immunocompromised individuals. Natural compounds derived from medicinal plants have gained attention as potential sources of anti-fungal agents. Ajwa dates (Phoenix dactylifera L.) have been recognized for their diverse phytochemical composition and therapeutic potential. In this study, we employed a multi-faceted approach to explore the anti-candidiasis potential of Ajwa dates' phytochemicals. Utilizing network pharmacology, we constructed an interaction network to elucidate the intricate relationships between Ajwa dates phytoconstituents and the Candida-associated molecular targets of humans. Our analysis revealed key nodes in the network (STAT3, IL-2, PTPRC, STAT1, CASP1, ALB, TP53, TLR4, TNF and PPARG), suggesting the potential modulation of several crucial processes (the regulation of the response to a cytokine stimulus, regulation of the inflammatory response, positive regulation of cytokine production, cellular response to external stimulus, etc.) and fungal pathways (Th17 cell differentiation, the Toll-like receptor signaling pathway, the C-type lectin receptor signaling pathway and necroptosis). To validate these findings, molecular docking studies were conducted, revealing the binding affinities of the phytochemicals towards selected Candida protein targets of humans (ALB-rutin (-9.7 kJ/mol), STAT1-rutin (-9.2 kJ/mol), STAT3-isoquercetin (-8.7 kJ/mol), IL2-β-carotene (-8.5 kJ/mol), CASP1-β-carotene (-8.2 kJ/mol), TP53-isoquercetin (-8.8 kJ/mol), PPARG-luteolin (-8.3 kJ/mol), TNF-βcarotene (-7.7 kJ/mol), TLR4-rutin (-7.4 kJ/mol) and PTPRC-rutin (-7.0 kJ/mol)). Furthermore, molecular dynamics simulations of rutin-ALB and rutin-STAT1 complex were performed to gain insights into the stability and dynamics of the identified ligand-target complexes over time. Overall, the results not only contribute to the understanding of the molecular interactions underlying the anti-fungal potential of specific phytochemicals of Ajwa dates in humans but also provide a rational basis for the development of novel therapeutic strategies against candidiasis in humans. This study underscores the significance of network pharmacology, molecular docking and dynamics simulations in accelerating the discovery of natural products as effective anti-fungal agents. However, further experimental validation of the identified compounds is warranted to translate these findings into practical therapeutic applications.
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Affiliation(s)
- Mohd Adnan
- Department of Biology, College of Science, University of Ha’il, Ha’il 55473, Saudi Arabia; (M.A.)
- Medical and Diagnostic Research Centre, University of Ha’il, Ha’il 55473, Saudi Arabia
| | - Arif Jamal Siddiqui
- Department of Biology, College of Science, University of Ha’il, Ha’il 55473, Saudi Arabia; (M.A.)
- Medical and Diagnostic Research Centre, University of Ha’il, Ha’il 55473, Saudi Arabia
| | - Syed Amir Ashraf
- Medical and Diagnostic Research Centre, University of Ha’il, Ha’il 55473, Saudi Arabia
- Department of Clinical Nutrition, College of Applied Medial Sciences, University of Ha’il, Ha’il 55473, Saudi Arabia
| | - Fevzi Bardakci
- Department of Biology, College of Science, University of Ha’il, Ha’il 55473, Saudi Arabia; (M.A.)
- Medical and Diagnostic Research Centre, University of Ha’il, Ha’il 55473, Saudi Arabia
| | - Mousa Alreshidi
- Department of Biology, College of Science, University of Ha’il, Ha’il 55473, Saudi Arabia; (M.A.)
- Medical and Diagnostic Research Centre, University of Ha’il, Ha’il 55473, Saudi Arabia
| | - Riadh Badraoui
- Department of Biology, College of Science, University of Ha’il, Ha’il 55473, Saudi Arabia; (M.A.)
- Medical and Diagnostic Research Centre, University of Ha’il, Ha’il 55473, Saudi Arabia
| | - Emira Noumi
- Department of Biology, College of Science, University of Ha’il, Ha’il 55473, Saudi Arabia; (M.A.)
