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Prevalence and clinical characteristics of patients with rheumatoid arthritis with interstitial lung disease using unstructured healthcare data and machine learning

Authors :
Raul Castellanos-Moreira
Diego Benavent
Alejandra López Robles
Ernesto Trallero-Araguás
Lucía Silva-Fernández
Juliana Restrepo
Jose A Román Ivorra
Maria Lopez Lasanta
Laura Cebrián
Leticia Lojo
Belén López-Muñíz
Julia Fernández-Melon
Belén Núñez
Raúl Veiga Cabello
Pilar Ahijado
Isabel De la Morena Barrio
Nerea Costas Torrijo
Belén Safont
Enrique Ornilla
Arantxa Campo
Jose L Andreu
Elvira Díez
Elena Bollo
David Vilanova
Sara Luján Valdés
Source :
RMD Open, Vol 10, Iss 1 (2024)
Publication Year :
2024
Publisher :
BMJ Publishing Group, 2024.

Abstract

Objectives Real-world data regarding rheumatoid arthritis (RA) and its association with interstitial lung disease (ILD) is still scarce. This study aimed to estimate the prevalence of RA and ILD in patients with RA (RAILD) in Spain, and to compare clinical characteristics of patients with RA with and without ILD using natural language processing (NLP) on electronic health records (EHR).Methods Observational case–control, retrospective and multicentre study based on the secondary use of unstructured clinical data from patients with adult RA and RAILD from nine hospitals between 2014 and 2019. NLP was used to extract unstructured clinical information from EHR and standardise it into a SNOMED-CT terminology. Prevalence of RA and RAILD were calculated, and a descriptive analysis was performed. Characteristics between patients with RAILD and RA patients without ILD (RAnonILD) were compared.Results From a source population of 3 176 165 patients and 64 241 683 EHRs, 13 958 patients with RA were identified. Of those, 5.1% patients additionally had ILD (RAILD). The overall age-adjusted prevalence of RA and RAILD were 0.53% and 0.02%, respectively. The most common ILD subtype was usual interstitial pneumonia (29.3%). When comparing RAILD versus RAnonILD patients, RAILD patients were older and had more comorbidities, notably concerning infections (33.6% vs 16.5%, p

Subjects

Subjects :
Medicine

Details

Language :
English
ISSN :
20565933 and 41715004
Volume :
10
Issue :
1
Database :
Directory of Open Access Journals
Journal :
RMD Open
Publication Type :
Academic Journal
Accession number :
edsdoj.b1de417150040c2bc68d8e86fb5d360
Document Type :
article
Full Text :
https://doi.org/10.1136/rmdopen-2023-003353