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Using natural language processing to explore characteristics and management of patients with axial spondyloarthritis and psoriatic arthritis treated under real-world conditions in Spain: SpAINET study.

Authors :
Benavent D
Muñoz-Fernández S
De la Morena I
Fernández-Nebro A
Marín-Corral J
Castillo Rosa E
Taberna M
Sanabra C
Sastre C
Source :
Therapeutic advances in musculoskeletal disease [Ther Adv Musculoskelet Dis] 2023 Dec 24; Vol. 15, pp. 1759720X231220818. Date of Electronic Publication: 2023 Dec 24 (Print Publication: 2023).
Publication Year :
2023

Abstract

Background: Spondyloarthritis (SpA) is a group of related but phenotypically distinct inflammatory disorders that include axial SpA (axSpA) and psoriatic arthritis (PsA). Information on the characteristics and management of these patients in the real world remains scarce.<br />Objectives: To explore the characteristics and management [disease activity assessment and treatment with secukinumab (SEC) or other biologic disease-modifying antirheumatic drugs (bDMARDs)] of axSpA and PsA patients using natural language processing (NLP) in Electronic Health Records (EHRs).<br />Design: National, multicenter, observational, and retrospective study.<br />Methods: We analyzed free-text and structured clinical information from EHR at three hospitals. All adult patients with axSpA, PsA or non-classified SpA from 2018 to 2021 with minimum follow-up of three months were included when starting SEC or other bDMARDs. Clinical variables were extracted using EHRead <superscript>®</superscript> technology based on Systemized Nomenclature of Medicine-Clinical Terms (SNOMED CT) terminology.<br />Results: Out of 887,735 patients, 758 were included, of which 328 had axSpA [58.5% male; mean (SD) age of 50.7 (12.7) years], 365 PsA [54.8% female, 53.9 (12.4) years], and 65 non-classified SpA. Mean (SD) time since diagnosis was 36.8 (61.0) and 24.1 (35.2) months for axSpA and PsA, respectively. Only 116 axSpA patients (35.3%) had available Ankylosing Spondylitis Disease Activity Score (ASDAS) or Bath Ankylosing Spondylitis Disease Activity Index (BASDAI) at bDMARD onset, of which 61 presented active disease. Disease Activity in PSoriatic Arthritis (DAPSA) or Disease Assessment Score - 28 joints (DAS-28) values at bDMARD onset were available for only 61 PsA (16.7%) patients, with 23 of them having active disease. The number of patients with available tender joint count or swollen joint count assessment was 68 (20.7%) and 59 (18%) for axSpA, and 115 (31.5%) and 119 (32.6%) for PsA, respectively. SEC was used in 63 (19.2%) axSpA patients and in 63 (17.3%) PsA patients.<br />Conclusion: Using NLP, the study showed that around one-third of axSpA and one-sixth of PsA patients have disease activity assessments with ASDAS/BASDAI or DAPSA/DAS-28, respectively, highlighting an area of improvement in these patients' management.<br />Competing Interests: DB participated as speaker’s bureau for Janssen, UCB, Abbvie, Galapagos, Lilly, BMS, and MSD, and received grant/research support from Novartis. DB, JM-C, ECR, and MT are employees at SAVANA Research. SM-F has received honoraria from Novartis for participating in the present study. IDlM declares no conflict of interest. AF participated as speaker’s bureau for Novartis and is local principal investigator in clinical trials promoted by Novartis. CrS and CaS were employees at Novartis Farmacéutica SA at the time of the study.<br /> (© The Author(s), 2023.)

Details

Language :
English
ISSN :
1759-720X
Volume :
15
Database :
MEDLINE
Journal :
Therapeutic advances in musculoskeletal disease
Publication Type :
Academic Journal
Accession number :
38146537
Full Text :
https://doi.org/10.1177/1759720X231220818