- Medical and Diagnostic Research Centre, University of Ha’il, Ha’il 55473, Saudi Arabia
| | - Bektas Tepe
- Department of Molecular Biology and Genetics, Faculty of Science and Literature, Kilis 7 Aralik University, Kilis TR-79000, Turkey
| | - Manojkumar Sachidanandan
- Medical and Diagnostic Research Centre, University of Ha’il, Ha’il 55473, Saudi Arabia
- Department of Oral Radiology, College of Dentistry, University of Ha’il, Ha’il 55473, Saudi Arabia
| | - Mitesh Patel
- Department of Biotechnology, Parul Institute of Applied Sciences and Centre of Research for Development, Parul University, Vadodara 391760, India
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Brownlie RJ, Kennedy R, Wilson EB, Milanovic M, Taylor CF, Wang D, Davies JR, Owston H, Adams EJ, Stephenson S, Caeser R, Gewurz BE, Giannoudis PV, Scuoppo C, McGonagle D, Hodson DJ, Tooze RM, Doody GM, Cook G, Westhead DR, Klein U. Cytokine receptor IL27RA is an NF-κB-responsive gene involved in CD38 upregulation in multiple myeloma. Blood Adv 2023; 7:3874-3890. [PMID: 36867577 PMCID: PMC10405202 DOI: 10.1182/bloodadvances.2022009044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Accepted: 02/27/2023] [Indexed: 03/04/2023] Open
Abstract
Multiple myeloma (MM) shows constitutive activation of canonical and noncanonical nuclear factor κB (NF-κB) signaling via genetic mutations or tumor microenvironment (TME) stimulations. A subset of MM cell lines showed dependency for cell growth and survival on the canonical NF-κB transcription factor RELA alone, suggesting a critical role for a RELA-mediated biological program in MM pathogenesis. Here, we determined the RELA-dependent transcriptional program in MM cell lines and found the expression of the cell surface molecules interleukin-27 receptor-α (IL-27Rα) and the adhesion molecule JAM2 to be responsive to RELA at the messenger RNA and protein levels. IL-27Rα and JAM2 were expressed on primary MM cells at higher levels than on healthy long-lived plasma cells (PCs) in the bone marrow. IL-27 activated STAT1, and to a lesser extent STAT3, in MM cell lines and in PCs generated from memory B cells in an IL-21-dependent in vitro PC differentiation assay. Concomitant activity of IL-21 and IL-27 enhanced differentiation into PCs and increased the cell-surface expression of the known STAT target gene CD38. In accordance, a subset of MM cell lines and primary MM cells cultured with IL-27 upregulated CD38 cell-surface expression, a finding with potential implications for enhancing the efficacy of CD38-directed monoclonal antibody therapies by increasing CD38 expression on tumor cells. The elevated expression of IL-27Rα and JAM2 on MM cells compared with that on healthy PCs may be exploited for the development of targeted therapeutic strategies that modulate the interaction of MM cells with the TME.
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Affiliation(s)
- Rebecca J. Brownlie
- Division of Haematology & Immunology, Leeds Institute of Medical Research at St. James’s Hospital, University of Leeds, Leeds, United Kingdom
| | - Ruth Kennedy
- Division of Haematology & Immunology, Leeds Institute of Medical Research at St. James’s Hospital, University of Leeds, Leeds, United Kingdom
| | - Erica B. Wilson
- Division of Haematology & Immunology, Leeds Institute of Medical Research at St. James’s Hospital, University of Leeds, Leeds, United Kingdom
| | - Maja Milanovic
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY
| | - Claire F. Taylor
- Division of Haematology & Immunology, Leeds Institute of Medical Research at St. James’s Hospital, University of Leeds, Leeds, United Kingdom
| | - Dapeng Wang
- Leeds Omics, University of Leeds, Leeds, United Kingdom
| | - John R. Davies
- Bioinformatics Group, School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
| | - Heather Owston
- Leeds Institute of Rheumatic and Musculoskeletal Medicine, University of Leeds, Leeds, United Kingdom
- National Institute for Health Research, Leeds Biomedical Research Centre, Leeds Teaching Hospitals, Leeds, United Kingdom
| | - Emma J. Adams
- Division of Haematology & Immunology, Leeds Institute of Medical Research at St. James’s Hospital, University of Leeds, Leeds, United Kingdom
| | - Sophie Stephenson
- Division of Haematology & Immunology, Leeds Institute of Medical Research at St. James’s Hospital, University of Leeds, Leeds, United Kingdom
| | - Rebecca Caeser
- Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, United Kingdom
| | | | - Peter V. Giannoudis
- Leeds Orthopaedic & Trauma Sciences, Leeds General Infirmary, and Leeds Institute of Rheumatic and Musculoskeletal Medicine, University of Leeds, Leeds, United Kingdom
| | - Claudio Scuoppo
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY
| | - Dennis McGonagle
- Leeds Institute of Rheumatic and Musculoskeletal Medicine, University of Leeds, Leeds, United Kingdom
- National Institute for Health Research, Leeds Biomedical Research Centre, Leeds Teaching Hospitals, Leeds, United Kingdom
| | - Daniel J. Hodson
- Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, United Kingdom
| | - Reuben M. Tooze
- Division of Haematology & Immunology, Leeds Institute of Medical Research at St. James’s Hospital, University of Leeds, Leeds, United Kingdom
| | - Gina M. Doody
- Division of Haematology & Immunology, Leeds Institute of Medical Research at St. James’s Hospital, University of Leeds, Leeds, United Kingdom
| | - Gordon Cook
- CRUK Clinical Trials Unit, Leeds Institute of Clinical Trial Research, University of Leeds, Leeds, United Kingdom
| | - David R. Westhead
- Bioinformatics Group, School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
| | - Ulf Klein
- Division of Haematology & Immunology, Leeds Institute of Medical Research at St. James’s Hospital, University of Leeds, Leeds, United Kingdom
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5
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Xiao R, Lei C, Zhang Y, Zhang M. Interleukin-6 in retinal diseases: From pathogenesis to therapy. Exp Eye Res 2023:109556. [PMID: 37385535 DOI: 10.1016/j.exer.2023.109556] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2023] [Revised: 06/03/2023] [Accepted: 06/25/2023] [Indexed: 07/01/2023]
Abstract
Interleukin-6 (IL-6) is a pleiotropic cytokine that participates in immunomodulation, inflammation, increases vascular permeability, hematopoiesis, and stimulates cell proliferation, among other biological processes. It exerts effects primarily through the classic and trans-signaling pathways. Many studies have demonstrated that IL-6 plays a critical role in the development of retinal diseases including diabetic retinopathy, uveitis, age-related macular degeneration, glaucoma, retinal vein occlusion, central serous chorioretinopathy and proliferative vitreoretinopathy. Thus, the progressive development of drugs targeting IL-6 and IL-6 receptor may play a role in the treatment of multiple retinal diseases. In this article, we comprehensively review the IL-6's biological functions of and its mechanisms in the pathogenesis of various retinal diseases. Furthermore, we summarize the drugs targeting IL-6 and its receptor and prospect their potential application in retinal diseases, hoping to provide new ideas for the treatment of retinal diseases.
