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Nikolopoulos D, Loukogiannaki C, Sentis G, Garantziotis P, Manolakou T, Kapsala N, Nikoloudaki M, Pieta A, Flouda S, Parodis I, Bertsias G, Fanouriakis A, Filia A, Boumpas DT. Disentangling the riddle of systemic lupus erythematosus with antiphospholipid syndrome: blood transcriptome analysis reveals a less-pronounced IFN-signature and distinct molecular profiles in venous versus arterial events. Ann Rheum Dis 2024:ard-2024-225664. [PMID: 38609158 DOI: 10.1136/ard-2024-225664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Accepted: 04/03/2024] [Indexed: 04/14/2024]
Abstract
INTRODUCTION Systemic lupus erythematosus with antiphospholipid syndrome (SLE-APS) represents a challenging SLE endotype whose molecular basis remains unknown. METHODS We analysed whole-blood RNA-sequencing data from 299 patients with SLE (108 SLE-antiphospholipid antibodies (aPL)-positive, including 67 SLE-APS; 191 SLE-aPL-negative) and 72 matched healthy controls (HC). Pathway enrichment analysis, unsupervised weighted gene coexpression network analysis and machine learning were applied to distinguish disease endotypes. RESULTS Patients with SLE-APS demonstrated upregulated type I and II interferon (IFN) pathways compared with HC. Using a 100-gene random forests model, we achieved a cross-validated accuracy of 75.6% in distinguishing these two states. Additionally, the comparison between SLE-APS and SLE-aPL-negative revealed 227 differentially expressed genes, indicating downregulation of IFN-α and IFN-γ signatures, coupled with dysregulation of the complement cascade, B-cell activation and neutrophil degranulation. Unsupervised analysis of SLE transcriptome identified 21 gene modules, with SLE-APS strongly linked to upregulation of the 'neutrophilic/myeloid' module. Within SLE-APS, venous thromboses positively correlated with 'neutrophilic/myeloid' and 'B cell' modules, while arterial thromboses were associated with dysregulation of 'DNA damage response (DDR)' and 'metabolism' modules. Anticardiolipin and anti-β2GPI positivity-irrespective of APS status-were associated with the 'neutrophilic/myeloid' and 'protein-binding' module, respectively. CONCLUSIONS There is a hierarchical upregulation and-likely-dependence on IFN in SLE with the highest IFN signature observed in SLE-aPL-negative patients. Venous thrombotic events are associated with neutrophils and B cells while arterial events with DDR and impaired metabolism. This may account for their differential requirements for anticoagulation and provide rationale for the potential use of mTOR inhibitors such as sirolimus and the direct fIIa inhibitor dabigatran in SLE-APS.
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Affiliation(s)
- Dionysis Nikolopoulos
- Clinical, Experimental Surgery & Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
- 4th Department of Internal Medicine, National and Kapodistrian University of Athens, Athens, Greece
- Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | - Catherine Loukogiannaki
- Clinical, Experimental Surgery & Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
- Molecular Systems Biology, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Nijenborgh, AG Groningen, Τhe Netherlands
| | - George Sentis
- Clinical, Experimental Surgery & Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Panagiotis Garantziotis
- Clinical, Experimental Surgery & Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
- Department of Internal Medicine 3-Rheumatology and Immunology, Friedrich Alexander University Erlangen-Nuremberg and Universitätsklinikum Erlangen, Erlangen, Germany
| | - Theodora Manolakou
- Clinical, Experimental Surgery & Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
- Science for Life Laboratory, Department of Oncology and Pathology, Karolinska Institute, Stockholm, Sweden
| | - Noemin Kapsala
- 4th Department of Internal Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Myrto Nikoloudaki
- Rheumatology, University of Crete School of Medicine, Iraklio, Crete, Greece
| | - Antigone Pieta
- 4th Department of Internal Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Sofia Flouda
- 4th Department of Internal Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Ioannis Parodis
- Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
- Department of Rheumatology, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | - George Bertsias
- Rheumatology, University of Crete School of Medicine, Iraklio, Crete, Greece
- Laboratory of Autoimmunity-Inflammation, Institute of Molecular Biology and Biotechnology, Heraklion, Crete, Greece
| | - Antonis Fanouriakis
- Clinical, Experimental Surgery & Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
- 4th Department of Internal Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Anastasia Filia
- Clinical, Experimental Surgery & Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Dimitrios T Boumpas
- Clinical, Experimental Surgery & Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
- 4th Department of Internal Medicine, National and Kapodistrian University of Athens, Athens, Greece
