Disease burden in inflammatory arthritis: an unsupervised machine learning approach of the COVAD-2 e-survey dataset

Disease burden in inflammatory arthritis is determined by a complex interplay of factors, with physical health status and depression playing crucial roles. The identification of distinct patient clusters suggests the need for a paradigm shift towards more integrated care approaches that equally emphasize physical and mental health, regardless of the underlying diagnosis.

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Publication Details

Journal
Rheumatology Advances in Practice
Published
2025-01-01
DOI
https://doi.org/10.1093/rap/rkaf031
Citations
1
Primary Topic
Rheumatoid Arthritis Research and Therapies
Type
article
Field-Weighted Citation Impact
1.67
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Disease burden in inflammatory arthritis: an unsupervised machine learning approach of the COVAD-2 e-survey dataset

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Disease burden in inflammatory arthritis: an unsupervised machine learning approach of the COVAD-2 e-survey dataset

Syahrul Sazliyana Shaharir, Lilith Stange Nunez, Akira Yoshida, Latika Gupta, Elena Bartoloni, Erick Adrian Zamora Tehozol, Sinan Kardeş, Shinji Sato, Pradeepta Sekhar Patro, Armen Yuri Gasparyan, Arun K. Pande, Döndü Üsküdar Cansu, Imane El bouchti, Gabriela Arredondo, José Proaño Bernaola, Fabiola Atzeni, Sapan C Pandya, Reem Hamdy A Mohammed, Wendy Calapaqui, Aarat Patel, Lorenzo Cavagna, Vikas Agarwal, Florenzo Iannone, R Naveen, Abubakar Yerima, Dzifa Dey, Leonardo Santos Hoff, Marie‐Therese Holzer, Suryo Anggoro Kusumo Wibowo, Lisa S Traboco, Gian Domenico Sebastiani, Generoso Guerra Bautista, Julien Campagne, Keerthi Talari Bommakanti, Prithvi Sanjeevkumar Gaur, Gil Alberto Reyes Llerena, Arnaud François, Franco Franceschini, James B Lilleker, Hugo Alonzo, Carlos Benito Santiago Pastelin, Mrudula Joshi, Yurilís Fuentes-Silva, Rajiv Ranjan, N. Kimura, Giovanni Orsolini, Stylianos Tomaras, José António Pereira Silva, Simone Parisi, Victorio Pimentel, Tsvetelina Velikova, Alejandro Quiñónez Obiols, Arvind Nune, Javier Merayo‐Chalico, Ajay Asranna, Okwara Celestine Chibuzo, I. J. Colunga-Pedraza, Dina Arrieta, Wilmer Gerardo Rojas Zuleta, Manuel F. Ugarte‐Gil, Gianluca Sambataro, Pier Paolo Sainaghi, Sanat Phatak, Carlo V. Caballero‐Uribe, Takahisa Gono, Samuel Katsuyuki Shinjo, Lina El Kibbi, Carlos Enrique Toro Gutiérrez, Daniele Lini, Melinda Nagy‐Vincze, Vidya Limaye, Hussein Mohammed Halabi, Rodrigo Nicolás Garcia Salinas, Rakesh Kumar Pilania, Abhra Chandra Chowdhury, Ibukunoluwa Dedeke, Sreoshy Saha, Raquel Aránega, Sergio Del Vescovo, Marcello Govoni, Jesus Loarce‐Martos, Marcin Milchert, Marco Fornaro, Alain Meyer, Yuko Kaneko, Akanksha Ghodke, Jonathan Losanto, Wanruchada Katchamart, Alessandro Giollo, Elisa Palalane, Jossiell Then Báez, A Becky, João Eurico Fonseca, Kunal Chandwar, Miguel Ángel Saavedra, Ai Lyn Tan, Fabian Proft, Zoha Zahid Fazal, Luca Quartuccio, Mahabaleshwar Mamadapur, Nelly Ziadé, Marco Sebastiani, Tamer Atef Gheita, Hanan M. Fathi, Karoll Cabriza, Parikshit Sen, Abraham Edgar Gracia‐Ramos, Merrilee Needham, Binit Vaidya, Antonio Cachafeiro-Vilar, Chengappa Kavadichanda, Álvaro Arbeláez-Cortés, Russka Shumnalieva, Zoltán Griger, Daman Langguth, Yogesh Preet Singh, Sergio Prieto‐González, Oliver Distler, Vishwesh Agarwal, Luis Javier Cajas Santana, Laura Andréoli, Rudra Prosad Goswami, Lyn Chinchay, Ashish Jacob Mathew, Ignacio de la Torre, Rossella De Angelis, Hector Chinoy, Ran Nakashima, Airenakho Emorinken, Ghita Harifi, Jessica Day, Nilmo Chávez, Phonpen Akarawatcharangura Goo, Olena Zimba, Alessia Alunno, Nicoletta Del Papa, Nelly Colaman, Enrico Fusaro, Masataka Kuwana, Padnamabha Shenoy, Bhupen Barman, Margherita Giannini, Mahnoor Javaid, Or Aharonov, Hakeem Olaosebikan, Ouma Devi Koussougbo, Ho So, Andrea Bran Ordóñez, Nilesh Srivastav, Tulika Chatterjee, A T M Tanveer Hasan, Johannes Knitza, Reşit Yıldırım, Jorge Rojas‐Serrano, Zineb Baba, Ivonne Quezada, Ihsane Hmamouchi, Océane Landon‐Cardinal, Silvia Grignaschi, Chris Wincup, Radames Sierra-Zorita, Margarita Aleksandrovna Gromova, Ioannis Parodis, Vincenzo Venerito, Enrique Julio Giraldo Ho, Karen Ingrid Schreiber, Ashima Makol, Eduardo Romero Hidalgo, John D Pauling, Kshitij Jagtap, Bohdana Doskaliuk, Babur Salim, Naitica Darooka, Praggya Yaadav, Manoj M Manesh, Yi‐Ming Chen, Aman Sharma, Vikas Gupta, Avinash Jain, Chou Luan Tan, Anuj Shukla, Vergara M Cristian, Escalante M Idania, Sajal Ajmani, Ricardo Saénz, Marie Hudson, Maria Giovanna Danielli, Uyi Ima-Edomwonyi, Nwankwo Henry Madu
article en
1 citations