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Affiliation(s)
- Ruihan Xiao
- Department of Ophthalmology and Research Laboratory of Macular Disease, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Chunyan Lei
- Department of Ophthalmology and Research Laboratory of Macular Disease, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Yi Zhang
- Department of Ophthalmology and Research Laboratory of Macular Disease, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Meixia Zhang
- Department of Ophthalmology and Research Laboratory of Macular Disease, West China Hospital, Sichuan University, Chengdu, 610041, China.
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6
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McFarlane A, Pohler E, Moraga I. Molecular and cellular factors determining the functional pleiotropy of cytokines. FEBS J 2023; 290:2525-2552. [PMID: 35246947 PMCID: PMC10952290 DOI: 10.1111/febs.16420] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 01/26/2022] [Accepted: 03/03/2022] [Indexed: 11/30/2022]
Abstract
Cytokines are soluble factors vital for mammalian physiology. Cytokines elicit highly pleiotropic activities, characterized by their ability to induce a wide spectrum of functional responses in a diverse range of cell subsets, which makes their study very challenging. Cytokines activate signalling via receptor dimerization/oligomerization, triggering activation of the JAK (Janus kinase)/STAT (signal transducer and activator of transcription) signalling pathway. Given the strong crosstalk and shared usage of key components of cytokine signalling pathways, a long-standing question in the field pertains to how functional diversity is achieved by cytokines. Here, we discuss how biophysical - for example, ligand-receptor binding affinity and topology - and cellular - for example, receptor, JAK and STAT protein levels, endosomal compartment - parameters contribute to the modulation and diversification of cytokine responses. We review how these parameters ultimately converge into a common mechanism to fine-tune cytokine signalling that involves the control of the number of Tyr residues phosphorylated in the receptor intracellular domain upon cytokine stimulation. This results in different kinetics of STAT activation, and induction of specific gene expression programs, ensuring the generation of functional diversity by cytokines using a limited set of signalling intermediaries. We describe how these first principles of cytokine signalling have been exploited using protein engineering to design cytokine variants with more specific and less toxic responses for immunotherapy.
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Affiliation(s)
- Alison McFarlane
- Division of Cell Signalling and ImmunologySchool of Life SciencesUniversity of DundeeUK
| | - Elizabeth Pohler
- Division of Cell Signalling and ImmunologySchool of Life SciencesUniversity of DundeeUK
| | - Ignacio Moraga
- Division of Cell Signalling and ImmunologySchool of Life SciencesUniversity of DundeeUK
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7
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Sun L, Yu G, Jiang H, Shi K, Huang D, Bao H, Huang Y, Che L, Chen M. Experimental study on the anti-inflammatory effect of Mongolian medicine Sendeng Decoction on mice with psoriasis. MEDICINE IN NOVEL TECHNOLOGY AND DEVICES 2022. [DOI: 10.1016/j.medntd.2022.100154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
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8
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Burt P, Peine M, Peine C, Borek Z, Serve S, Floßdorf M, Hegazy AN, Höfer T, Löhning M, Thurley K. Dissecting the dynamic transcriptional landscape of early T helper cell differentiation into Th1, Th2, and Th1/2 hybrid cells. Front Immunol 2022; 13:928018. [PMID: 36052070 PMCID: PMC9424495 DOI: 10.3389/fimmu.2022.928018] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Accepted: 07/20/2022] [Indexed: 11/13/2022] Open
Abstract
Selective differentiation of CD4+ T helper (Th) cells into specialized subsets such as Th1 and Th2 cells is a key element of the adaptive immune system driving appropriate immune responses. Besides those canonical Th-cell lineages, hybrid phenotypes such as Th1/2 cells arise in vivo, and their generation could be reproduced in vitro. While master-regulator transcription factors like T-bet for Th1 and GATA-3 for Th2 cells drive and maintain differentiation into the canonical lineages, the transcriptional architecture of hybrid phenotypes is less well understood. In particular, it has remained unclear whether a hybrid phenotype implies a mixture of the effects of several canonical lineages for each gene, or rather a bimodal behavior across genes. Th-cell differentiation is a dynamic process in which the regulatory factors are modulated over time, but longitudinal studies of Th-cell differentiation are sparse. Here, we present a dynamic transcriptome analysis following Th-cell differentiation into Th1, Th2, and Th1/2 hybrid cells at 3-h time intervals in the first hours after stimulation. We identified an early bifurcation point in gene expression programs, and we found that only a minority of ~20% of Th cell-specific genes showed mixed effects from both Th1 and Th2 cells on Th1/2 hybrid cells. While most genes followed either Th1- or Th2-cell gene expression, another fraction of ~20% of genes followed a Th1 and Th2 cell-independent transcriptional program associated with the transcription factors STAT1 and STAT4. Overall, our results emphasize the key role of high-resolution longitudinal data for the characterization of cellular phenotypes.