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Stergioti EM, Manolakou T, Sentis G, Samiotaki M, Kapsala N, Fanouriakis A, Boumpas DT, Banos A. Transcriptomic and proteomic profiling reveals distinct pathogenic features of peripheral non-classical monocytes in systemic lupus erythematosus. Clin Immunol 2023; 255:109765. [PMID: 37678715 DOI: 10.1016/j.clim.2023.109765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 09/04/2023] [Indexed: 09/09/2023]
Abstract
Peripheral blood monocytes propagate inflammation in systemic lupus erythematosus (SLE). Three major populations of monocytes have been recognized namely classical (CM), intermediate (IM) and non-classical monocytes (NCM). Herein, we performed a comprehensive transcriptomic, proteomic and functional characterization of the three peripheral monocytic subsets from active SLE patients and healthy individuals. Our data demonstrate extensive molecular disruptions in circulating SLE NCM, characterized by enhanced inflammatory features such as deregulated DNA repair, cell cycle and heightened IFN signaling combined with differentiation and developmental cues. Enhanced DNA damage, elevated expression of p53, G0 arrest of cell cycle and increased autophagy stress the differentiation potential of NCM in SLE. This immunogenic profile is associated with an activated macrophage phenotype of NCM exhibiting M1 characteristics in the circulation, fueling the inflammatory response. Together, these findings identify circulating SLE NCM as a pathogenic cell type in the disease that could represent an additional therapeutic target.
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Affiliation(s)
- Eirini Maria Stergioti
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens 115 27, Greece; 4th Department of Internal Medicine, Attikon University Hospital, National and Kapodistrian University of Athens Medical School, Athens 124 62, Greece.
| | - Theodora Manolakou
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens 115 27, Greece
| | - George Sentis
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens 115 27, Greece
| | - Martina Samiotaki
- Institute for Bioinnovation, Biomedical Sciences Research Center Alexander Fleming, Vari, Athens 166 72, Greece
| | - Noemin Kapsala
- 4th Department of Internal Medicine, Attikon University Hospital, National and Kapodistrian University of Athens Medical School, Athens 124 62, Greece
| | - Antonis Fanouriakis
- 4th Department of Internal Medicine, Attikon University Hospital, National and Kapodistrian University of Athens Medical School, Athens 124 62, Greece
| | - Dimitrios T Boumpas
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens 115 27, Greece.
| | - Aggelos Banos
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens 115 27, Greece.
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Sentis G, Loukogiannaki C, Malissovas N, Nikolopoulos D, Manolakou T, Flouda S, Grigoriou M, Banos A, Boumpas DT, Filia A. A network-based approach reveals long non-coding RNAs associated with disease activity in lupus nephritis: key pathways for flare and potential biomarkers to be used as liquid biopsies. Front Immunol 2023; 14:1203848. [PMID: 37475860 PMCID: PMC10355154 DOI: 10.3389/fimmu.2023.1203848] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Accepted: 06/15/2023] [Indexed: 07/22/2023] Open
Abstract
Objective A blood-based biomarker is needed to assess lupus nephritis (LN) disease activity, minimizing the need for invasive kidney biopsies. Long non-coding RNAs (lncRNAs) are known to regulate gene expression, appear to be stable in human plasma, and can serve as non-invasive biomarkers. Methods Transcriptomic data of whole blood samples from 74 LN patients and 20 healthy subjects (HC) were analyzed to identify differentially expressed (DE) lncRNAs associated with quiescent disease and flares. Weighted gene co-expression network analysis (WGCNA) was performed to uncover lncRNAs with a central role (hub lncRNAs) in regulating key biological processes that drive LN disease activity. The association of hub lncRNAs with disease activity was validated using RT-qPCR on an independent cohort of 15 LN patients and 9 HC. cis- and trans-targets of validated lncRNAs were explored in silico to examine potential mechanisms of their action. Results There were 444 DE lncRNAs associated with quiescent disease and 6 DE lncRNAs associated with flares (FDR <0.05). WGCNA highlighted IFN signaling and B-cell activity/adaptive immunity as the most significant processes contributing to nephritis activity. Four disease-activity-associated lncRNAs, namely, NRIR, KLHDC7B-DT, MIR600HG, and FAM30A, were detected as hub genes and validated in an independent cohort. NRIR and KLHDC7B-DT emerged as potential key regulators of IFN-mediated processes. Network analysis suggests that FAM30A and MIR600HG are likely to play a central role in the regulation of B-cells in LN through cis-regulation effects and a competing endogenous RNA mechanism affecting immunoglobulin gene expression and the IFN-λ pathway. Conclusions The expression of lncRNAs NRIR, KLHDC7B-DT, FAM30A, and MIR600HG were associated with disease activity and could be further explored as blood-based biomarkers and potential liquid biopsy on LN.
