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Gershater B, Bieber K, Vorobyev A, Ludwig MA, Zirpel H, De Luca DA, Thaci D, Kridin K, Ludwig RJ. Differential risks of psoriatic arthritis development in patients with varied psoriasis manifestations: a sex- and ethnicity-specific analysis. Front Med (Lausanne) 2024; 11:1385491. [PMID: 38975056 PMCID: PMC11224429 DOI: 10.3389/fmed.2024.1385491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Accepted: 06/11/2024] [Indexed: 07/09/2024] Open
Abstract
Objectives This study investigated psoriatic arthritis (PsA) risk across varied psoriasis manifestations, considering sex and ethnicity. Methods Using TriNetX, a federated database encompassing over 120 million electronic health records (EHRs), we performed global retrospective cohort studies. Psoriasis vulgaris (Pso), pustulosis palmoplantaris (PPP), and generalized pustular psoriasis (GPP) cohorts were retrieved using ICD-10 codes. Propensity score matching, incorporating age, sex, and ethnicity, was employed. An alternative propensity matching model additionally included established PsA risk factors. Results We retrieved data from 486 (Black or African American-stratified, GPP) to 35,281 (Pso) EHRs from the US Collaborative Network. Significant PsA risk variations emerged: Pso carried the highest risk [hazard ratio (HR) 87.7, confidence interval (CI) 63.4-121.1, p < 0.001], followed by GPP (HR 26.8, CI 6.5-110.1, p < 0.0001), and PPP (HR 15.3, CI 7.9-29.5, p < 0.0001). Moreover, we identified significant sex- and ethnicity-specific disparities in PsA development. For instance, compared to male Pso patients, female Pso patients had an elevated PsA risk (HR 1.1, CI 1.1-1.2, p = 0.002). Furthermore, White Pso patients had a higher likelihood of developing PsA compared to their Black or African American counterparts (HR 1.3, CI 1.04-1.7, p = 0.0244). We validated key findings using alternative propensity matching strategies and independent databases. Conclusion This study delineates nuanced PsA risk profiles across psoriasis forms, highlighting the pivotal roles of sex and ethnicity. Integrating these factors into PsA risk assessments enables tailored monitoring and interventions, potentially impacting psoriasis patient care quality.
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Affiliation(s)
- Bernard Gershater
- Lübeck Institute of Experimental Dermatology, University of Lübeck, Lübeck, Germany
| | - Katja Bieber
- Lübeck Institute of Experimental Dermatology, University of Lübeck, Lübeck, Germany
| | - Artem Vorobyev
- Department of Dermatology, University Hospital Schleswig-Holstein Lübeck, Lübeck, Germany
| | | | - Henner Zirpel
- Institute and Comprehensive Centre for Inflammation Medicine, University-Hospital Schleswig-Holstein, Lübeck, Germany
| | - David A. De Luca
- Institute and Comprehensive Centre for Inflammation Medicine, University-Hospital Schleswig-Holstein, Lübeck, Germany
| | - Diamant Thaci
- Institute and Comprehensive Centre for Inflammation Medicine, University-Hospital Schleswig-Holstein, Lübeck, Germany
| | - Khalaf Kridin
- Lübeck Institute of Experimental Dermatology, University of Lübeck, Lübeck, Germany
- Azrieli Faculty of Medicine, Bar-Ilan University, Safed, Israel
- Unit of Dermatology and Skin Research Laboratory, Barch Padeh Medical Center, Poriya, Israel
| | - Ralf J. Ludwig
- Lübeck Institute of Experimental Dermatology, University of Lübeck, Lübeck, Germany
- Department of Dermatology, University Hospital Schleswig-Holstein Lübeck, Lübeck, Germany
- Institute and Comprehensive Centre for Inflammation Medicine, University-Hospital Schleswig-Holstein, Lübeck, Germany
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Albrecht K, Ohrndorf S, Strangfeld A. [Sex-specific aspects in rheumatology]. Z Rheumatol 2024:10.1007/s00393-024-01527-6. [PMID: 38869669 DOI: 10.1007/s00393-024-01527-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/14/2024] [Indexed: 06/14/2024]
Abstract
Women and men differ in terms of the development and manifestation of inflammatory rheumatic diseases and outcomes as well as with respect to disease perception, health behavior and response to antirheumatic treatment. Sex-specific aspects are increasingly being researched in nearly all medical disciplines to optimize treatment strategies with the aim to improve individual treatment success. This article describes sex differences that can even now be taken into account in rheumatological care.