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Affiliation(s)
- Philipp Burt
- Systems Biology of Inflammation, German Rheumatism Research Center (DRFZ), a Leibniz Institute, Berlin, Germany
- Institute for Theoretical Biology, Humboldt University, Berlin, Germany
| | - Michael Peine
- Pitzer Laboratory of Osteoarthritis Research, German Rheumatism Research Center (DRFZ), a Leibniz Institute, Berlin, Germany
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin, Berlin, Germany
| | - Caroline Peine
- Pitzer Laboratory of Osteoarthritis Research, German Rheumatism Research Center (DRFZ), a Leibniz Institute, Berlin, Germany
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin, Berlin, Germany
| | - Zuzanna Borek
- Systems Biology of Inflammation, German Rheumatism Research Center (DRFZ), a Leibniz Institute, Berlin, Germany
- Department of Gastroenterology, Infectious Diseases and Rheumatology, Charité-Universitätsmedizin, Berlin, Germany
- Inflammatory Mechanisms, German Rheumatism Research Center (DRFZ), a Leibniz Institute, Berlin, Germany
| | - Sebastian Serve
- Systems Biology of Inflammation, German Rheumatism Research Center (DRFZ), a Leibniz Institute, Berlin, Germany
- Pitzer Laboratory of Osteoarthritis Research, German Rheumatism Research Center (DRFZ), a Leibniz Institute, Berlin, Germany
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin, Berlin, Germany
| | - Michael Floßdorf
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Ahmed N. Hegazy
- Department of Gastroenterology, Infectious Diseases and Rheumatology, Charité-Universitätsmedizin, Berlin, Germany
- Inflammatory Mechanisms, German Rheumatism Research Center (DRFZ), a Leibniz Institute, Berlin, Germany
- Berlin Institute of Health (BIH), Berlin, Germany
| | - Thomas Höfer
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Max Löhning
- Pitzer Laboratory of Osteoarthritis Research, German Rheumatism Research Center (DRFZ), a Leibniz Institute, Berlin, Germany
- Department of Rheumatology and Clinical Immunology, Charité-Universitätsmedizin, Berlin, Germany
- *Correspondence: Max Löhning, ; Kevin Thurley,
| | - Kevin Thurley
- Systems Biology of Inflammation, German Rheumatism Research Center (DRFZ), a Leibniz Institute, Berlin, Germany
- Institute for Theoretical Biology, Humboldt University, Berlin, Germany
- Institute for Experimental Oncology, Biomathematics Division, University Hospital Bonn, Bonn, Germany
- *Correspondence: Max Löhning, ; Kevin Thurley,
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9
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Jin Y, Fyfe PK, Gardner S, Wilmes S, Bubeck D, Moraga I. Structural insights into the assembly and activation of the
IL
‐27 signaling complex. EMBO Rep 2022; 23:e55450. [PMID: 35920255 PMCID: PMC9535766 DOI: 10.15252/embr.202255450] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 07/11/2022] [Accepted: 07/11/2022] [Indexed: 12/14/2022] Open
Abstract
Interleukin 27 (IL‐27) is a heterodimeric cytokine that elicits potent immunosuppressive responses. Comprised of EBI3 and p28 subunits, IL‐27 binds GP130 and IL‐27Rα receptor chains to activate the JAK/STAT signaling cascade. However, how these receptors recognize IL‐27 and form a complex capable of phosphorylating JAK proteins remains unclear. Here, we used cryo electron microscopy (cryoEM) and AlphaFold modeling to solve the structure of the IL‐27 receptor recognition complex. Our data show how IL‐27 serves as a bridge connecting IL‐27Rα (domains 1–2) with GP130 (domains 1–3) to initiate signaling. While both receptors contact the p28 component of the heterodimeric cytokine, EBI3 stabilizes the complex by binding a positively charged surface of IL‐27Rα and Domain 1 of GP130. We find that assembly of the IL‐27 receptor recognition complex is distinct from both IL‐12 and IL‐6 cytokine families and provides a mechanistic blueprint for tuning IL‐27 pleiotropic actions.
