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Ruscitti P, Allanore Y, Baldini C, Barilaro G, Bartoloni Bocci E, Bearzi P, Bellis E, Berardicurti O, Biaggi A, Bombardieri M, Cantarini L, Cantatore FP, Caporali R, Caso F, Cervera R, Ciccia F, Cipriani P, Chatzis L, Colafrancesco S, Conti F, Corberi E, Costa L, Currado D, Cutolo M, D'Angelo S, Del Galdo F, Di Cola I, Di Donato S, Distler O, D'Onofrio B, Doria A, Fautrel B, Fasano S, Feist E, Fisher BA, Gabini M, Gandolfo S, Gatto M, Genovali I, Gerli R, Grembiale RD, Guggino G, Hoffmann-Vold AM, Iagnocco A, Iaquinta FS, Liakouli V, Manoussakis MN, Marino A, Mauro D, Montecucco C, Mosca M, Naty S, Navarini L, Occhialini D, Orefice V, Perosa F, Perricone C, Pilato A, Pitzalis C, Pontarini E, Prete M, Priori R, Rivellese F, Sarzi-Puttini P, Scarpa R, Sebastiani G, Selmi C, Shoenfeld Y, Triolo G, Trunfio F, Yan Q, Tzioufas AG, Giacomelli R. Tailoring the treatment of inflammatory rheumatic diseases by a better stratification and characterization of the clinical patient heterogeneity. Findings from a systematic literature review and experts' consensus. Autoimmun Rev 2024; 23:103581. [PMID: 39069240 DOI: 10.1016/j.autrev.2024.103581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2024] [Accepted: 07/23/2024] [Indexed: 07/30/2024]
Abstract
Inflammatory rheumatic diseases are different pathologic conditions associated with a deregulated immune response, codified along a spectrum of disorders, with autoinflammatory and autoimmune diseases as two-end phenotypes of this continuum. Despite pathogenic differences, inflammatory rheumatic diseases are commonly managed with a limited number of immunosuppressive drugs, sometimes with partial evidence or transferring physicians' knowledge in different patients. In addition, several randomized clinical trials, enrolling these patients, did not meet the primary pre-established outcomes and these findings could be linked to the underlying molecular diversities along the spectrum of inflammatory rheumatic disorders. In fact, the resulting patient heterogeneity may be driven by differences in underlying molecular pathology also resulting in variable responses to immunosuppressive drugs. Thus, the identification of different clinical subsets may possibly overcome the major obstacles that limit the development more effective therapeutic strategies for these patients with inflammatory rheumatic diseases. This clinical heterogeneity could require a diverse therapeutic management to improve patient outcomes and increase the frequency of clinical remission. Therefore, the importance of better patient stratification and characterization is increasingly pointed out according to the precision medicine principles, also suggesting a new approach for disease treatment. In fact, based on a better proposed patient profiling, clinicians could more appropriately balance the therapeutic management. On these bases, we synthetized and discussed the available literature about the patient profiling in regard to therapy in the context of inflammatory rheumatic diseases, mainly focusing on randomized clinical trials. We provided an overview of the importance of a better stratification and characterization of the clinical heterogeneity of patients with inflammatory rheumatic diseases identifying this point as crucial in improving the management of these patients.
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Affiliation(s)
- Piero Ruscitti
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy.