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Affiliation(s)
- Katinka Albrecht
- Programmbereich Epidemiologie und Versorgungsforschung, Deutsches Rheuma-Forschungszentrum Berlin, Charitéplatz 1, 10117, Berlin, Deutschland.
| | - Sarah Ohrndorf
- Medizinische Klinik mit Schwerpunkt Rheumatologie und Klinische Immunologie, Charité Universitätsmedizin Berlin, Berlin, Deutschland
| | - Anja Strangfeld
- Programmbereich Epidemiologie und Versorgungsforschung, Deutsches Rheuma-Forschungszentrum Berlin, Charitéplatz 1, 10117, Berlin, Deutschland
- Medizinische Klinik mit Schwerpunkt Rheumatologie und Klinische Immunologie, Charité Universitätsmedizin Berlin, Berlin, Deutschland
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Korsakova YL, Korotaeva TV, Loginova EI, Gubar EE, Petrov AV, Patrikeeva IM, Umnova IF, Sorotskaya VN, Pristavskii IN, Sedunova MV, Nasonov EL. [Clinical and instrumental characteristics of psoriatic arthritis in men and women. Data from a cohort observational study]. TERAPEVT ARKH 2024; 96:479-485. [PMID: 38829809 DOI: 10.26442/00403660.2024.05.202703] [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: 05/29/2024] [Accepted: 05/29/2024] [Indexed: 06/05/2024]
Abstract
AIM To study and compare the clinical and imaging characteristics of psoriatic arthritis (PsA) in men and women. MATERIALS AND METHODS The study included 956 PsA patients observed in the Russian register, 411 (43%) men and 545 (57%) women. The average age of men/women was 46.0±16.50/50.7±17.20 years (p<0.001), the duration of PsA was 9.9±6.4/10.3±7.6 years (p>0.05), the age at the time of PsA establishment was 37.1±12.30/41.8±13.5 years (p<0.001). Rheumatological examination, X-ray of the pelvis, hands, feet were performed, the LEI, plantar fascia tenderness, body surface area (BSA), body mass index (BMI), CRP,HLA-B27 were determined. Patients filled out assessment scales of pain (Pain), disease activity (patient global assessment of disease activity - PGA), questionnaires HAQ-DI. The indices of Disease Activity in PSoriatic Arthritis (DAPSA), Bath Ankylosing Spondylitis Disease Activity Index (BASDAI), criteria of minimal disease activity (MDA) were evaluated. RESULTS The following differences in the course of PsA in men/women were revealed: X-ray sacroiliitis was detected in 175 (42.6%)/153 (28.1%); p<0.001; the presence of erosions of the joints of the hands and feet - 138 (33.6%)/170 (31.2%); p=0.435; LEI≥3 - 34 (11.4%)/78 (20.9%); p=0.001; Pain - at 48.5±22.60/51.5±22.80 mm VAS; p=0.043; PGA - 50.2±23.07/54.0±21.91 mm VAS; p=0.010; moderate and severe functional disorders (HAQ-DI) were more often observed in women (p=0.002 and p<0.001, respectively); the average value of DAPSA is 26.4±16.8/31.9±22.58; p<0.001; average BASDAI value: 2.7±2.83/1.8±2.78; p<0.001; MDA was achieved in 13 (3.2%)/22 (4.1%); p=0.486; BSA>10% - 54 (13.1%)/102 (18.7%); p=0.021; comorbid diseases - 154 (37%)/277 (51%); p<0.001. At the time of inclusion in the register, the proportion of patients receiving biologic disease-modifying anti-rheumatic drugs was higher in the group of men. CONCLUSION Our data, based on a large cohort study, demonstrate that PsA debuts in women at a later age than in men, the course of the disease is characterized by higher activity of peripheral arthritis, more pronounced functional disorders and a high prevalence of comorbid diseases. This creates a heavier burden of PsA in women and indicates that gender is an important characteristic of the patient that should be used to predict the course, therapeutic response and progression of the disease.