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Affiliation(s)
- George Sentis
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Catherine Loukogiannaki
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Nikos Malissovas
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Dionysis Nikolopoulos
- 4th Department of Internal Medicine, Attikon University Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
| | - Theodora Manolakou
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Sofia Flouda
- 4th Department of Internal Medicine, Attikon University Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
| | - Maria Grigoriou
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
- 1st Department of Internal Medicine, University Hospital of Alexandroupolis, Democritus University of Thrace, Alexandroupolis, Greece
| | - Aggelos Banos
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Dimitrios T. Boumpas
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
- 4th Department of Internal Medicine, Attikon University Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
| | - Anastasia Filia
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
- 1st Department of Internal Medicine, University Hospital of Alexandroupolis, Democritus University of Thrace, Alexandroupolis, Greece
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Nikolakis D, Garantziotis P, Sentis G, Fanouriakis A, Bertsias G, Frangou E, Nikolopoulos D, Banos A, Boumpas DT. Restoration of aberrant gene expression of monocytes in systemic lupus erythematosus via a combined transcriptome-reversal and network-based drug repurposing strategy. BMC Genomics 2023; 24:207. [PMID: 37072752 PMCID: PMC10114456 DOI: 10.1186/s12864-023-09275-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Accepted: 03/27/2023] [Indexed: 04/20/2023] Open
Abstract
BACKGROUND Monocytes -key regulators of the innate immune response- are actively involved in the pathogenesis of systemic lupus erythematosus (SLE). We sought to identify novel compounds that might serve as monocyte-directed targeted therapies in SLE. RESULTS We performed mRNA sequencing in monocytes from 15 patients with active SLE and 10 healthy individuals. Disease activity was assessed with the Systemic Lupus Erythematosus Disease Activity Index 2000 (SLEDAI-2 K). Leveraging the drug repurposing platforms iLINCS, CLUE and L1000CDS2, we identified perturbagens capable of reversing the SLE monocyte signature. We identified transcription factors and microRNAs (miRNAs) that regulate the transcriptome of SLE monocytes, using the TRRUST and miRWalk databases, respectively. A gene regulatory network, integrating implicated transcription factors and miRNAs was constructed, and drugs targeting central components of the network were retrieved from the DGIDb database. Inhibitors of the NF-κB pathway, compounds targeting the heat shock protein 90 (HSP90), as well as a small molecule disrupting the Pim-1/NFATc1/NLRP3 signaling axis were predicted to efficiently counteract the aberrant monocyte gene signature in SLE. An additional analysis was conducted, to enhance the specificity of our drug repurposing approach on monocytes, using the iLINCS, CLUE and L1000CDS2 platforms on publicly available datasets from circulating B-lymphocytes, CD4+ and CD8+ T-cells, derived from SLE patients. Through this approach we identified, small molecule compounds, that could potentially affect more selectively the transcriptome of SLE monocytes, such as, certain NF-κB pathway inhibitors, Pim-1 and SYK kinase inhibitors. Furthermore, according to our network-based drug repurposing approach, an IL-12/23 inhibitor and an EGFR inhibitor may represent potential drug candidates in SLE. CONCLUSIONS Application of two independent - a transcriptome-reversal and a network-based -drug repurposing strategies uncovered novel agents that might remedy transcriptional disturbances of monocytes in SLE.
