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Zeng J, Yi J, Tan S, Zeng Y, Zou L, Zhang C, Liu L, Yi P, Fan P, Yu J. GPI: An indicator for immune infiltrates and prognosis of human breast cancer from a comprehensive analysis. Front Endocrinol (Lausanne) 2022; 13:995972. [PMID: 36246907 PMCID: PMC9554491 DOI: 10.3389/fendo.2022.995972] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Accepted: 09/01/2022] [Indexed: 11/15/2022] Open
Abstract
Glucose-6-phosphate isomerase (GPI) plays an important part in gluconeogenesis and glycolysis through the interconversion of d-glucose-6-phosphate and d-fructose-6-phosphate, and its clinical significance still remains unclear in breast cancer (BRCA). We analyzed the expressions of GPI in BRCA patients to determine prognostic values. Our results showed that the expression levels of GPI were upregulated in BRCA patients, and a high GPI expression is correlated with poor overall survival (OS) in BRCA. At the same time, a high GPI expression is correlated with poor clinicopathological characteristics, such as stage III, over 60 years old, N3, HER2 negative, and estrogen receptor (ER) positive. Further analysis of the influence of GPI on the prognosis of BRCA suggested that 50 genes and 10 proteins were positively correlated with GPI, and these genes and proteins were mainly involved in cell cycle signaling pathways. In addition, in this study, we observed that GPI was closely related to N 6-methyladenosine (m6A) RNA methylation modification and immune cell infiltration and ferroptosis-related gene expression in BRCA, and there was a difference in m6A RNA methylation alterations, immune cell infiltration, and ferroptosis-related gene expression between the high GPI expression group and the low GPI expression group. Finally, we found that GPI in BRCA had 2.6% gene alterations, and BRCA patients with gene alteration of GPI had a poor prognosis in disease-free survival (DFS). Altogether, our work strongly suggested that GPI may serve as a new prognostic biomarker for BRCA patients.
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Affiliation(s)
- Jie Zeng
- Department of Breast and Thyroid Surgery, Hunan Provincial People’s Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Jianing Yi
- Department of Breast and Thyroid Surgery, Hunan Provincial People’s Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Siyi Tan
- Department of Medical Laboratory, Huazhi Medical Laboratory Co., Ltd, Changsha, China
| | - Yuanjun Zeng
- Department of Pathology, Hunan Provincial People’s Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Lianhong Zou
- Institute of Translational Medicine, Hunan Provincial People’s Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Chaojie Zhang
- Department of Breast and Thyroid Surgery, Hunan Provincial People’s Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Luyao Liu
- Department of Breast and Thyroid Surgery, Hunan Provincial People’s Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Pingyong Yi
- Department of Oncology, Changsha Jing Kai Hospital, Changsha, China
| | - Peizhi Fan
- Department of Breast and Thyroid Surgery, Hunan Provincial People’s Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
- *Correspondence: Jie Yu, ; Peizhi Fan,
| | - Jie Yu
- Department of Breast and Thyroid Surgery, Hunan Provincial People’s Hospital, The First Affiliated Hospital of Hunan Normal University, Changsha, China
- *Correspondence: Jie Yu, ; Peizhi Fan,
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Matsumoto I, Kurata I, Ohyama A, Kawaguchi H, Ebe H, Osada A, Kondo Y, Tsuboi H, Sumida T. Revisit of autoimmunity to glucose-6-phosphate isomerase in experimental and rheumatoid arthritis. Mod Rheumatol 2019; 30:232-238. [PMID: 31441345 DOI: 10.1080/14397595.2019.1659539] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Rheumatoid arthritis (RA) is an inflammatory disorder characterized by synovial inflammation in multiple joints. Autoantibodies (Abs) are the hallmark of RA, and as disease-specific and diagnostic markers, rheumatoid factor and anti-citrullinated protein antibody (ACPA) are produced pre-clinically, but their pathogenic roles in RA remain elusive. In this review, we focus on one of the candidate autoantigens in RA; glucose-6-phosphate isomerase (GPI). The arthritogenic role of GPI has been confirmed in two different mouse models: the K/BxN- and GPI-induced arthritis models. Both anti-GPI Abs and citrullinated-GPI peptide Abs have been detected in human RA. Studies conducted in these rodent models have confirmed that the pathogenesis of arthritis involves the localization of autoantigens not only in the joints but also in the circulation. In this review, we revisit and summarize the arthritogenic relevance of GPI in animal RA models and in human RA, and extend the discussion to joint-specific inflammation.