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Affiliation(s)
- Yibo Jin
- Department of Life Sciences, Sir Ernst Chain Building Imperial College London London UK
| | - Paul K Fyfe
- Division of Cell Signaling and Immunology, School of Life Sciences University of Dundee Dundee UK
| | - Scott Gardner
- Department of Life Sciences, Sir Ernst Chain Building Imperial College London London UK
| | - Stephan Wilmes
- Division of Cell Signaling and Immunology, School of Life Sciences University of Dundee Dundee UK
| | - Doryen Bubeck
- Department of Life Sciences, Sir Ernst Chain Building Imperial College London London UK
| | - Ignacio Moraga
- Division of Cell Signaling and Immunology, School of Life Sciences University of Dundee Dundee UK
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10
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Challagundla N, Shah D, Yadav S, Agrawal-Rajput R. Saga of monokines in shaping tumour-immune microenvironment: Origin to execution. Cytokine 2022; 157:155948. [PMID: 35764025 DOI: 10.1016/j.cyto.2022.155948] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Revised: 06/09/2022] [Accepted: 06/13/2022] [Indexed: 11/19/2022]
Abstract
Cellular communication mediated by cytokines is an important mechanism dictating immune responses, their cross talk and final immune output. Cytokines play a major role in dictating the immune outcome to cancer by regulating the events of development, differentiation and activation of innate immune cells. Cytokines are pleiotropic in nature, hence understanding their role individually or as member of network cytokines is critical to delineate their role in tumour immunity. Tumour systemically manipulates the immune system to evade and escape immune recognition for their uncontrollable growth and metastasis. The developing tumour comprise a large and diverse set of myeloid cells which are vulnerable to manipulation by the tumour-microenvironment. The innate immune cells of the monocytic lineage skew the fate of the adaptive immune cells and thus dictating cancer elimination or progression. Targeting cells at tumour cite is preposterous owing to their tight network, poor reach and abundance of immunosuppressive mechanisms. Monocytic lineage-derived cytokines (monokines) play crucial role in tumour regression or progression by either directly killing the tumour cells with TNFα or promoting its growth by TGFβ. In addition, the monokines like IL-12, IL-1β, IL-6, IL-10 and TGFβ direct the adaptive immune cells to secrete anti-tumour cytokines, TNFα, IFNγ, perforin and granzyme or pro-tumour cytokines, IL-10 and TGFβ. In this review, we elucidate the roles of monokines in dictating the fate of tumour by regulating responses at various stages of generation, differentiation and activation of immune cells along with the extensive cross talk. We have attempted to delineate the synergy and antagonism of major monokines among themselves or with tumour-derived or adaptive immune cytokines. The review provides an update on the possibilities of placing monokines to potential practical use as cytokine therapy against cancer.
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Affiliation(s)
- Naveen Challagundla
- Immunology Lab, Indian Institute of Advanced Research, Koba Institutional Area, Gandhinagar, Gujarat 382426, India
| | - Dhruvi Shah
- Immunology Lab, Indian Institute of Advanced Research, Koba Institutional Area, Gandhinagar, Gujarat 382426, India
| | - Shivani Yadav
- Immunology Lab, Indian Institute of Advanced Research, Koba Institutional Area, Gandhinagar, Gujarat 382426, India
| | - Reena Agrawal-Rajput
- Immunology Lab, Indian Institute of Advanced Research, Koba Institutional Area, Gandhinagar, Gujarat 382426, India.
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11
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Caveney NA, Glassman CR, Jude KM, Tsutsumi N, Garcia KC. Structure of the IL-27 quaternary receptor signaling complex. eLife 2022; 11:e78463. [PMID: 35579417 PMCID: PMC9142143 DOI: 10.7554/elife.78463] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 05/16/2022] [Indexed: 11/16/2022] Open
Abstract
Interleukin 27 (IL-27) is a heterodimeric cytokine that functions to constrain T cell-mediated inflammation and plays an important role in immune homeostasis. Binding of IL-27 to cell surface receptors, IL-27Rα and gp130, results in activation of receptor-associated Janus Kinases and nuclear translocation of Signal Transducer and Activator of Transcription 1 (STAT1) and STAT3 transcription factors. Despite the emerging therapeutic importance of this cytokine axis in cancer and autoimmunity, a molecular blueprint of the IL-27 receptor signaling complex, and its relation to other gp130/IL-12 family cytokines, is currently unclear. We used cryogenic-electron microscopy to determine the quaternary structure of IL-27, composed of p28 and Epstein-Barr Virus-Induced 3 (Ebi3) subunits, bound to receptors, IL-27Rα and gp130. The resulting 3.47 Å resolution structure revealed a three-site assembly mechanism nucleated by the central p28 subunit of the cytokine. The overall topology and molecular details of this binding are reminiscent of IL-6 but distinct from related heterodimeric cytokines IL-12 and IL-23. These results indicate distinct receptor assembly mechanisms used by heterodimeric cytokines with important consequences for targeted agonism and antagonism of IL-27 signaling.