| | - Yannick Allanore
- Rheumatology Department, Cochin Hospital, APHP, INSERM U1016, Université Paris Cité, Paris, France
| | - Chiara Baldini
- Rheumatology Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Giuseppe Barilaro
- Department of Autoimmune Diseases, Reference Centre for Systemic Autoimmune Diseases, Vasculitis and Autoinflammatory Diseases of the Catalan and Spanish Health Systems, Member of ERN-ReCONNET/RITA, Hospital Clínic, University of Barcelona, Barcelona, Catalonia, Spain
| | - Elena Bartoloni Bocci
- Section of Rheumatology, Department of Medicine and Surgery, University of Perugia, Italy
| | - Pietro Bearzi
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
| | - Elisa Bellis
- Academic Rheumatology Centre, Dipartimento di Scienze Cliniche e Biologiche Università di Torino - AO Mauriziano di Torino, Turin, Italy
| | - Onorina Berardicurti
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
| | - Alice Biaggi
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
| | - Michele Bombardieri
- Centre for Experimental Medicine and Rheumatology, William Harvey Research Institute, Queen Mary University of London and Barts NIHR BRC & NHS Trust & National Institute for Health and Care Research (NIHR) Barts Biomedical Research Centre (BRC), London, UK
| | - Luca Cantarini
- Department of Medical Sciences, Surgery and Neurosciences, Research Center of Systemic Autoinflammatory Diseases and Behçet's Disease Clinic, University of Siena, Siena, Italy; Azienda Ospedaliero-Universitaria Senese [European Reference Network (ERN) for Rare Immunodeficiency, Autoinflammatory and Autoimmune Diseases (RITA) Center] Siena, Italy
| | - Francesco Paolo Cantatore
- Rheumatology Clinic, Department of Medical and Surgical Sciences, University of Foggia, 71122 Foggia, Italy
| | - Roberto Caporali
- Department of Clinical Sciences and Community Health, University of Milan, Paediatric Rheumatology Unit, and Clinical Rheumatology Unit, ASST Pini-CTO, Milan, Italy
| | - Francesco Caso
- Rheumatology Research Unit, Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Ricard Cervera
- Department of Autoimmune Diseases, Reference Centre for Systemic Autoimmune Diseases, Vasculitis and Autoinflammatory Diseases of the Catalan and Spanish Health Systems, Member of ERN-ReCONNET/RITA, Hospital Clínic, University of Barcelona, Barcelona, Catalonia, Spain
| | - Francesco Ciccia
- Rheumatology Unit, Department of Precision Medicine, University of Campania "Luigi Vanvitelli", Naples, Italy
| | - Paola Cipriani
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy
| | - Loukas Chatzis
- Department of Pathophysiology, School of Medicine, National and Kapodistrian University of Athens, Greece
| | - Serena Colafrancesco
- Department of Internal Medicine and Medical Specialties, Rheumatology Unit, Sapienza University of Rome, Viale del Policlinico 155, 00185 Rome, Italy
| | - Fabrizio Conti
- Department of Internal Medicine and Medical Specialties, Rheumatology Unit, Sapienza University of Rome, Viale del Policlinico 155, 00185 Rome, Italy
| | - Erika Corberi
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
| | - Luisa Costa
- Rheumatology Research Unit, Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Damiano Currado
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
| | - Maurizio Cutolo
- Laboratory of Experimental Rheumatology and Academic Division of Rheumatology, Department of Internal Medicine and Specialties, University of Genova Italy, IRCCS Polyclinic Hospital, Genova, Italy
| | - Salvatore D'Angelo
- Rheumatology Depatment of Lucania, San Carlo Hospital of Potenza and Madonna delle Grazie Hospital of Matera, Potenza, Italy
| | - Francesco Del Galdo
- Leeds Institute of Rheumatic and Musculoskeletal Medicine, University of Leeds, Leeds, UK; NIHR Leeds Biomedical Research Centre, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - Ilenia Di Cola
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, L'Aquila, Italy
| | - Stefano Di Donato
- Leeds Institute of Rheumatic and Musculoskeletal Medicine, University of Leeds, Leeds, UK; NIHR Leeds Biomedical Research Centre, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - Oliver Distler
- Department of Rheumatology, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Bernardo D'Onofrio
- Department of Internal Medicine and Therapeutics, Università di Pavia, Division of Rheumatology, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
| | - Andrea Doria