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Affiliation(s)
| | | | | | - E E Gubar
- Nasonova Research Institute of Rheumatology
| | - A V Petrov
- Vernadsky Crimean Federal University
- Semashko Clinical Hospital
- Ministry of Health of the Republic of Crimea
| | - I M Patrikeeva
- Tyumen Regional Clinical Hospitai No. 1
- Tyumen Regional Healthcare Department
| | | | | | | | | | - E L Nasonov
- Nasonova Research Institute of Rheumatology
- Sechenov First Moscow State Medical University (Sechenov University)
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Biz C, Khamisy-Farah R, Puce L, Szarpak L, Converti M, Ceylan Hİ, Crimì A, Bragazzi NL, Ruggieri P. Investigating and Practicing Orthopedics at the Intersection of Sex and Gender: Understanding the Physiological Basis, Pathology, and Treatment Response of Orthopedic Conditions by Adopting a Gender Lens: A Narrative Overview. Biomedicines 2024; 12:974. [PMID: 38790936 PMCID: PMC11118756 DOI: 10.3390/biomedicines12050974] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2024] [Revised: 04/23/2024] [Accepted: 04/25/2024] [Indexed: 05/26/2024] Open
Abstract
In the biomedical field, the differentiation between sex and gender is crucial for enhancing the understanding of human health and personalizing medical treatments, particularly within the domain of orthopedics. This distinction, often overlooked or misunderstood, is vital for dissecting and treating musculoskeletal conditions effectively. This review delves into the sex- and gender-specific physiology of bones, cartilage, ligaments, and tendons, highlighting how hormonal differences impact the musculoskeletal system's structure and function, and exploring the physiopathology of orthopedic conditions from an epidemiological, molecular, and clinical perspective, shedding light on the discrepancies in disease manifestation across sexes. Examples such as the higher rates of deformities (adolescent idiopathic and adult degenerative scoliosis and hallux valgus) in females and osteoporosis in postmenopausal women illustrate the critical role of sex and gender in orthopedic health. Additionally, the review addresses the morbidity-mortality paradox, where women, despite appearing less healthy on frailty indexes, show lower mortality rates, highlighting the complex interplay between biological and social determinants of health. Injuries and chronic orthopedic conditions such osteoarthritis exhibit gender- and sex-specific prevalence and progression patterns, necessitating a nuanced approach to treatment that considers these differences to optimize outcomes. Moreover, the review underscores the importance of recognizing the unique needs of sexual minority and gender-diverse individuals in orthopedic care, emphasizing the impact of gender-affirming hormone therapy on aspects like bone health and perioperative risks. To foster advancements in sex- and gender-specific orthopedics, we advocate for the strategic disaggregation of data by sex and gender and the inclusion of "Sexual Orientation and Gender Identity" (SOGI) data in research and clinical practice. Such measures can enrich clinical insights, ensure tailored patient care, and promote inclusivity within orthopedic treatments, ultimately enhancing the precision and effectiveness of care for diverse patient populations. Integrating sex and gender considerations into orthopedic research and practice is paramount for addressing the complex and varied needs of patients. By embracing this comprehensive approach, orthopedic medicine can move towards more personalized, effective, and inclusive treatment strategies, thereby improving patient outcomes and advancing the field.