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Affiliation(s)
- Nathanael A Caveney
- Department of Molecular and Cellular Physiology, Stanford University School of MedicineStanfordUnited States
| | - Caleb R Glassman
- Department of Molecular and Cellular Physiology, Stanford University School of MedicineStanfordUnited States
- Program in Immunology, Stanford University School of MedicineStanfordUnited States
| | - Kevin M Jude
- Department of Molecular and Cellular Physiology, Stanford University School of MedicineStanfordUnited States
- Howard Hughes Medical Institute, Stanford University School of MedicineStanfordUnited States
| | - Naotaka Tsutsumi
- Department of Molecular and Cellular Physiology, Stanford University School of MedicineStanfordUnited States
- Howard Hughes Medical Institute, Stanford University School of MedicineStanfordUnited States
| | - K Christopher Garcia
- Department of Molecular and Cellular Physiology, Stanford University School of MedicineStanfordUnited States
- Program in Immunology, Stanford University School of MedicineStanfordUnited States
- Howard Hughes Medical Institute, Stanford University School of MedicineStanfordUnited States
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12
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Millrine D, Jenkins RH, Hughes STO, Jones SA. Making sense of IL-6 signalling cues in pathophysiology. FEBS Lett 2022; 596:567-588. [PMID: 34618359 PMCID: PMC9673051 DOI: 10.1002/1873-3468.14201] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2021] [Revised: 09/29/2021] [Accepted: 09/30/2021] [Indexed: 12/15/2022]
Abstract
Unravelling the molecular mechanisms that account for functional pleiotropy is a major challenge for researchers in cytokine biology. Cytokine-receptor cross-reactivity and shared signalling pathways are considered primary drivers of cytokine pleiotropy. However, reports epitomized by studies of Jak-STAT cytokine signalling identify interesting biochemical and epigenetic determinants of transcription factor regulation that affect the delivery of signal-dependent cytokine responses. Here, a regulatory interplay between STAT transcription factors and their convergence to specific genomic enhancers support the fine-tuning of cytokine responses controlling host immunity, functional identity, and tissue homeostasis and repair. In this review, we provide an overview of the signalling networks that shape the way cells sense and interpret cytokine cues. With an emphasis on the biology of interleukin-6, we highlight the importance of these mechanisms to both physiological processes and pathophysiological outcomes.
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Affiliation(s)
- David Millrine
- Division of Infection & ImmunitySchool of MedicineCardiff UniversityUK
- Systems Immunity University Research InstituteCardiff UniversityUK
- Present address:
Medical Research Council Protein Phosphorylation and Ubiquitylation UnitSir James Black CentreSchool of Life SciencesUniversity of Dundee3rd FloorDundeeUK
| | - Robert H. Jenkins
- Division of Infection & ImmunitySchool of MedicineCardiff UniversityUK
- Systems Immunity University Research InstituteCardiff UniversityUK
| | - Stuart T. O. Hughes
- Division of Infection & ImmunitySchool of MedicineCardiff UniversityUK
- Systems Immunity University Research InstituteCardiff UniversityUK
| | - Simon A. Jones
- Division of Infection & ImmunitySchool of MedicineCardiff UniversityUK
- Systems Immunity University Research InstituteCardiff UniversityUK
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13
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Kawahara E, Azuma M, Nagashima H, Omori K, Akiyama S, Fujimori Y, Oishi M, Shibui N, Kawaguchi K, Morita M, Okuyama Y, Ishii N, So T. TNF Receptor-Associated Factor 5 Limits IL-27 Receptor Signaling in CD4 + T Lymphocytes. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2022; 208:642-650. [PMID: 34996840 DOI: 10.4049/jimmunol.2001358] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Accepted: 11/26/2021] [Indexed: 06/14/2023]
Abstract
TNF receptor-associated factor 5 (TRAF5) restrains early signaling activity of the IL-6 receptor in naive CD4+ T cells by interacting with the shared gp130 chain, although TRAF5 was initially discovered as a cytoplasmic adaptor protein to activate signaling mediated by TNF receptor family molecules. This leads to the question of whether TRAF5 limits signaling via the receptor for IL-27, which is composed of gp130 and WSX-1. The aim of this study is to clarify the role of TRAF5 in IL-27 receptor signaling and to understand the differential role of TRAF5 on cytokine receptor signaling. We found that Traf5 -/- CD4+ T cells displayed significantly higher levels of phosphorylated STAT1 and STAT-regulated genes Socs3 and Tbx21, as early as 1 h after IL-27 exposure when compared with Traf5 +/+ CD4+ T cells. Upon IL-27 and TCR signals, the Traf5 deficiency significantly increased the induction of IL-10 and promoted the proliferation of CD4+ T cells. Traf5 -/- mice injected with IL-27 displayed significantly enhanced delayed-type hypersensitivity responses, demonstrating that TRAF5 works as a negative regulator for IL-27 receptor signaling. In contrast, IL-2 and proliferation mediated by glucocorticoid-induced TNF receptor-related protein (GITR) and TCR signals were significantly decreased in Traf5 -/- CD4+ T cells, confirming that TRAF5 works as a positive regulator for cosignaling via GITR. Collectively, our results demonstrate that TRAF5 reciprocally controls signals mediated by the IL-27 receptor and GITR in CD4+ T cells and suggest that the regulatory activity of TRAF5 in gp130 is distinct from that in TNF receptor family molecules in a T cell.
