Comprehensive disease control in systemic lupus erythematosus.


Journal

Seminars in arthritis and rheumatism
ISSN: 1532-866X
Titre abrégé: Semin Arthritis Rheum
Pays: United States
ID NLM: 1306053

Informations de publication

Date de publication:
04 2021
Historique:
received: 20 12 2020
revised: 31 01 2021
accepted: 15 02 2021
pubmed: 3 3 2021
medline: 23 9 2021
entrez: 2 3 2021
Statut: ppublish

Résumé

We evaluated a monocentric SLE cohort in order to assess the frequency of Lupus comprehensive disease control (LupusCDC), a condition defined by the achievement of remission and the absence of damage progression. Our longitudinal analysis included SLE patients with 5-years follow-up and at least one visit per year. Disease activity was assessed by SLE Disease Activity Index 2000 (SLEDAI-2K) and three different remission levels were evaluated (Complete Remission, CR; Clinical remission off-corticosteroids; clinical remission on-corticosteroids). Chronic damage was assessed according to SLICC Damage Index (SDI). LupusCDC was defined as remission achievement for at least one year plus absence of chronic damage progression in the previous one year. A machine learning based analysis was carried out, applying and comparing Nonlinear Support Vector Machines (SVM) models and Decision Trees (DT), whereas features ranking was performed with the ReliefF algorithm. We evaluated 172 patients [M/F 16/156, median age 49 years (IQR 16.7), median disease duration 180 months (IQR 156)]. SDI values (baseline mean±SD 0.7 ± 1.1) significantly increased during the follow-up period. In all time-points analyzed, LupusCDC including CR was the most frequently detected. The failure to reach this condition was significantly associated with renal involvement and with the intake of immunosuppressant drugs and glucocorticoid (GC). Ten patients (5.8%) have maintained LupusCDC during the whole 5-year follow-up: these patients had never presented renal involvement and showed lower prevalence of anti-phospholipid antibodies (p = 0.0001). Finally, the prevalence of GC intake was significantly lower (p = 0.0001). The application of machine learning models showed that the available features were able to provide significant information to build predictive models with an AUC score of 0.703 ± 0.02 for DT and 0.713 ± 0.02 for SVM. Our data on a monocentric cohort suggest that the LupusCDC can efficaciously merge into one outcome SLE-related disease activity and chronic damage in order to perform an all-around evaluation of SLE patients.

Identifiants

pubmed: 33652293
pii: S0049-0172(21)00026-3
doi: 10.1016/j.semarthrit.2021.02.005
pii:
doi:

Substances chimiques

Antibodies, Antiphospholipid 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

404-408

Informations de copyright

Copyright © 2021 Elsevier Inc. All rights reserved.

Auteurs

Fulvia Ceccarelli (F)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy. Electronic address: fulviaceccarelli@gmail.com.

Giulio Olivieri (G)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Alessio Sortino (A)

Dipartimento di Ingegneria dell'Informazione, Università degli Studi di Firenze, Firenze, Italy.

Lorenzo Dominici (L)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Filmon Arefayne (F)

Dipartimento di Ingegneria dell'Informazione, Università degli Studi di Firenze, Firenze, Italy.

Alessandra Ida Celia (AI)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Enrica Cipriano (E)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Cristina Garufi (C)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Matteo Lapucci (M)

Dipartimento di Ingegneria dell'Informazione, Università degli Studi di Firenze, Firenze, Italy.

Silvia Mancuso (S)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Francesco Natalucci (F)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Valeria Orefice (V)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Carlo Perricone (C)

Reumatologia, Dipartimento di Medicina e Chirurgia, Università di Perugia, Italy.

Carmelo Pirone (C)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Viviana Antonella Pacucci (VA)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Francesca Romana Spinelli (FR)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Simona Truglia (S)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Cristiano Alessandri (C)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

Marco Sciandrone (M)

Dipartimento di Ingegneria dell'Informazione, Università degli Studi di Firenze, Firenze, Italy.

Fabrizio Conti (F)

Lupus Clinic, Reumatologia, Dipartimento di Scienze Cliniche Internistiche, Anestesiologiche e Cardiovascolari, Sapienza Università di Roma, Viale del Policlinico 155, 00161 Rome, Italy.

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