Abstract

Disease burden in inflammatory arthritis is determined by a complex interplay of factors, with physical health status and depression playing crucial roles. The identification of distinct patient clusters suggests the need for a paradigm shift towards more integrated care approaches that equally emphasize physical and mental health, regardless of the underlying diagnosis.

Rheumatology Advances in PracticeVol. 9(2)
University of Leeds (GB), Siriraj Hospital (TH), Sanjay Gandhi Post Graduate Institute of Medical Sciences (IN), Mexican Social Security Institute (MX), Universidade de São Paulo (BR), Saint Joseph University (LB), King Edward Memorial Hospital and Seth G.S. Medical College (IN), Walter and Eliza Hall Institute of Medical Research (AU), B. J. Medical College & Sassoon Hospital (IN), University of Pavia (IT), Mahidol University (TH), University of Manchester (GB), Maulana Azad Medical College (IN), Mahatma Gandhi Mission Medical College and Hospital (IN), NIHR Leeds Musculoskeletal Biomedical Research Unit (GB), Hospital Clínic de Barcelona (ES), Hôtel-Dieu de Paris (FR), Policlinico San Matteo Fondazione (IT), Istituti di Ricovero e Cura a Carattere Scientifico (IT), The Royal Wolverhampton NHS Trust (GB), Wolverhampton Hospital (GB), Memorial Hospital (US), University of Bari Aldo Moro (IT), Sofia University "St. Kliment Ohridski" (BG), Mymensingh Medical College Hospital (BD), University of Birmingham (GB), Pomeranian Medical University (PL), Nippon Medical School (JP)
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Rheumatoid Arthritis Research and Therapies
1.67
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