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Affiliation(s)
- Eigo Kawahara
- Laboratory of Molecular Cell Biology, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan; and
| | - Mitsuki Azuma
- Laboratory of Molecular Cell Biology, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan; and
| | - Hiroyuki Nagashima
- Department of Microbiology and Immunology, Tohoku University Graduate School of Medicine, Tohoku University, Sendai, Japan
| | - Koki Omori
- Department of Microbiology and Immunology, Tohoku University Graduate School of Medicine, Tohoku University, Sendai, Japan
| | - Sho Akiyama
- Laboratory of Molecular Cell Biology, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan; and
| | - Yuka Fujimori
- Laboratory of Molecular Cell Biology, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan; and
| | - Mayu Oishi
- Laboratory of Molecular Cell Biology, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan; and
| | - Nagito Shibui
- Laboratory of Molecular Cell Biology, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan; and
| | - Kosuke Kawaguchi
- Laboratory of Molecular Cell Biology, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan; and
| | - Masashi Morita
- Laboratory of Molecular Cell Biology, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan; and
| | - Yuko Okuyama
- Department of Microbiology and Immunology, Tohoku University Graduate School of Medicine, Tohoku University, Sendai, Japan
| | - Naoto Ishii
- Department of Microbiology and Immunology, Tohoku University Graduate School of Medicine, Tohoku University, Sendai, Japan
| | - Takanori So
- Laboratory of Molecular Cell Biology, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan; and
- Department of Microbiology and Immunology, Tohoku University Graduate School of Medicine, Tohoku University, Sendai, Japan
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14
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Myers SA, Gottschalk RA. Mechanisms encoding STAT functional diversity for context-specific inflammatory responses. Curr Opin Immunol 2022; 74:150-155. [DOI: 10.1016/j.coi.2022.01.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 12/29/2021] [Accepted: 01/04/2022] [Indexed: 01/22/2023]
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15
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Li Z, Xu Q, Huangfu N, Chen X, Zhu J. Mettl3 promotes oxLDL-mediated inflammation through activating STAT1 signaling. J Clin Lab Anal 2021; 36:e24019. [PMID: 34825733 PMCID: PMC8761454 DOI: 10.1002/jcla.24019] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2021] [Revised: 08/10/2021] [Accepted: 09/07/2021] [Indexed: 12/16/2022] Open
Abstract
Background Atherosclerosis (AS) is the main cause of cerebrovascular diseases, and macrophages act important roles during the AS pathological process through regulating inflammation. Modification of the novel N(6)‐methyladenine (m6A) RNA is reported to be associated with AS, but its role in AS is largely unknown. The aim of this study was to investigate the role and mechanism of m6A modification in inflammation triggered by oxidized low‐density lipoprotein (oxLDL) in macrophages during AS. Methods RAW264.7 macrophage cells were stimulated with 40 μg/ml ox‐LDL, Dot blot, Immunoprecipitation, western blot, Rip and chip experiments were used in our study. Results We found oxLDL stimulation significantly promoted m6A modification level of mRNA in macrophages and knockdown of Methyltransferase‐Like Protein 3 (Mettl3) inhibited oxLDL‐induced m6A modification and inflammatory response. Mettl3 promoted oxLDL‐induced inflammatory response in macrophages through regulating m6A modification of Signal transducer and activator of transcription 1 (STAT1) mRNA, thereby affecting STAT1 expression and activation. Moreover, oxLDL stimulation enhanced the interaction between Mettl3 and STAT1 protein, promoting STAT1 transcriptional regulation of inflammatory factor expression in macrophages eventually. Conclusions These results indicate that Mettl3 promotes oxLDL‐triggered inflammation through interacting with STAT1 protein and mRNA in RAW264.7 macrophages, suggesting that Mettl3 may be as a potential target for the clinical treatment of AS.