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Affiliation(s)
- Dimitrios Nikolakis
- Amsterdam Institute for Gastroenterology Endocrinology and Metabolism, Department of Gastroenterology, Amsterdam UMC, Academic Medical Center, University of Amsterdam, Meibergdreef 9, Amsterdam, 1105 AZ, The Netherlands
- Department of Rheumatology and Clinical Immunology, Amsterdam Rheumatology & Immunology Center (ARC), Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
- Amsterdam Institute for Infection & Immunity, Department of Experimental Immunology, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
- Onassis Foundation, Athens, Greece
| | - Panagiotis Garantziotis
- Laboratory of Autoimmunity and Inflammation, Center for Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
- Department Rheumatology and Immunology, Hannover Medical School, Hannover, Germany
| | - George Sentis
- Laboratory of Autoimmunity and Inflammation, Center for Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Antonis Fanouriakis
- Rheumatology and Clinical Immunology Unit, Department of Internal Medicine, Attikon University Hospital, Athens, 4th, Greece
- Department of Propaedeutic Internal Medicine, "Laiko" General Hospital, Athens, Greece
- Joint Academic Rheumatology Program, National and Kapodistrian University of Athens Medical School, Athens, Greece
| | - George Bertsias
- Department of Rheumatology and Clinical Immunology, Medical School, University Hospital of Heraklion, University of Crete, Heraklion, Greece
- Institute of Molecular Biology and Biotechnology-FORTH, Heraklion, Greece
| | - Eleni Frangou
- Laboratory of Autoimmunity and Inflammation, Center for Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
- Department of Nephrology, Limassol General Hospital, Limassol, Cyprus
- Medical School, University of Nicosia, Nicosia, Cyprus
| | - Dionysis Nikolopoulos
- Laboratory of Autoimmunity and Inflammation, Center for Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
- Rheumatology and Clinical Immunology Unit, Department of Internal Medicine, Attikon University Hospital, Athens, 4th, Greece
| | - Aggelos Banos
- Laboratory of Autoimmunity and Inflammation, Center for Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Dimitrios T Boumpas
- Laboratory of Autoimmunity and Inflammation, Center for Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.
- Rheumatology and Clinical Immunology Unit, Department of Internal Medicine, Attikon University Hospital, Athens, 4th, Greece.
- Joint Academic Rheumatology Program, National and Kapodistrian University of Athens Medical School, Athens, Greece.
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Grivas A, Grigoriou M, Malissovas N, Sentis G, Filia A, Flouda S, Katsimpri P, Verginis P, Boumpas DT. Combined – whole blood and skin fibroblasts- transcriptomic analysis in Psoriatic Arthritis reveals molecular signatures of activity, resistance and early response to treatment. Front Immunol 2022; 13:964274. [PMID: 36159832 PMCID: PMC9493103 DOI: 10.3389/fimmu.2022.964274] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 08/15/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundAn interplay between immune cells and resident skin and joint stromal cells is implicated in psoriatic arthritis (PsA), yet the mechanisms remain elusive with a paucity of molecular biomarkers for activity and response. Combined transcriptomic and immunophenotypic analysis of whole blood and skin fibroblasts could provide further insights.MethodsWhole blood RNA-seq was performed longitudinally in 30 subjects with PsA at the beginning, one and six months after treatment, with response defined at six months. As control groups, 10 healthy individuals and 10 subjects with rheumatoid arthritis (RA) were recruited combined with public datasets from patients with psoriasis (PsO) and systemic lupus erythematous (SLE). Differential expression analysis and weighted gene co-expression network analysis were performed to identify gene expression signatures, while deconvolution and flow cytometry to characterize the peripheral blood immune cell profile. In a subset of affected and healthy individuals, RNA-seq of skin fibroblasts was performed and subjected to CellChat analysis to identify the blood-skin fibroblast interaction network.ResultsPsA demonstrated a distinct “activity” gene signature in the peripheral blood dominated by TNF- and IFN-driven inflammation, deregulated cholesterol and fatty acid metabolism and expansion of pro-inflammatory non-classical monocytes. Comparison with the blood transcriptome of RA, PsO, and SLE revealed a “PsA-specific signature” enriched in extracellular matrix remodeling. This was further supported by the skin fibroblast gene expression profile, displaying an activated, proliferating phenotype, and by skin-blood interactome analysis revealing interactions with circulating immune cells through WNT, PDGF and immune-related semaphorins. Of note, resistance to treatment was associated with upregulation of genes involved in TGFβ signaling and angiogenesis and persistent increase of non-classical monocytes. Differentially expressed genes related to platelet activation and hippo signaling discriminated responders and non-responders as early as one month after treatment initiation.ConclusionTranscriptome analysis of peripheral blood and skin fibroblasts in PsA reveals a distinct disease activity signature and supports the involvement of skin fibroblasts through their activation and interaction with circulating immune cells. Aberrant TGFβ signaling and persistently increased non-classical monocytes characterize treatment-resistant PsA, with pro-inflammatory pathways related to platelet activation and Hippo signaling predicting early response to treatment.