- Rheumatology Unit, Department of Medicine (DIMED), University of Padua, Padua, Italy
| | - Bruno Fautrel
- Sorbonne Université - Assistance Publique Hôpitaux de Paris, INSERM UMRS 1136, Hôpital de La Pitié Salpêtrière, Paris, France
| | - Serena Fasano
- Rheumatology Unit, Department of Precision Medicine, University of Campania "Luigi Vanvitelli", Naples, Italy
| | - Eugen Feist
- Department of Rheumatology, Helios Fachklinik, Sophie-von-Boetticher-Straße 1, 39245, Vogelsang-Gommern, Germany; Charité - Universitätsmedizin Berlin, Medizinische Klinik mit Schwerpunkt Rheumatologie und Klinische Immunologie, Berlin, Germany
| | - Benjamin A Fisher
- Institute of Inflammation and Ageing, University Hospitals Birmingham, Birmingham, UK; Department of Rheumatology, National Institute for Health Research (NIHR), Birmingham Biomedical Research Centre, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Marco Gabini
- Rheumatology Unit, Santo Spirito Hospital, Pescara, Italy
| | - Saviana Gandolfo
- Unit of Rheumatology, San Giovanni Bosco Hospital, Naples, Italy
| | - Mariele Gatto
- Academic Rheumatology Centre, Dipartimento di Scienze Cliniche e Biologiche Università di Torino - AO Mauriziano di Torino, Turin, Italy
| | - Irene Genovali
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
| | - Roberto Gerli
- Section of Rheumatology, Department of Medicine and Surgery, University of Perugia, Italy
| | - Rosa Daniela Grembiale
- Rheumatology Research Unit, Dipartimento di Scienze della Salute, Università degli studi "Magna Graecia" di Catanzaro, Catanzaro, Italy
| | - Giuliana Guggino
- Rheumatology Unit, Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties, University of Palermo, Italy
| | - Anna Maria Hoffmann-Vold
- Department of Rheumatology, University Hospital Zurich, University of Zurich, Zurich, Switzerland; Department of Rheumatology, Oslo University Hospital-Rikshospitalet, Oslo, Norway
| | - Annamaria Iagnocco
- Academic Rheumatology Centre, Dipartimento di Scienze Cliniche e Biologiche Università di Torino - AO Mauriziano di Torino, Turin, Italy
| | - Francesco Salvatore Iaquinta
- Centre for Experimental Medicine and Rheumatology, William Harvey Research Institute, Queen Mary University of London and Barts NIHR BRC & NHS Trust & National Institute for Health and Care Research (NIHR) Barts Biomedical Research Centre (BRC), London, UK
| | - Vasiliki Liakouli
- Rheumatology Unit, Department of Precision Medicine, University of Campania "Luigi Vanvitelli", Naples, Italy
| | - Menelaos N Manoussakis
- Department of Pathophysiology, School of Medicine, National and Kapodistrian University of Athens, Greece
| | - Annalisa Marino
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
| | - Daniele Mauro
- Rheumatology Unit, Department of Precision Medicine, University of Campania "Luigi Vanvitelli", Naples, Italy
| | - Carlomaurizio Montecucco
- Department of Internal Medicine and Therapeutics, Università di Pavia, Division of Rheumatology, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
| | - Marta Mosca
- Rheumatology Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Saverio Naty
- Department of Health Sciences, "Magna Græcia" University of Catanzaro, 88100 Catanzaro, Italy
| | - Luca Navarini
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
| | - Daniele Occhialini
- Rheumatic and Systemic Autoimmune Diseases Unit, Department of Interdisciplinary Medicine (DIM), University of Bari Medical School, Italy
| | - Valeria Orefice
- Rheumatology Unit, San Camillo-Forlanini Hospital, Rome, Italy
| | - Federico Perosa
- Rheumatic and Systemic Autoimmune Diseases Unit, Department of Interdisciplinary Medicine (DIM), University of Bari Medical School, Italy
| | - Carlo Perricone
- Section of Rheumatology, Department of Medicine and Surgery, University of Perugia, Italy
| | - Andrea Pilato
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
| | - Costantino Pitzalis
- Centre for Experimental Medicine and Rheumatology, William Harvey Research Institute, Queen Mary University of London and Barts NIHR BRC & NHS Trust & National Institute for Health and Care Research (NIHR) Barts Biomedical Research Centre (BRC), London, UK; Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Elena Pontarini
- Centre for Experimental Medicine and Rheumatology, William Harvey Research Institute, Queen Mary University of London and Barts NIHR BRC & NHS Trust & National Institute for Health and Care Research (NIHR) Barts Biomedical Research Centre (BRC), London, UK
| | - Marcella Prete