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Affiliation(s)
- Carlo Biz
- Orthopedics and Orthopedic Oncology, Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, 35128 Padova, Italy; (A.C.); (P.R.)
| | - Rola Khamisy-Farah
- Azrieli Faculty of Medicine, Bar-Ilan University, Safed 1311502, Israel;
- Clalit Health Service, Akko 2412001, Israel
| | - Luca Puce
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), University of Genoa, 16132 Genoa, Italy;
| | - Lukasz Szarpak
- Department of Clinical Research and Development, LUXMED Group, 02-676 Warsaw, Poland;
- Henry JN Taub Department of Emergency Medicine, Baylor College of Medicine, Houston, TX 77030, USA
| | - Manlio Converti
- Department of Mental Health, Local Health Unit ASL Napoli 2 Nord, 80027 Naples, Italy;
| | - Halil İbrahim Ceylan
- Department of Physical Education of Sports Teaching, Faculty of Kazim Karabekir Education, Atatürk University, Erzurum 25030, Turkey;
| | - Alberto Crimì
- Orthopedics and Orthopedic Oncology, Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, 35128 Padova, Italy; (A.C.); (P.R.)
| | - Nicola Luigi Bragazzi
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, ON M3J 1P3, Canada
- Department of Food and Drugs, University of Parma, 43125 Parma, Italy
| | - Pietro Ruggieri
- Orthopedics and Orthopedic Oncology, Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, 35128 Padova, Italy; (A.C.); (P.R.)
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Gazitt T, Hayat N, Stein N, Haddad A, Feldhamer I, Cohen AD, Saliba W, Zisman D. The Risk of Herpes Zoster Events in Patients with Spondyloarthritis and the Effect of BNT162b2 mRNA COVID-19 Vaccine. Vaccines (Basel) 2024; 12:85. [PMID: 38250898 PMCID: PMC10821079 DOI: 10.3390/vaccines12010085] [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: 11/23/2023] [Revised: 01/07/2024] [Accepted: 01/10/2024] [Indexed: 01/23/2024] Open
Abstract
The data on the risk of herpes zoster (HZ) in spondyloarthropathy (SpA) patients are sparse, especially regarding its association with the novel mRNA COVID-19 vaccines and immunosuppressants. We aimed to evaluate whether SpA diagnosis and/or immunosuppressant use affect HZ risk and the influence of mRNA COVID-19 vaccination. We assessed the association between SpA (psoriatic arthritis (PsA) and ankylosing spondylitis (AS)) diagnoses and HZ in a large population database with patients matched by age and sex to controls. We also assessed the association between the COVID-19 vaccine and new-onset HZ using two nested case-control studies, identifying all new HZ cases diagnosed from 1 January-31 December 2021 within the SpA and general population cohorts, matched randomly by sex, age and HZ index date to controls without HZ. Exposure to mRNA COVID-19 vaccination was ascertained in the 6 weeks prior to the index date both in cases and controls. In our results, the incidence rate of HZ was higher in PsA patients vs. the general population, at 1.03 vs. 0.64 per 100 person-years, respectively (adjusted HR = 1.55; 95%CI, 1.19-2.02). Within the SpA group, Jak-I treatment was associated with a higher risk of developing new-onset HZ (adjusted OR = 3.79; 1.15-12.5). Multivariable conditional logistic regression models we used showed no association between COVID-19 vaccination and new-onset HZ among the SpA patients (OR = 1.46; 0.68-3.14).
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Affiliation(s)
- Tal Gazitt
- Rheumatology Unit, Carmel Medical Center, Haifa 3436212, Israel; (A.H.); (D.Z.)