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Affiliation(s)
- Isao Matsumoto
- Department of Internal Medicine, Division of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Izumi Kurata
- Department of Internal Medicine, Division of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Ayako Ohyama
- Department of Internal Medicine, Division of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Hoshimi Kawaguchi
- Department of Internal Medicine, Division of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Hiroshi Ebe
- Department of Internal Medicine, Division of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Atsumu Osada
- Department of Internal Medicine, Division of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Yuya Kondo
- Department of Internal Medicine, Division of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Hiroto Tsuboi
- Department of Internal Medicine, Division of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Takayuki Sumida
- Department of Internal Medicine, Division of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
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Kurata I, Matsumoto I, Ohyama A, Osada A, Ebe H, Kawaguchi H, Kaneko S, Kondo Y, Tsuboi H, Tomioka A, Kaji H, Sumida T. Potential involvement of OX40 in the regulation of autoantibody sialylation in arthritis. Ann Rheum Dis 2019; 78:1488-1496. [PMID: 31300460 DOI: 10.1136/annrheumdis-2019-215195] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2019] [Revised: 06/18/2019] [Accepted: 07/03/2019] [Indexed: 01/29/2023]
Abstract
OBJECTIVE An increased proportion of circulating follicular helper T (Tfh) cells was reported in rheumatoid arthritis (RA), but it remains uncertain how Tfh cells affect antibody hyposialylation. We investigated the regulation of autoantibody hyposialylation by Tfh cells in RA using murine model. METHODS Behaviours of Tfh cells and their function on B cell promotion were analysed. Change of arthritogenicity and sialylation of autoantibodies during the course of arthritis was examined by mass spectrometry. Tfh-mediated regulation of hyposialylation was investigated, and the responsible cell surface molecule was specified both in vitro and in vivo. The relation between circulating Tfh cells and hyposialylation was analysed in patients with RA. RESULTS An increase in Tfh, particularly interleukin-17 producing Tfh (Tfh17) cells, at the onset of arthritis and their enhancement of autoantibody production were found. Autoantibodies at the onset phase demonstrated stronger inflammatory properties than those at the resolution phase, and mass spectrometric analysis revealed their difference in sialylation. In vitro coculture showed enhanced hyposialylation by the Tfh cells via OX40, which was highly expressed in the Tfh and Tfh17 cells. Blockade of OX40 prevented the development of arthritis with reduction in Tfh17 cells and recovery of autoantibody sialylation. Analysis of patients with RA showed abundance of OX40-overexpressing Tfh17 cells, and their proportion correlated negatively with the expression of α2,6-sialyltransferase 1, an enzyme responsible for sialylation. CONCLUSIONS OX40 expressed on Tfh cells can regulate autoantibody sialylation and play a crucial role in the development of autoimmune arthritis.
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Affiliation(s)
- Izumi Kurata
- Division of Rheumatology, Department of Internal Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Isao Matsumoto
- Division of Rheumatology, Department of Internal Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Ayako Ohyama
- Division of Rheumatology, Department of Internal Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Atsumu Osada
- Division of Rheumatology, Department of Internal Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Hiroshi Ebe
- Division of Rheumatology, Department of Internal Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Hoshimi Kawaguchi
- Division of Rheumatology, Department of Internal Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Shunta Kaneko
- Division of Rheumatology, Department of Internal Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Yuya Kondo
- Division of Rheumatology, Department of Internal Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Hiroto Tsuboi
- Division of Rheumatology, Department of Internal Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Azusa Tomioka
- Glycoscience and Glycotechnology Research Group, Biotechnology Research Institute for Drug Discovery, National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba, Japan
| | - Hiroyuki Kaji
- Glycoscience and Glycotechnology Research Group, Biotechnology Research Institute for Drug Discovery, National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba, Japan
| | - Takayuki Sumida
- Division of Rheumatology, Department of Internal Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
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Win SJ, Kühl AA, Sparwasser T, Hünig T, Kamradt T. In vivo activation of Treg cells with a CD28 superagonist prevents and ameliorates chronic destructive arthritis in mice. Eur J Immunol 2016; 46:1193-202. [PMID: 26711629 DOI: 10.1002/eji.201546104] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2015] [Revised: 12/01/2015] [Accepted: 12/22/2015] [Indexed: 01/29/2023]
Abstract
Although regulatory T (Treg) cells are necessary to prevent autoimmune diseases, including arthritis, whether Treg cells can ameliorate established inflammatory disease is controversial. Using the glucose-6-phosphate isomerase (G6PI)-induced arthritis model in mice, we aimed to determine the therapeutic efficacy of increasing Treg cell number and function during chronic destructive arthritis. Chronic destructive arthritis was induced by transient depletion of Treg cells prior to immunization with G6PI. At different time points after disease induction, mice were treated with a CD28 superagonistic antibody (CD28SA). CD28SA treatment during the induction phase of arthritis ameliorated the acute signs of arthritis and completely prevented the development of chronic destructive arthritis. CD28SA treatment of mice with fully developed arthritis induced a significant reduction in clinical and histological signs of arthritis. When given during the chronic destructive phase of arthritis, 56 days after disease induction, CD28SA treatment resulted in a modest reduction of clinical signs of arthritis and a reduction in histopathological signs of joint inflammation. Our data show that increasing the number and activation of Treg cells by a CD28SA is therapeutically effective in experimental arthritis.