- Rheumatic and Systemic Autoimmune Diseases Unit, Department of Interdisciplinary Medicine (DIM), University of Bari Medical School, Italy
| | - Roberta Priori
- Department of Internal Medicine and Medical Specialties, Rheumatology Unit, Sapienza University of Rome, Viale del Policlinico 155, 00185 Rome, Italy
| | - Felice Rivellese
- Centre for Experimental Medicine and Rheumatology, William Harvey Research Institute, Queen Mary University of London and Barts NIHR BRC & NHS Trust & National Institute for Health and Care Research (NIHR) Barts Biomedical Research Centre (BRC), London, UK
| | - Piercarlo Sarzi-Puttini
- Rheumatology Department, ASST Fatebenefratelli Luigi Sacco University Hospital, Milan, Italy; Department of Clinical Sciences and Community Health, Università degli Studi di Milano, Milan, Italy
| | - Raffaele Scarpa
- Rheumatology Research Unit, Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | | | - Carlo Selmi
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Yehuda Shoenfeld
- Zabludovwicz autoimmunity center, Sheba medical center, Tel Hashomer Israel, Reichman University, Herzeliya, Israel
| | - Giovanni Triolo
- Rheumatology Unit, Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties, University of Palermo, Italy
| | - Francesca Trunfio
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
| | - Qingran Yan
- Department of Rheumatology, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Athanasios G Tzioufas
- Department of Pathophysiology, School of Medicine, National and Kapodistrian University of Athens, Greece
| | - Roberto Giacomelli
- Rheumatology and Clinical Immunology, Department of Medicine, School of Medicine, University of Rome "Campus Bio-Medico", 00128 Rome, Italy; Clinical and Research Section of Rheumatology and Clinical Immunology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy
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Siebert S, Coates LC, Schett G, Raychaudhuri SP, Chen W, Gao S, Seridi L, Chakravarty SD, Shawi M, Lavie F, Sharaf M, Zimmermann M, Kollmeier AP, Xu XL, Rahman P, Mease PJ, Deodhar A. Modulation of Interleukin-23 Signaling With Guselkumab in Biologic-Naive Patients Versus Tumor Necrosis Factor Inhibitor-Inadequate Responders With Active Psoriatic Arthritis. Arthritis Rheumatol 2024; 76:894-904. [PMID: 38253404 DOI: 10.1002/art.42803] [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: 10/30/2023] [Revised: 01/08/2024] [Accepted: 01/16/2024] [Indexed: 01/24/2024]
Abstract
OBJECTIVE We assessed and compared immunologic differences and associations with clinical response to guselkumab, a fully human interleukin (IL)-23p19 subunit inhibitor, in participants with active psoriatic arthritis (PsA) who were biologic-naive or had inadequate response to tumor necrosis factor inhibitors (TNFi-IR). METHODS Serum biomarker levels at baseline and after treatment with guselkumab 100 mg every 8 weeks were compared between biologic-naive (n = 251) and TNFi-IR (n = 93) subgroups identified in the pooled DISCOVER-1/DISCOVER-2/COSMOS data set. Baseline biomarker levels determined by achievement of week 24 clinical responses (≥75%/90% improvement in Psoriasis Area and Severity Index [PASI 75/90], Investigator's Global Assessment [IGA] of psoriasis score 0/1 and ≥2-point improvement], ≥20% improvement in American College of Rheumatology criteria [ACR20]) were compared between prior treatment subgroups. RESULTS Baseline IL-22, TNFα, and beta defensin-2 (BD-2) levels were significantly lower in biologic-naive than in TNFi-IR participants. With guselkumab, week 24 IL-17A, IL-17F, IL-22, serum amyloid A, C-reactive protein, IL-6, and BD-2 levels were significantly reduced from baseline in biologic-naive and TNFi-IR participants (≥1.4-fold difference, nominal P < 0.05). Clinical responders to guselkumab exhibited significantly higher baseline levels of several biomarkers than nonresponders (IL-17A, IL-17F, BD-2 in biologic-naive PASI 90 responders; IL-17A, BD-2 in TNFi-IR IGA 0/1 responders; IL-22, BD-2 in TNFi-IR PASI 90 responders [nominal P < 0.05]) and trended higher in TNFi-IR ACR20 responders. CONCLUSION Guselkumab modulates IL-23 signaling and provides consistent pharmacodynamic effects in both biologic-naive and TNFi-IR PsA patients. Significantly elevated baseline IL-22, TNFα, and BD-2 levels and associations between baseline IL-22, IL-17A, and BD-2 levels and skin responses to guselkumab suggest greater dysregulation of IL-23/Th17 signaling in patients with TNFi-IR.
