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Webster DE, Haberman RH, Perez-Chada LM, Tummalacherla M, Tediarjo A, Yadav V, Neto EC, MacDuffie W, DePhillips M, Sieg E, Catron S, Grant C, Francis W, Nguyen M, Yussuff M, Castillo RL, Yan D, Neimann AL, Reddy SM, Ogdie A, Kolivras A, Kellen MR, Mangravite LM, Sieberts SK, Omberg L, Merola JF, Scher JU. Clinical Validation of Digitally Acquired Clinical Data and Machine Learning Models for Remote Measurement of Psoriasis and Psoriatic Arthritis: A Proof-of-Concept Study. J Rheumatol 2024; 51:781-789. [PMID: 38879192 DOI: 10.3899/jrheum.2024-0074] [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: 05/30/2024] [Indexed: 07/03/2024]
Abstract
OBJECTIVE Psoriatic disease remains underdiagnosed and undertreated. We developed and validated a suite of novel, sensor-based smartphone assessments (Psorcast app) that can be self-administered to measure cutaneous and musculoskeletal signs and symptoms of psoriatic disease. METHODS Participants with psoriasis (PsO) or psoriatic arthritis (PsA) and healthy controls were recruited between June 5, 2019, and November 10, 2021, at 2 academic medical centers. Concordance and accuracy of digital measures and image-based machine learning models were compared to their analogous clinical measures from trained rheumatologists and dermatologists. RESULTS Of 104 study participants, 51 (49%) were female and 53 (51%) were male, with a mean age of 42.3 years (SD 12.6). Seventy-nine (76%) participants had PsA, 16 (15.4%) had PsO, and 9 (8.7%) were healthy controls. Digital patient assessment of percent body surface area (BSA) affected with PsO demonstrated very strong concordance (Lin concordance correlation coefficient [CCC] 0.94 [95% CI 0.91-0.96]) with physician-assessed BSA. The in-clinic and remote target plaque physician global assessments showed fair-to-moderate concordance (CCCerythema 0.72 [0.59-0.85]; CCCinduration 0.72 [0.62-0.82]; CCCscaling 0.60 [0.48-0.72]). Machine learning models of hand photos taken by patients accurately identified clinically diagnosed nail PsO with an accuracy of 0.76. The Digital Jar Open assessment categorized physician-assessed upper extremity involvement, considering joint tenderness or enthesitis (AUROC 0.68 [0.47-0.85]). CONCLUSION The Psorcast digital assessments achieved significant clinical validity, although they require further validation in larger cohorts before use in evidence-based medicine or clinical trial settings. The smartphone software and analysis pipelines from the Psorcast suite are open source and freely available.
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Affiliation(s)
- Dan E Webster
- D.E. Webster, PhD, M. Tummalacherla, MSE, A. Tediarjo, BS, V. Yadav, MS, E. Chaibub Neto, PhD, W. MacDuffie, MS, M.R. Kellen, PhD, L.M. Mangravite, PhD, S.K. Sieberts, PhD, L. Omberg, PhD, Sage Bionetworks, Seattle, Washington, USA
| | - Rebecca H Haberman
- R.H. Haberman, MD, MSCI, S. Catron, BS, R.L. Castillo, MD, MSCI, S.M. Reddy, MD, J.U. Scher, MD, Department of Medicine, Division of Rheumatology, New York University Grossman School of Medicine and NYU Psoriatic Arthritis Center, NYU Langone Health, New York, New York, USA
| | - Lourdes M Perez-Chada
- L.M. Perez-Chada, MD, MMSc, C. Grant, BS, W. Francis, BS, M. Nguyen, BS, M. Yussuff, BS, Department of Dermatology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Meghasyam Tummalacherla
- D.E. Webster, PhD, M. Tummalacherla, MSE, A. Tediarjo, BS, V. Yadav, MS, E. Chaibub Neto, PhD, W. MacDuffie, MS, M.R. Kellen, PhD, L.M. Mangravite, PhD, S.K. Sieberts, PhD, L. Omberg, PhD, Sage Bionetworks, Seattle, Washington, USA
| | - Aryton Tediarjo
- D.E. Webster, PhD, M. Tummalacherla, MSE, A. Tediarjo, BS, V. Yadav, MS, E. Chaibub Neto, PhD, W. MacDuffie, MS, M.R. Kellen, PhD, L.M. Mangravite, PhD, S.K. Sieberts, PhD, L. Omberg, PhD, Sage Bionetworks, Seattle, Washington, USA
| | - Vijay Yadav
- D.E. Webster, PhD, M. Tummalacherla, MSE, A. Tediarjo, BS, V. Yadav, MS, E. Chaibub Neto, PhD, W. MacDuffie, MS, M.R. Kellen, PhD, L.M. Mangravite, PhD, S.K. Sieberts, PhD, L. Omberg, PhD, Sage Bionetworks, Seattle, Washington, USA
| | - Elias Chaibub Neto