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Affiliation(s)
- Stephanie J Win
- Institute of Immunology, Universitätsklinikum Jena, Jena, Germany
| | - Anja A Kühl
- Department of Medicine 1-Gastroenterology, Infectious Diseases and Rheumatology and Research Centre ImmunoSciences, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Tim Sparwasser
- Institute for Infection Immunology, Centre for Experimental and Clinical Infection Research, TWINCORE, Hannover, Germany
| | - Thomas Hünig
- Institute of Virology and Immunobiology, University of Würzburg, Würzburg, Germany
| | - Thomas Kamradt
- Institute of Immunology, Universitätsklinikum Jena, Jena, Germany
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Irmler IM, Gajda M, Kamradt T. Amelioration of experimental arthritis by stroke-induced immunosuppression is independent of Treg cell function. Ann Rheum Dis 2013; 73:2183-91. [PMID: 24326006 PMCID: PMC4251182 DOI: 10.1136/annrheumdis-2013-204148] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Objectives Clinical evidence suggests that neurological lesions can protect from arthritis. Acute cerebral ischaemia induces severe immunosuppression, resulting in enhanced susceptibility to infections. We aimed to determine if stroke-induced immunosuppression can ameliorate arthritis and to delineate the immunological mechanisms involved. Methods Unilateral cerebral ischaemia was induced in mice by occlusion of one middle cerebral artery (MCAO) at different time points after induction of G6PI-induced arthritis in mice. Clinical and histological signs of arthritis were assessed. Regulatory T cells were specifically depleted by injection of diphtheria toxin into transgenic DEREG mice. Immunological correlates of MCAO were determined by flow cytometry and serological methods. Results MCAO reduced the clinical and histological signs of arthritis significantly. To be effective, stroke had to be induced during the induction phase or the early clinical stage of arthritis. MCAO induced a global loss of leucocytes. Despite the reduced absolute number of lymphocytes, the functional differentiation of T helper cells into Th1/17 cells and the production of autoantibodies were unimpaired. Depletion experiments showed that regulatory T cells were dispensable for the protective effect of MCAO. Conclusions MCAO ameliorates arthritis. The correlate of protection from arthritis is not the reduction of a particular pathogenic leucocyte subset or the preferential expansion or emergence of a protective cell population but the global reduction of leucocytes during arthritis.