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Affiliation(s)
| | | | - Georg Schett
- Friedrich-Alexander Universität Erlangen-Nürnberg and Universitätsklinikum Erlangen, Erlangen, Germany
| | - Siba P Raychaudhuri
- University of California Davis and Veterans Affairs Northern California Health Care System, Mather, California
| | - Warner Chen
- Janssen Research & Development, LLC, Spring House, Pennsylvania
| | - Sheng Gao
- Janssen Research & Development, LLC, Spring House, Pennsylvania
| | - Loqmane Seridi
- Janssen Research & Development, LLC, Spring House, Pennsylvania
| | - Soumya D Chakravarty
- Janssen Scientific Affairs, LLC, Horsham, Pennsylvania, and Drexel University College of Medicine, Philadelphia, Pennsylvania
| | - May Shawi
- Janssen Research & Development, LLC, Titusville, New Jersey
| | - Frederic Lavie
- Global Medical Affairs, Janssen Pharmaceutical Companies of Johnson & Johnson, Issy les Moulineaux, France
| | | | | | | | - Xie L Xu
- Janssen Research & Development, LLC, San Diego, California
| | - Proton Rahman
- Memorial University of Newfoundland, St. John's, Newfoundland, Canada
| | - Philip J Mease
- Swedish Medical Center/Providence St. Joseph Health and University of Washington, Seattle, Washington
| | - Atul Deodhar
- Oregon Health & Science University, Portland, Oregon
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Hagiwara S, Tsuboi H, Kuroda Y, Sawabe T, Uematsu N, Kawashima F, Sugita T, Terasaki M, Honda F, Yagishita M, Kondo Y, Sumida T, Matsumoto I. Comparative analysis of low-field magnetic resonance imaging in patients with rheumatoid arthritis treated with certolizumab pegol or infliximab. Mod Rheumatol 2023; 33:1097-1103. [PMID: 36440707 DOI: 10.1093/mr/roac138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Accepted: 11/04/2022] [Indexed: 11/08/2023]
Abstract
OBJECTIVES The aim is to clarify the differences in magnetic resonance imaging (MRI) findings between rheumatoid arthritis (RA) patients treated with certolizumab pegol (CZP) and infliximab (IFX). METHODS The study included RA patients who received CZP or IFX and were examined with low-field MRI (compacTscan; compact magnetic resonance imaging) at the beginning and again within 6 months of treatment initiation. Comparisons were made regarding background, clinical course, and differences in MRI findings following initiation of tumour necrosis factor inhibitors between the CZP and IFX treatment groups. MRI findings were evaluated by scoring erosion, bone marrow oedema (BME), and synovitis. RESULTS Ten cases in CZP and 18 cases in IFX group were compared. The biologic disease-modifying antirheumatic drug-naïve rate in the IFX group was significantly higher than that in the CZP group. After 6 months, disease activities were significantly decreased from baseline in both groups. Erosion score did not change significantly in both groups after 6 months. BME score was significantly decreased in the CZP group after 6 months, whereas in the IFX group, there was no significant change. Synovitis score was significantly decreased in both groups after 6 months. CONCLUSIONS The findings of our study suggest that, in patients with RA, CZP might improve BME more effectively than IFX.