- Division of Rheumatology, University of Washington Medical Center, Seattle, WA 98195-6428, USA
| | - Noa Hayat
- Department of Internal Medicine, Carmel Medical Center, Haifa 3436212, Israel;
| | - Nili Stein
- Department of Community Medicine and Epidemiology, Carmel Medical Center, Haifa 3436212, Israel (W.S.)
| | - Amir Haddad
- Rheumatology Unit, Carmel Medical Center, Haifa 3436212, Israel; (A.H.); (D.Z.)
| | - Ilan Feldhamer
- Chief Physician’s Office, Central Headquarters, Clalit Health Services, Tel Aviv 67754, Israel
| | - Arnon Dov Cohen
- Chief Physician’s Office, Central Headquarters, Clalit Health Services, Tel Aviv 67754, Israel
- Siaal Research Center for Family Medicine and Primary Care, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - Walid Saliba
- Department of Community Medicine and Epidemiology, Carmel Medical Center, Haifa 3436212, Israel (W.S.)
- The Ruth and Bruce Rappaport Faculty of Medicine, Technion, Haifa 31096, Israel
| | - Devy Zisman
- Rheumatology Unit, Carmel Medical Center, Haifa 3436212, Israel; (A.H.); (D.Z.)
- The Ruth and Bruce Rappaport Faculty of Medicine, Technion, Haifa 31096, Israel
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Mease PJ, Gottlieb AB, Ogdie A, McInnes IB, Chakravarty SD, Rampakakis E, Kollmeier A, Xu XL, Shawi M, Lavie F, Kishimoto M, Rahman P. Earlier clinical response predicts low rates of radiographic progression in biologic-naïve patients with active psoriatic arthritis receiving guselkumab treatment. Clin Rheumatol 2024; 43:241-249. [PMID: 37787903 PMCID: PMC10774160 DOI: 10.1007/s10067-023-06745-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 08/17/2023] [Accepted: 08/18/2023] [Indexed: 10/04/2023]
Abstract
OBJECTIVE Assess relationship between earlier clinical improvement and radiographic progression (RP) over 2 years in guselkumab-treated patients with active psoriatic arthritis (PsA). METHOD Post hoc analyses combined data from DISCOVER-2 biologic-naïve adults with active PsA randomized to either guselkumab 100 mg every 4 weeks (Q4W) or guselkumab at W0, W4, then Q8W. Correlations (Spearman's coefficient) between baseline disease parameters and total PsA-modified van der Heijde-Sharp (vdH-S) score were examined. Repeated-measures mixed models, adjusted for known RP risk factors, assessed the relationship between Disease Activity Index in PsA (DAPSA) improvement, DAPSA improvement exceeding the median or the minimal clinically important difference (MCID), or DAPSA low disease activity (LDA) at W8 and RP rate, assessed by change from baseline in vdH-S score through W100. RESULTS Baseline age, PsA duration, CRP level, and swollen joint count, but not psoriasis duration/severity, weakly correlated with baseline vdH-S score. Elevated baseline CRP (parameter estimate [β] = 0.17-0.18, p < 0.03) and vdH-S score (β = 0.02, p < 0.0001) significantly associated with greater RP through W100. Greater improvement in DAPSA (β = -0.03, p = 0.0096), achievement of DAPSA improvement > median (least squares mean [LSM] difference: -0.66, p = 0.0405) or > MCID (-0.67, p = 0.0610), or DAPSA LDA (-1.44, p = 0.0151) by W8 with guselkumab significantly associated with less RP through W100. The effect of W8 DAPSA LDA on future RP was strengthened over time among achievers vs. non-achievers (LSM difference enhanced from -1.05 [p = 0.0267] at W52 to -1.84 [p = 0.0154] at W100). CONCLUSIONS In guselkumab-treated patients with active PsA, earlier improvement in joint symptoms significantly associated with lower RP rates through 2 years, indicating blockade of the IL-23 pathway may modify long-term disease course and prevent further joint damage. Key Points • Greater improvement in DAPSA at Week 8 of guselkumab treatment was significantly associated with less progression of structural joint damage at 2 years in patients with active psoriatic arthritis (PsA). • Early control of peripheral joint disease activity with blockade of the IL-23 pathway may modify long-term PsA trajectory and prevent further joint damage.