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Affiliation(s)
- Ingo M Irmler
- Institute of Immunology, University Hospital Jena, Jena, Germany
| | | | - Thomas Kamradt
- Institute of Immunology, University Hospital Jena, Jena, Germany
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A Glucose-6-Phosphate Isomerase Peptide Induces T and B Cell–Dependent Chronic Arthritis in C57BL/10 Mice. THE AMERICAN JOURNAL OF PATHOLOGY 2013; 183:1144-1155. [DOI: 10.1016/j.ajpath.2013.06.019] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2013] [Revised: 06/18/2013] [Accepted: 06/19/2013] [Indexed: 01/24/2023]
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Yoshida Y, Tsuji T, Watanabe S, Matsushima A, Matsushima Y, Banno R, Fujita T, Kohno T. Efficacy of Combination Treatment with Fingolimod (FTY720) Plus Pathogenic Autoantigen in a Glucose-6-phosphate Isomerase Peptide (GPI 325–339)-Induced Arthritis Mouse Model. Biol Pharm Bull 2013; 36:1739-46. [DOI: 10.1248/bpb.b13-00297] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Affiliation(s)
- Yuya Yoshida
- Department of Pathological Biochemistry, Faculty of Pharmaceutical Sciences, Setsunan University
| | - Takumi Tsuji
- Department of Pathological Biochemistry, Faculty of Pharmaceutical Sciences, Setsunan University
| | - Sayaka Watanabe
- Department of Pathological Biochemistry, Faculty of Pharmaceutical Sciences, Setsunan University
| | - Ayane Matsushima
- Department of Pathological Biochemistry, Faculty of Pharmaceutical Sciences, Setsunan University
| | - Yuki Matsushima
- Department of Pathological Biochemistry, Faculty of Pharmaceutical Sciences, Setsunan University
| | | | | | - Takeyuki Kohno
- Department of Pathological Biochemistry, Faculty of Pharmaceutical Sciences, Setsunan University
- Research Institute for Production and Development
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Abstract
B cells have been implicated both with pathogenic as well as protective capabilities in induction and regulation of autoimmune diseases. Rheumatoid arthritis (RA) is an autoimmune disease that occurs more often in women than men. A significant role of B cells as antibody producing and antigen-presenting cells has been demonstrated in RA. Predisposition to RA is associated with the presence of certain HLA class II alleles that share sequences with DRB1*0401. To determine the role of HLA genes and B cells in vivo, we have generated transgenic mice carrying HLA genes, DRB1*0401 and DQ8, known to be associated with susceptibility to RA. Humanized mice can be induced to develop arthritis that mimics human disease in clinical, histopathological and sex bias. Effect of hormones on immune cells and their function has been described in humans and mice and has been suggested to be the major reason for female bias of autoimmune diseases. An immune response to an antigen requires presentation by HLA molecules thus suggesting a critical role of MHC in combination with sex hormones in susceptibility to develop rheumatoid arthritis. Based on our observations, we hypothesize that modulation of B cells by estrogen, presentation of modified antigens by DR4 and production of antigen-specific B cell modulating cytokines leads to autoreactivity in females. These data suggest that considering patient's sex may be crucial in selecting the optimal treatment strategy. Humanized mice expressing RA susceptible and resistant haplotype provide a means to investigate mechanism sex-bias of arthritis and future strategies for therapy.
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Affiliation(s)
- David Luckey
- Department of Immunology, Mayo Clinic College of Medicine, Rochester, Minnesota 55905, USA
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Simon S, Guthke R, Kamradt T, Frey O. Multivariate analysis of flow cytometric data using decision trees. Front Microbiol 2012; 3:114. [PMID: 22485112 PMCID: PMC3316995 DOI: 10.3389/fmicb.2012.00114] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2011] [Accepted: 03/12/2012] [Indexed: 11/13/2022] Open
Abstract
Characterization of the response of the host immune system is important in understanding the bidirectional interactions between the host and microbial pathogens. For research on the host site, flow cytometry has become one of the major tools in immunology. Advances in technology and reagents allow now the simultaneous assessment of multiple markers on a single cell level generating multidimensional data sets that require multivariate statistical analysis. We explored the explanatory power of the supervised machine learning method called "induction of decision trees" in flow cytometric data. In order to examine whether the production of a certain cytokine is depended on other cytokines, datasets from intracellular staining for six cytokines with complex patterns of co-expression were analyzed by induction of decision trees. After weighting the data according to their class probabilities, we created a total of 13,392 different decision trees for each given cytokine with different parameter settings. For a more realistic estimation of the decision trees' quality, we used stratified fivefold cross validation and chose the "best" tree according to a combination of different quality criteria. While some of the decision trees reflected previously known co-expression patterns, we found that the expression of some cytokines was not only dependent on the co-expression of others per se, but was also dependent on the intensity of expression. Thus, for the first time we successfully used induction of decision trees for the analysis of high dimensional flow cytometric data and demonstrated the feasibility of this method to reveal structural patterns in such data sets.
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Affiliation(s)
- Svenja Simon
- Research Group Systems Biology/Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll InstituteJena, Germany
| | - Reinhard Guthke
- Research Group Systems Biology/Bioinformatics, Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll InstituteJena, Germany
| | - Thomas Kamradt
- Institute of Immunology, Jena University Hospital – Friedrich Schiller University JenaJena, Germany
| | - Oliver Frey
- Institute of Immunology, Jena University Hospital – Friedrich Schiller University JenaJena, Germany
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