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Affiliation(s)
- Zhenwei Li
- Department of Cardiology, The first Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.,Department of Cardiology, Ningbo Hospital of Zhejiang University, Ningbo, China
| | - Qingqing Xu
- Department of Nephrology, Ningbo First Hospital, Ningbo, China
| | - Ning Huangfu
- Department of Cardiology, Ningbo Hospital of Zhejiang University, Ningbo, China
| | - Xiaomin Chen
- Department of Cardiology, Ningbo Hospital of Zhejiang University, Ningbo, China
| | - Jianhua Zhu
- Department of Cardiology, The first Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
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16
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Wilmes S, Jeffrey PA, Martinez-Fabregas J, Hafer M, Fyfe PK, Pohler E, Gaggero S, López-García M, Lythe G, Taylor C, Guerrier T, Launay D, Mitra S, Piehler J, Molina-París C, Moraga I. Competitive binding of STATs to receptor phospho-Tyr motifs accounts for altered cytokine responses. eLife 2021; 10:66014. [PMID: 33871355 PMCID: PMC8099432 DOI: 10.7554/elife.66014] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Accepted: 04/18/2021] [Indexed: 12/29/2022] Open
Abstract
Cytokines elicit pleiotropic and non-redundant activities despite strong overlap in their usage of receptors, JAKs and STATs molecules. We use IL-6 and IL-27 to ask how two cytokines activating the same signaling pathway have different biological roles. We found that IL-27 induces more sustained STAT1 phosphorylation than IL-6, with the two cytokines inducing comparable levels of STAT3 phosphorylation. Mathematical and statistical modeling of IL-6 and IL-27 signaling identified STAT3 binding to GP130, and STAT1 binding to IL-27Rα, as the main dynamical processes contributing to sustained pSTAT1 levels by IL-27. Mutation of Tyr613 on IL-27Rα decreased IL-27-induced STAT1 phosphorylation by 80% but had limited effect on STAT3 phosphorgylation. Strong receptor/STAT coupling by IL-27 initiated a unique gene expression program, which required sustained STAT1 phosphorylation and IRF1 expression and was enriched in classical Interferon Stimulated Genes. Interestingly, the STAT/receptor coupling exhibited by IL-6/IL-27 was altered in patients with systemic lupus erythematosus (SLE). IL-6/IL-27 induced a more potent STAT1 activation in SLE patients than in healthy controls, which correlated with higher STAT1 expression in these patients. Partial inhibition of JAK activation by sub-saturating doses of Tofacitinib specifically lowered the levels of STAT1 activation by IL-6. Our data show that receptor and STATs concentrations critically contribute to shape cytokine responses and generate functional pleiotropy in health and disease.
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Affiliation(s)
- Stephan Wilmes
- Division of Cell Signalling and Immunology, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - Polly-Anne Jeffrey
- Department of Applied Mathematics, School of Mathematics, University of Leeds, Leeds, United Kingdom
| | - Jonathan Martinez-Fabregas
- Division of Cell Signalling and Immunology, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - Maximillian Hafer
- Department of Biology and Centre of Cellular Nanoanalytics, University of Osnabrück, Osnabrück, Germany
| | - Paul K Fyfe
- Division of Cell Signalling and Immunology, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - Elizabeth Pohler
- Division of Cell Signalling and Immunology, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - Silvia Gaggero
- Université de Lille, INSERM UMR1277 CNRS UMR9020-CANTHER and Institut pour la Recherche sur le Cancer de Lille (IRCL), Lille, France
| | - Martín López-García
- Department of Applied Mathematics, School of Mathematics, University of Leeds, Leeds, United Kingdom
| | - Grant Lythe
- Department of Applied Mathematics, School of Mathematics, University of Leeds, Leeds, United Kingdom
| | - Charles Taylor
- Department of Statistics, School of Mathematics, University of Leeds, Leeds, United Kingdom
| | - Thomas Guerrier
- Univ. Lille, Univ. LilleInserm, CHU Lille, U1286 - INFINITE - Institute for Translational Research in Inflammation, Lille, France
| | - David Launay
- Univ. Lille, Univ. LilleInserm, CHU Lille, U1286 - INFINITE - Institute for Translational Research in Inflammation, Lille, France
| | - Suman Mitra
- Université de Lille, INSERM UMR1277 CNRS UMR9020-CANTHER and Institut pour la Recherche sur le Cancer de Lille (IRCL), Lille, France
| | - Jacob Piehler
- Department of Biology and Centre of Cellular Nanoanalytics, University of Osnabrück, Osnabrück, Germany
| | - Carmen Molina-París
- Department of Applied Mathematics, School of Mathematics, University of Leeds, Leeds, United Kingdom.,T-6 Theoretical Division, Los Alamos National Laboratory, Los Alamos, United States
| | - Ignacio Moraga
- Division of Cell Signalling and Immunology, School of Life Sciences, University of Dundee, Dundee, United Kingdom
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