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Affiliation(s)
- Shinya Hagiwara
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Hiroto Tsuboi
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Yuki Kuroda
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Tomonori Sawabe
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Nana Uematsu
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Fumina Kawashima
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Toshiki Sugita
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Mayu Terasaki
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Fumika Honda
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Mizuki Yagishita
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Yuya Kondo
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Takayuki Sumida
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Isao Matsumoto
- Department of Rheumatology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
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Kim W, Jin Oh S, Thi Trinh N, Yeon Gil J, Ah Choi I, Hyoun Kim J, Hee Kim J, Jung JY, Kim J, Kim HA, Eun Lee K. Effects of RETN polymorphisms on treatment response in rheumatoid arthritis patients receiving TNF-α inhibitors and utilization of machine-learning algorithms. Int Immunopharmacol 2022; 111:109094. [PMID: 35914450 DOI: 10.1016/j.intimp.2022.109094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 07/18/2022] [Accepted: 07/24/2022] [Indexed: 11/17/2022]
Abstract
This study was designed to investigate the effects of polymorphisms in RETN on remission in RA patients receiving TNF-α inhibitors. In addition, machine learning algorithms were trained to predict remission. Ten single-nucleotide polymorphisms were investigated. Univariate and multivariable analyses were performed to evaluate associations between genetic polymorphisms and the efficacy of TNF-α inhibitors. A random forest-based classification approach was used to assess the importance of different variables associated with the efficacy of TNF-α inhibitors. Various machine learning methods were used for finding vital factors and prediction of remission. The eight most significant features included in the multivariable analysis were sex, age, hypertension, sulfasalazine, rs1862513, rs3219178, rs3219177, and rs3745369. T-allele carriers of rs3219177 and males showed approximately 6.0- and 3.6-fold higher remission rates compared to those with the CC genotype and females, respectively. The elastic net algorithm was the best machine-learning method for predicting remission of patients with RA treated with TNF-α inhibitors. On the basis of the results of this study, it may be possible to design individually tailored treatment regimens to predict the efficacy of TNF-α inhibitors.
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Affiliation(s)
- Woorim Kim
- College of Pharmacy, Chungbuk National University, 660-1, Yeonje-ri, Osong-eup, Heungdeok-gu, Cheongju-si 28160, Republic of Korea
| | - Soo Jin Oh
- College of Pharmacy, Chungbuk National University, 660-1, Yeonje-ri, Osong-eup, Heungdeok-gu, Cheongju-si 28160, Republic of Korea
| | - Nga Thi Trinh
- College of Pharmacy, Chungbuk National University, 660-1, Yeonje-ri, Osong-eup, Heungdeok-gu, Cheongju-si 28160, Republic of Korea
| | - Jin Yeon Gil
- College of Pharmacy, Chungbuk National University, 660-1, Yeonje-ri, Osong-eup, Heungdeok-gu, Cheongju-si 28160, Republic of Korea
| | - In Ah Choi
- Division of Rheumatology, Department of Internal Medicine, Chungbuk National University, Hospital, 776, 1sunhwan-ro, Seowon-gu, Cheongju 28644, Republic of Korea
| | - Ji Hyoun Kim
- Division of Rheumatology, Department of Internal Medicine, Chungbuk National University, Hospital, 776, 1sunhwan-ro, Seowon-gu, Cheongju 28644, Republic of Korea
| | - Joo Hee Kim
- College of Pharmacy, Ajou University, 164 Worldcup-ro, Yeongtong-gu, Suwon 16499, Republic of Korea
| | - Ju-Yang Jung
- Department of Rheumatology, Ajou University School of Medicine, 164 Worldcup-ro, Yeongtong-gu, 14, Suwon 16499, Republic of Korea
| | - Jinhyun Kim
- Department of Internal Medicine, Chungnam National University College of Medicine, Daejeon 35015, Republic of Korea
| | - Hyoun-Ah Kim
- Department of Rheumatology, Ajou University School of Medicine, 164 Worldcup-ro, Yeongtong-gu, 14, Suwon 16499, Republic of Korea.
| | - Kyung Eun Lee
- College of Pharmacy, Chungbuk National University, 660-1, Yeonje-ri, Osong-eup, Heungdeok-gu, Cheongju-si 28160, Republic of Korea.