- D.E. Webster, PhD, M. Tummalacherla, MSE, A. Tediarjo, BS, V. Yadav, MS, E. Chaibub Neto, PhD, W. MacDuffie, MS, M.R. Kellen, PhD, L.M. Mangravite, PhD, S.K. Sieberts, PhD, L. Omberg, PhD, Sage Bionetworks, Seattle, Washington, USA
| | - Woody MacDuffie
- D.E. Webster, PhD, M. Tummalacherla, MSE, A. Tediarjo, BS, V. Yadav, MS, E. Chaibub Neto, PhD, W. MacDuffie, MS, M.R. Kellen, PhD, L.M. Mangravite, PhD, S.K. Sieberts, PhD, L. Omberg, PhD, Sage Bionetworks, Seattle, Washington, USA
| | | | - Eric Sieg
- M. DePhillips, BS, E. Sieg, BS, SDP Digital, Seattle, Washington, USA
| | - Sydney Catron
- R.H. Haberman, MD, MSCI, S. Catron, BS, R.L. Castillo, MD, MSCI, S.M. Reddy, MD, J.U. Scher, MD, Department of Medicine, Division of Rheumatology, New York University Grossman School of Medicine and NYU Psoriatic Arthritis Center, NYU Langone Health, New York, New York, USA
| | - Carly Grant
- L.M. Perez-Chada, MD, MMSc, C. Grant, BS, W. Francis, BS, M. Nguyen, BS, M. Yussuff, BS, Department of Dermatology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Wynona Francis
- L.M. Perez-Chada, MD, MMSc, C. Grant, BS, W. Francis, BS, M. Nguyen, BS, M. Yussuff, BS, Department of Dermatology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Marina Nguyen
- L.M. Perez-Chada, MD, MMSc, C. Grant, BS, W. Francis, BS, M. Nguyen, BS, M. Yussuff, BS, Department of Dermatology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Muibat Yussuff
- L.M. Perez-Chada, MD, MMSc, C. Grant, BS, W. Francis, BS, M. Nguyen, BS, M. Yussuff, BS, Department of Dermatology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Rochelle L Castillo
- R.H. Haberman, MD, MSCI, S. Catron, BS, R.L. Castillo, MD, MSCI, S.M. Reddy, MD, J.U. Scher, MD, Department of Medicine, Division of Rheumatology, New York University Grossman School of Medicine and NYU Psoriatic Arthritis Center, NYU Langone Health, New York, New York, USA
| | - Di Yan
- D. Yan, MD, A.L. Neimann, MD, MSCE, Ronald O. Perelman Department of Dermatology, New York University Grossman School of Medicine, New York, New York, USA
| | - Andrea L Neimann
- D. Yan, MD, A.L. Neimann, MD, MSCE, Ronald O. Perelman Department of Dermatology, New York University Grossman School of Medicine, New York, New York, USA
| | - Soumya M Reddy
- R.H. Haberman, MD, MSCI, S. Catron, BS, R.L. Castillo, MD, MSCI, S.M. Reddy, MD, J.U. Scher, MD, Department of Medicine, Division of Rheumatology, New York University Grossman School of Medicine and NYU Psoriatic Arthritis Center, NYU Langone Health, New York, New York, USA
| | - Alexis Ogdie
- A. Ogdie, MD, MSCE, Department of Medicine, Division of Rheumatology, Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Athanassios Kolivras
- A. Kolivras, MD, PhD, Departments of Dermatology and Dermatopathology, Saint-Pierre, Brugmann and Queen Fabiola Children University Hospitals, Université Libre de Bruxelles, Brussels, and UCB Pharma, Brussels, Belgium
| | - Michael R Kellen
- D.E. Webster, PhD, M. Tummalacherla, MSE, A. Tediarjo, BS, V. Yadav, MS, E. Chaibub Neto, PhD, W. MacDuffie, MS, M.R. Kellen, PhD, L.M. Mangravite, PhD, S.K. Sieberts, PhD, L. Omberg, PhD, Sage Bionetworks, Seattle, Washington, USA
| | - Lara M Mangravite
- D.E. Webster, PhD, M. Tummalacherla, MSE, A. Tediarjo, BS, V. Yadav, MS, E. Chaibub Neto, PhD, W. MacDuffie, MS, M.R. Kellen, PhD, L.M. Mangravite, PhD, S.K. Sieberts, PhD, L. Omberg, PhD, Sage Bionetworks, Seattle, Washington, USA
| | - Solveig K Sieberts
- D.E. Webster, PhD, M. Tummalacherla, MSE, A. Tediarjo, BS, V. Yadav, MS, E. Chaibub Neto, PhD, W. MacDuffie, MS, M.R. Kellen, PhD, L.M. Mangravite, PhD, S.K. Sieberts, PhD, L. Omberg, PhD, Sage Bionetworks, Seattle, Washington, USA
| | - Larsson Omberg
- D.E. Webster, PhD, M. Tummalacherla, MSE, A. Tediarjo, BS, V. Yadav, MS, E. Chaibub Neto, PhD, W. MacDuffie, MS, M.R. Kellen, PhD, L.M. Mangravite, PhD, S.K. Sieberts, PhD, L. Omberg, PhD, Sage Bionetworks, Seattle, Washington, USA
| | - Joseph F Merola
- J.F. Merola, MD, MMSc, Department of Dermatology and Department of Medicine, Division of Rheumatology, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Jose U Scher
- R.H. Haberman, MD, MSCI, S. Catron, BS, R.L. Castillo, MD, MSCI, S.M. Reddy, MD, J.U. Scher, MD, Department of Medicine, Division of Rheumatology, New York University Grossman School of Medicine and NYU Psoriatic Arthritis Center, NYU Langone Health, New York, New York, USA;