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Affiliation(s)
- Alexandros Grivas
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
- 4th Department of Internal Medicine, Attikon University Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
| | - Maria Grigoriou
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
- Immunohematology Laboratory, Democritus University of Thrace (DUTH), Alexandroupolis, Greece
| | - Nikos Malissovas
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - George Sentis
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Anastasia Filia
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
| | - Sofia Flouda
- 4th Department of Internal Medicine, Attikon University Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
| | - Pelagia Katsimpri
- 4th Department of Internal Medicine, Attikon University Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
| | - Panayotis Verginis
- Institute of Molecular Biology and Biotechnology, Foundation for Research and Technology, Heraklion, Greece
- Laboratory of Immune Regulation and Tolerance, Division of Basic Sciences, University of Crete Medical School, Heraklion, Greece
| | - Dimitrios T. Boumpas
- Laboratory of Autoimmunity and Inflammation, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation Academy of Athens, Athens, Greece
- 4th Department of Internal Medicine, Attikon University Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
- *Correspondence: Dimitrios T. Boumpas,
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Flouda S, Grivas A, Kapsala N, Grigoriou M, Nikolopoulos D, Filia A, Sentis G, Chavatza K, Aggelakos M, Moysidou GS, Kosmetatou M, Tseronis D, Katsimpri P, Karageorgas T, Fanouriakis A, Boumpas D. POS0210 A PREDOMINANT NON-SPECIFIC INTERSTITIAL PNEUMONIA PATTERN AND ABERRANT TRANSCRIPTOMIC NEUTROPHIL-MEDIATED IMMUNITY CHARACTERIZE A CONTEMPORARY RA-ILD COHORT. Ann Rheum Dis 2022. [DOI: 10.1136/annrheumdis-2022-eular.3502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
BackgroundLung involvement is the most common extra-articular manifestation. Rheumatoid arthritis related interstitial lung disease (RA-ILD) comprises a heterogeneous group of parenchymal lung disorders classified by distinct clinical, pathologic, and radiographic features. According to the current paradigm, circulating immune complexes and aberrant neutrophil extracellular trap formation (NETosis) contribute to disease pathogenesis.ObjectivesTo characterize the pattern of lung disease in “Attikon” RA-ILD cohort and develop insights about the pathophysiologic mechanisms via whole blood RNA sequencing.MethodsRetrospective and prospective study to identify clinical, laboratory and radiologic characteristics of patients with RA and pulmonary manifestations in the “Attikon” RA-ILD cohort. Changes in pulmonary function tests (PFTs), pattern of lung involvement (chest HRCT), disease activity (DAS28-ESR) and incidence of complications and comorbidities, were prospectively analyzed during the one-year follow-up period. Peripheral blood was collected in a subset of RA-ILD (n=11) and control RA patients (n=9) for RNA isolation and RNA sequencing. The gene expression profile of RA-ILD was inferred through differential gene expression analysis, followed by pathway and enrichment analyses.Results114 patients with RA-ILD were included [67% female, mean (SD) age at diagnosis 71.5 (9) years, 58% seropositive]. Non-specific interstitial pneumonia (NSIP) was the radiologic pattern most frequently observed (52%), followed by usual interstitial pneumonia (UIP) (24%). RA was diagnosed after ILD in 40% of patients. Mean (SD) FVC and DLCOsb at baseline was 80.5 (19.2) and 55.4 (19.5), respectively. Disease activity was lower in seropositive compared to seronegative both at baseline and at 1-year follow-up (p=0.025). PFTs at 12 months from baseline had been