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Mueller AL, Payandeh Z, Mohammadkhani N, Mubarak SMH, Zakeri A, Alagheband Bahrami A, Brockmueller A, Shakibaei M. Recent Advances in Understanding the Pathogenesis of Rheumatoid Arthritis: New Treatment Strategies. Cells 2021; 10:cells10113017. [PMID: 34831240 PMCID: PMC8616543 DOI: 10.3390/cells10113017] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2021] [Revised: 11/03/2021] [Accepted: 11/03/2021] [Indexed: 02/07/2023] Open
Abstract
Rheumatoid arthritis (RA) is considered a chronic systemic, multi-factorial, inflammatory, and progressive autoimmune disease affecting many people worldwide. While patients show very individual courses of disease, with RA focusing on the musculoskeletal system, joints are often severely affected, leading to local inflammation, cartilage destruction, and bone erosion. To prevent joint damage and physical disability as one of many symptoms of RA, early diagnosis is critical. Auto-antibodies play a pivotal clinical role in patients with systemic RA. As biomarkers, they could help to make a more efficient diagnosis, prognosis, and treatment decision. Besides auto-antibodies, several other factors are involved in the progression of RA, such as epigenetic alterations, post-translational modifications, glycosylation, autophagy, and T-cells. Understanding the interplay between these factors would contribute to a deeper insight into the causes, mechanisms, progression, and treatment of the disease. In this review, the latest RA research findings are discussed to better understand the pathogenesis, and finally, treatment strategies for RA therapy are presented, including both conventional approaches and new methods that have been developed in recent years or are currently under investigation.
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Affiliation(s)
- Anna-Lena Mueller
- Musculoskeletal Research Group and Tumor Biology, Chair of Vegetative Anatomy, Institute of Anatomy, Faculty of Medicine, Ludwig-Maximilian-University Munich, 80336 Munich, Germany; (A.-L.M.); (A.B.)
| | - Zahra Payandeh
- Immunology Research Center, Tabriz University of Medical Sciences, Tabriz 5166-15731, Iran;
| | - Niloufar Mohammadkhani
- Department of Clinical Biochemistry, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran 1985717443, Iran;
- Children’s Medical Center, Network of Immunity in Infection, Malignancy and Autoimmunity (NIIMA), Universal Scientific Education and Research Network (USERN), Tehran 1419733151, Iran
| | - Shaden M. H. Mubarak
- Department of Clinical Laboratory Science, Faculty of Pharmacy, University of Kufa, Najaf 1967365271, Iraq;
| | - Alireza Zakeri
- Department of Biology Sciences, Shahid Rajaee Teacher Training University, Tehran 1678815811, Iran;
| | - Armina Alagheband Bahrami
- Department of Biotechnology, School of Advanced Technologies in Medicine, Shahid Beheshti University of Medical Sciences, Tehran 1985717443, Iran;
| | - Aranka Brockmueller
- Musculoskeletal Research Group and Tumor Biology, Chair of Vegetative Anatomy, Institute of Anatomy, Faculty of Medicine, Ludwig-Maximilian-University Munich, 80336 Munich, Germany; (A.-L.M.); (A.B.)
| | - Mehdi Shakibaei
- Musculoskeletal Research Group and Tumor Biology, Chair of Vegetative Anatomy, Institute of Anatomy, Faculty of Medicine, Ludwig-Maximilian-University Munich, 80336 Munich, Germany; (A.-L.M.); (A.B.)
- Correspondence: ; Tel.: +49-89-2180-72624
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