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Leung YY, Eder L, Orbai AM, Coates LC, de Wit M, Smolen JS, Kiltz U, Palominos P, Canete JD, Scrivo R, Balanescu A, Dernis E, Meisalu S, Soubrier M, Kalyoncu U, Gossec L. Association between obesity and likelihood of remission or low disease activity status in psoriatic arthritis applying index-based and patient-based definitions of remission: a cross-sectional study. RMD Open 2023; 9:e003157. [PMID: 37709527 PMCID: PMC10503343 DOI: 10.1136/rmdopen-2023-003157] [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: 03/14/2023] [Accepted: 05/29/2023] [Indexed: 09/16/2023] Open
Abstract
OBJECTIVES We aimed to evaluate whether obese patients with psoriatic arthritis (PsA) were less likely to be in remission/low disease activity (LDA). METHODS We used data from the ReFlaP, an international multi-centre cohort study (NCT03119805), which recruited consecutive adults with definite PsA (disease duration ≥ 2 years) from 14 countries. Demographics, clinical data, comorbidities, and patient-reported outcomes were collected. Remission/LDA was defined as Very Low Disease Activity (VLDA)/minimal disease activity (MDA), Disease Activity in PSoriatic Arthritis (DAPSA) ≤4/≤14, or by patients' opinion. Obesity was defined as physician-reported and/or body mass index ≥30 kg/m2. We evaluated the association between obesity and the presence of remission/LDA, with adjustment in multivariable regression models. RESULTS Among 431 patients (49.3% women), 136 (31.6%) were obese. Obese versus non-obese patients were older, more frequently women, had higher tender joint and enthesitis counts and worse pain, physical function and health-related quality of life. Obese patients were less likely to be in VLDA; DAPSA remission and MDA, with adjusted ORs of 0.31 (95% CI 0.13 to 0.77); 0.39 (95% CI 0.19 to 0.80) and 0.61 (95% CI 0.38 to 0.99), respectively. Rates of DAPSA-LDA and patient-reported remission/LDA were similar for obese and non-obese patients. CONCLUSION PsA patients with comorbid obesity were 2.5-3 folds less likely to be in remission/LDA by composite scores compared with non-obese patients; however, remission/LDA rates were similar based on the patients' opinion. PsA patients with comorbid obesity may have different disease profiles and require individualised management.
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Affiliation(s)
- Ying Ying Leung
- Department of Rheumatology & Immunology, Singapore General Hospital, Singapore
- ACP Medicine, Duke-NUS Medical School, Singapore
| | - Lihi Eder
- Department of Medicine, Women's College Research Institute, University of Toronto, Toronto, Ontario, Canada
| | - Ana-Maria Orbai
- Medicine Rheumatology, Johns Hopkins University, Baltimore, Maryland, USA
| | - Laura C Coates
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UK
| | - Maarten de Wit
- Patient Research Partner, EULAR, Zaltbommel, The Netherlands
| | - Josef S Smolen
- Rheumatology, Medical University of Vienna, Vienna, Austria
| | - Uta Kiltz
- Rheumazentrum Ruhrgebiet, Herne and Ruhr-Universität Bochum, Bochum, Germany
| | - Penélope Palominos
- Division of Rheumatology, Hospital de Clinicas de Porto Alegre, Porto Alegre, Brazil
| | - Juan D Canete
- Rheumatology Department, Hospital Clinic and Institut D'Investigacions Biomediques August Pi Sunyer, Barcelona, Spain
| | | | - Andra Balanescu
- Department of Internal Medicine and Rheumatology, 'Sf. Maria' Hospital, Carol Davila University of Medicine and Pharmacy, Bucharest, Romania
| | | | - Sandra Meisalu
- Department of Rheumatology, East Tallinn Central Hospital, Tallinn, Estonia
| | - Martin Soubrier
- Rheumatology, University Hospital Centre Gabriel Montpied, Clermont-Ferrand, France
| | - Umut Kalyoncu
- Department of Internal Medicine, Division of Rheumatology, Hacettepe University Faculty of Medicine, Ankara, Turkey
| | - Laure Gossec
- INSERM, Institut Pierre Louis d'Epidémiologie et de Santé Publique, Sorbonne Universite, Paris, France
- APHP, Rheumatology Department, Hopital Universitaire Pitie Salpetriere, Paris, France
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