stabilized. Respiratory infections were observed in 17.6% of patients during the first year of follow-up, more common in the NSIP vs UIP group (p=0.01), possibly due to the higher doses of glucocorticoids in NSIP patients. RNA-sequencing analysis revealed a distinct gene expression profile in RA-ILD, characterized by the activation of type I interferon response, neutrophil activation and degranulation, and CCR1 chemokine interactions.ConclusionNSIP is the most frequent pattern of ILD in this RA-ILD cohort, carrying a higher risk for respiratory infections probably related to higher doses of glucocorticoid used. Myeloid cells’ migration via CCR1 and the formation of pro-inflammatory and pro-fibrotic NETs by activated neutrophils may contribute to RA-ILD pathogenesis.References[1]Y Dai et al, Rheumatoid arthritis–associated interstitial lung disease: an overview of epidemiology, pathogenesis and management Clin Rheumatol. 2021 Apr;40(4):1211-1220[2]X Zulma Yunt et al, Lung Disease in Rheumatoid Arthritis Rheum Dis Clin North Am. 2015 May;41(2):225-36Table 1.Patients’ characteristics with RA-ILD in Attikon cohortPatients CharacteristicsN=114Mean age71.5±9Female: Male76/38Smoking (current/ex)23/43Arterial hypertension71Diabetes mellitus32Dyslipidemia52COPD/BA17Thyroid disease30Latent TB17Seropositive66Diagnosis RA before ILD34Diagnosis RA after ILD45NSIP59UIP27Mixed NSIP-UIP5Organizing Pneumonia (OP)17Nodules21Disclosure of InterestsNone declared
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Garantziotis P, Nikolakis D, Doumas S, Frangou E, Sentis G, Filia A, Fanouriakis A, Bertsias G, Boumpas DT. Molecular Taxonomy of Systemic Lupus Erythematosus Through Data-Driven Patient Stratification: Molecular Endotypes and Cluster-Tailored Drugs. Front Immunol 2022; 13:860726. [PMID: 35615355 PMCID: PMC9125979 DOI: 10.3389/fimmu.2022.860726] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Accepted: 03/30/2022] [Indexed: 11/13/2022] Open
Abstract
Objectives Treatment of Systemic Lupus Erythematosus (SLE) is characterized by a largely empirical approach and relative paucity of novel compound development. We sought to stratify SLE patients based on their molecular phenotype and identify putative therapeutic compounds for each molecular fingerprint. Methods By the use of whole blood RNA-seq data from 120 SLE patients, and in a data-driven, clinically unbiased manner, we established modules of commonly regulated genes (molecular endotypes) and re-stratified patients through hierarchical clustering. Disease activity and severity were assessed using SLEDAI-2K and Lupus Severity Index, respectively. Through an in silico drug prediction pipeline, we investigated drugs currently in use, tested in lupus clinical trials, and listed in the iLINCS prediction databases, for their ability to reverse the gene expression signatures in each molecular endotype. Drug repurposing analysis was also performed to identify perturbagens that counteract group-specific SLE signatures. Results Molecular taxonomy identified five lupus endotypes, each characterized by a unique gene module enrichment pattern. Neutrophilic signature group consisted primarily of patients with active lupus nephritis, while the B-cell expression group included patients with constitutional features. Patients with moderate severity and serologic activity exhibited a signature enriched for metabolic processes. Mild disease was distributed in two groups, exhibiting enhanced basic cellular functions, myelopoiesis, and autophagy. Bortezomib was predicted to reverse disturbances in the "neutrophilic" cluster, azathioprine and ixazomib in the "B-cell" cluster, and fostamatinib in the "metabolic" patient subgroup. Conclusion The clinical spectrum of SLE encompasses distinct molecular endotypes, each defined by unique pathophysiologic aberrancies potentially reversible by distinct compounds.