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Affiliation(s)
- Philip J Mease
- Swedish Medical Center/Providence St. Joseph Health and University of Washington, Seattle, WA, USA.
| | - Alice B Gottlieb
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alexis Ogdie
- Division of Rheumatology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Iain B McInnes
- College of Medical Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Soumya D Chakravarty
- Janssen Scientific Affairs, LLC, Horsham, PA, USA
- Drexel University College of Medicine, Philadelphia, PA, USA
| | - Emmanouil Rampakakis
- Department of Pediatrics, McGill University, Montreal, QC, Canada
- JSS Medical Research, Montreal, Canada
| | - Alexa Kollmeier
- Immunology, Janssen Research & Development, LLC, San Diego, CA, USA
| | - Xie L Xu
- Immunology, Janssen Research & Development, LLC, San Diego, CA, USA
| | - May Shawi
- Immunology, Janssen Research & Development, LLC, Titusville, NJ, USA
| | - Frederic Lavie
- Janssen Cilag Global Medial Affairs, Immunology Global Medical Affairs, Issy Les Moulineaux, France
| | - Mitsumasa Kishimoto
- Department of Nephrology and Rheumatology, Kyorin University School of Medicine, Mitaka, Tokyo, Japan
| | - Proton Rahman
- Discipline of Medicine, Division of Rheumatology, Memorial University of Newfoundland, St. John's, NF, Canada
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Eder L, James AJ, van der Horst-Bruinsma I, Coates LC, Goel N. Diversity, Equity, and Inclusion: Sex and Gender and Intersectionality With Race and Ethnicity in Psoriatic Disease. J Rheumatol 2023; 50:38-40. [PMID: 37527854 DOI: 10.3899/jrheum.2023-0525] [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] [Accepted: 05/30/2023] [Indexed: 08/03/2023]
Abstract
Sex (biological attributes associated with being male or female) and gender (sociocultural-driven traits and behaviors related to being a man or a woman) are emerging as important determinants of disease course and response to therapy in patients with psoriasis and psoriatic arthritis (PsA). Although psoriatic disease (PsD) is equally prevalent in men and women, the condition affects them in different and unique ways, giving rise to sex- and gender-related differences in clinical presentation, including baseline disease activity, disease course, and response to treatment. Better understanding of the roles sex and gender play in the development and evolution of PsD has the potential to improve patient care. The Group for Research and Assessment of Psoriasis and Psoriatic Arthritis (GRAPPA) continues its effort to highlight issues related to diversity, equity, and inclusion in people with PsD by dedicating a session during the annual meeting to sex and gender and their intersectionality with race and ethnicity in individuals with PsA.
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Affiliation(s)
- Lihi Eder
- L. Eder, MD, PhD, Women's College Research Institute, Department of Medicine, University of Toronto, Toronto, Ontario, Canada;
| | - Alaina J James
- A.J. James, MD, PhD, Department of Dermatology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Irene van der Horst-Bruinsma
- I. van der Horst-Bruinsma, MD, Radboud University Medical Centre, Department of Rheumatology, Nijmegen, the Netherlands
| | - Laura C Coates
- L.C. Coates, MD, PhD, Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UK
| | - Niti Goel
- N. Goel, MD, GRAPPA Patient Research Partner, Durham, Division of Rheumatology, Department of Medicine, Duke University School of Medicine, Durham, and DurTrialSpark Inc., Durham, North Carolina, USA
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Queiro R. Commentary: Sex-based medicine in psoriatic arthritis: Lessons learned from machine learning-based prediction models. Front Immunol 2022; 13:1038270. [PMID: 36263046 PMCID: PMC9575989 DOI: 10.3389/fimmu.2022.1038270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Accepted: 09/20/2022] [Indexed: 11/13/2022] Open
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