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Affiliation(s)
- Panagiotis Garantziotis
- Laboratory of Autoimmunity and Inflammation, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.,Rheumatology and Immunology, Hannover Medical School, Hannover, Germany
| | - Dimitrios Nikolakis
- Department of Gastroenterology, Academic Medical Center, Amsterdam Institute for Gastroenterology Endocrinology and Metabolism Amsterdam University Medical Center (UMC), University of Amsterdam, Amsterdam, Netherlands.,Department of Rheumatology and Clinical Immunology, Amsterdam Institute for Infection and Immunity, Amsterdam University Medical Center (UMC), University of Amsterdam, Amsterdam, Netherlands.,Amsterdam Rheumatology and Immunology Center (ARC), Academic Medical Center, Amsterdam, Netherlands.,Department of Experimental Immunology, Amsterdam Institute for Infection and Immunity, Amsterdam University Medical Center (UMC), University of Amsterdam, Amsterdam, Netherlands
| | - Stavros Doumas
- Laboratory of Autoimmunity and Inflammation, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.,Department of Medicine, MedStar Georgetown University Hospital, Washington, DC, United States
| | - Eleni Frangou
- Laboratory of Autoimmunity and Inflammation, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.,Department of Nephrology, Limassol General Hospital, Limassol, Cyprus
| | - George Sentis
- Laboratory of Autoimmunity and Inflammation, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Anastasia Filia
- Laboratory of Autoimmunity and Inflammation, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Antonis Fanouriakis
- Laboratory of Autoimmunity and Inflammation, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.,Rheumatology Unit, First Department of Propaedeutic and Internal Medicine, National Kapodistrian University of Athens Medical School, Athens, Greece.,4th Department of Internal Medicine, "Attikon" University Hospital, Athens, Greece.,Joint Rheumatology Program, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - George Bertsias
- Department of Rheumatology, Clinical Immunology and Allergy, University of Crete School of Medicine, Heraklion, Greece.,Institute of Molecular Biology and Biotechnology, Foundation for Research and Technology - Hellas (FORTH), Heraklion, Greece
| | - Dimitrios T Boumpas
- Laboratory of Autoimmunity and Inflammation, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.,4th Department of Internal Medicine, "Attikon" University Hospital, Athens, Greece.,Joint Rheumatology Program, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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8
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Nanou A, Toumpeki C, Fanis P, Bianchi N, Cosenza LC, Zuccato C, Sentis G, Giagkas G, Stephanou C, Phylactides M, Christou S, Hadjigavriel M, Sitarou M, Lederer CW, Gambari R, Kleanthous M, Katsantoni E. Sex-specific transcriptional profiles identified in β-thalassemia patients. Haematologica 2021; 106:1207-1211. [PMID: 32817281 PMCID: PMC8018115 DOI: 10.3324/haematol.2020.248013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2020] [Indexed: 11/29/2022] Open
Affiliation(s)
- Aikaterini Nanou
- Basic Research Center, Biomedical Research Foundation, Academy of Athens, Athens, Greece
| | - Chrisavgi Toumpeki
- Basic Research Center, Biomedical Research Foundation, Academy of Athens, Athens, Greece
| | - Pavlos Fanis
- Molecular Genetics Thalassaemia Department, The Cyprus Institute of Neurology and Genetics, Nicosia
| | - Nicoletta Bianchi
- Department of Life Sciences and Biotechnology, Ferrara University, Ferrara, Italy
| | | | - Cristina Zuccato
- Department of Life Sciences and Biotechnology, Ferrara University, Ferrara, Italy
| | - George Sentis
- Basic Research Center, Biomedical Research Foundation, Academy of Athens, Athens, Greece
| | - Giorgos Giagkas
- Basic Research Center, Biomedical Research Foundation, Academy of Athens, Athens, Greece
| | - Coralea Stephanou
- Molecular Genetics Thalassaemia Department, The Cyprus Institute of Neurology and Genetics, Nicosia
| | - Marios Phylactides
- Molecular Genetics Thalassaemia Department, The Cyprus Institute of Neurology and Genetics, Nicosia
| | | | | | - Maria Sitarou
- Thalassemia Clinic Larnaca, Larnaca General Hospital, Larnaca, Cyprus
| | - Carsten W Lederer
- Molecular Genetics Thalassaemia Department, The Cyprus Institute of Neurology and Genetics, Nicosia
| | - Roberto Gambari
- Department of Life Sciences and Biotechnology, Ferrara University, Ferrara, Italy
| | - Marina Kleanthous
- Molecular Genetics Thalassaemia Department, The Cyprus Institute of Neurology and Genetics, Nicosia
| | - Eleni Katsantoni
- Basic Research Center, Biomedical Research Foundation, Academy of Athens, Athens, Greece
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9
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Drosopoulou E, Syllas A, Goutakoli P, Zisiadis GA, Konstantinou T, Pangea D, Sentis G, van Sauers-Muller A, Wee SL, Augustinos AA, Zacharopoulou A, Bourtzis K. Τhe Complete Mitochondrial Genome of Bactrocera carambolae (Diptera: Tephritidae): Genome Description and Phylogenetic Implications. Insects 2019; 10:E429. [PMID: 31795125 PMCID: PMC6955806 DOI: 10.3390/insects10120429] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Revised: 11/15/2019] [Accepted: 11/21/2019] [Indexed: 01/09/2023]
Abstract
Bactrocera carambolae is one of the approximately 100 sibling species of the Bactrocera dorsalis complex and considered to be very closely related to B. dorsalis. Due to their high morphological similarity and overlapping distribution, as well as to their economic impact and quarantine status, the development of reliable markers for species delimitation between the two taxa is of great importance. Here we present the complete mitochondrial genome of B. carambolae sourced from its native range in Malaysia and its invaded territory in Suriname. The mitogenome of B. carambolae presents the typical organization of an insect mitochondrion. Comparisons of the analyzed B. carambolae sequences to all available complete mitochondrial sequences of B. dorsalis revealed several species-specific polymorphic sites. Phylogenetic analysis based on Bactrocera mitogenomes supports that B. carambolae is a differentiated taxon though closely related to B. dorsalis. The present complete mitochondrial sequences of B. carambolae could be used, in the frame of Integrative Taxonomy, for species discrimination and resolution of the phylogenetic relationships within this taxonomically challenging complex, which would facilitate the application of species-specific population suppression strategies, such as the sterile insect technique.
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Affiliation(s)
- Elena Drosopoulou
- Department of Genetics, Development and Molecular Biology, School of Biology, Faculty of Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece; (A.S.); (P.G.); (G.-A.Z.); (T.K.); (D.P.); (G.S.)
| | - Alexandros Syllas
- Department of Genetics, Development and Molecular Biology, School of Biology, Faculty of Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece; (A.S.); (P.G.); (G.-A.Z.); (T.K.); (D.P.); (G.S.)
| | - Panagiota Goutakoli
- Department of Genetics, Development and Molecular Biology, School of Biology, Faculty of Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece; (A.S.); (P.G.); (G.-A.Z.); (T.K.); (D.P.); (G.S.)
| | - Georgios-Alkis Zisiadis
- Department of Genetics, Development and Molecular Biology, School of Biology, Faculty of Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece; (A.S.); (P.G.); (G.-A.Z.); (T.K.); (D.P.); (G.S.)
| | - Theodora Konstantinou
- Department of Genetics, Development and Molecular Biology, School of Biology, Faculty of Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece; (A.S.); (P.G.); (G.-A.Z.); (T.K.); (D.P.); (G.S.)
| | - Dimitra Pangea
- Department of Genetics, Development and Molecular Biology, School of Biology, Faculty of Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece; (A.S.); (P.G.); (G.-A.Z.); (T.K.); (D.P.); (G.S.)
| | - George Sentis
- Department of Genetics, Development and Molecular Biology, School of Biology, Faculty of Sciences, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece; (A.S.); (P.G.); (G.-A.Z.); (T.K.); (D.P.); (G.S.)
| | - Alies van Sauers-Muller
- Consultant, retired from Ministry of Agriculture, Animal Husbandry and Fisheries, Carambola Fruit Fly Project, Damboentong 282, Tijgerkreek, Saramacca, Suriname;
| | - Suk-Ling Wee
- Center for Insect Systematics, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, Bangi 43600, Selangor, Malaysia;
| | - Antonios A. Augustinos
- Insect Pest Control Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food and Agriculture, Seibersdorf, A-1400 Vienna, Austria; (A.A.A.); (K.B.)
| | | | - Kostas Bourtzis
- Insect Pest Control Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food and Agriculture, Seibersdorf, A-1400 Vienna, Austria; (A.A.A.); (K.B.)
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