Evidence map›Paper›PMID 40592715›Full record

ArticleLupus science & medicine2025

Comorbidity clusters and their relationship with severity and outcomes of index diseases, in a large multicentre systemic lupus erythematosus cohort.

Iñigo Rua-Figueroa, Natalia Pérez-Veiga, Esther Rodríguez-Almaraz, María Galindo-Izquierdo, Celia Erausquin, Antonio Fernandez-Nebro, Esther Uriarte Itzazelaia, Belén Serrano-Benavente, Jaime Calvo Alén, Sara Manrique-Arija and 33 more

Abstract readMulticenter Study
In one paragraph

Article in Lupus science & medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

43 authors.

Iñigo Rua-FigueroaRheumatology, Hospital Universitario de Gran Canaria Dr Negrin, Las Palmas GC, Spain iruafer@gobiernodecanarias.org.ORCID 0000-0002-7894-1690
Natalia Pérez-VeigaRheumatology and Immuno-Mediated Diseases Research Group (IRIDIS), Galicia Sur Health Research Institute (IIS Galicia Sur), Vigo, Spain.
Esther Rodríguez-AlmarazHospital Universitario 12 de Octubre, Madrid, Spain.
María Galindo-IzquierdoServicio de Reumatología, Instituto de Investigación Hospital 12 de Octubre, Madrid, Spain.ORCID 0000-0002-7264-2577
Celia ErausquinRheumatology, Hospital Doctor Negrin, Las Palmas GC, Spain.
Antonio Fernandez-NebroUGC de Reumatología, Hospital Regional Universitario de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Malaga, Spain.ORCID 0000-0002-2962-9844
Esther Uriarte ItzazelaiaHospital Universitario de Donostia, San Sebastián, Spain.
Belén Serrano-BenaventeRheumatology, Hospital GU Gregorio Marañón, Madrid, Spain.
Jaime Calvo AlénRheumatology, Hospital Universitario Araba, Vitoria-Gasteiz, Spain.ORCID 0000-0001-9378-8412
Sara Manrique-ArijaHospital Regional Universitario Carlos Haya, Malaga, Spain.
Jose M SenabreHospital Marina Baixa, Torrevieja, Spain.
Jose A BernalGeneral University Hospital of Alicante, Alicante, Spain.
Javier NarvaezRheumatology Department, Bellvitge University Hospital, L'Hospitalet de Llobregat, Spain.ORCID 0000-0002-1614-8064
Eva TomeroRheumatology Department, Hospital Universitario de la Princesa, Instituto de Investigación La Princesa, Madrid, Spain.
Elena AurrecoecheaRheumatology, Hospital Universitario Sierrallana, Torrelavega, Spain.
Mónica Ibáñez-BarcelóRheumatology, Son Llatzer Hospital, Mallorca, Spain.
Vicente Torrente SegarraDepartment of Rheumatology, Hospital de Sant Joan Despí Moises Broggi, Sant Joan Despí, Spain.
Clara SangüesaRheumatology, Severo Ochoa University Hospital, Leganes, Spain.
Mercedes Freire-GonzálezRheumatology, University Hospital Complex of A Coruña, A Coruña, Spain.
María Jesús García-VillanuevaHospital Universitario Ramon y Cajal, Madrid, Spain.
Víctor Martínez TaboadaRheumatology, Hospital Universitario Marques de Valdecilla, Santander, Spain.
Marta ArevaloConsorci Corporació Sanitària Parc Taulí, Sabadell, Spain.
Claudia Moriano MoralesDepartment of Rheumatology, Hospital de León, León, Spain.
Carlota IñiguezUniversity Hospital Lucus Augusti, Lugo, Spain.
Ana PerezImmune System Diseases and Oncology Service, University Hospital 'Príncipe de Asturias', Alcala de Henares, Spain.
Eva SalgadoComplejo Hospitalario de Ourense, Ourense, Spain.
Irene Carrión-BarberàRheumatology, Hospital del Mar, Barcelona, Spain.ORCID 0000-0002-7118-3954
Jose L AndreuRheumatology, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, Spain.
Tatiana CoboHospital Infanta Sofía, Madrid, Spain.
Loreto HorcadaRheumatology, Hospital de Navarra, Pamplona, Spain.
Gema BonillaRheumatology, La Paz University Hospital, Madrid, Spain.
Nuria Lozano-RivasRheumatology, Hospital Virgen de la Arrixaca, Murcia, Spain.
Lorena ExpositoHospital Universitario de Canarias, San Cristóbal de La Laguna, Spain.
Carlos MontillaHospital Universitario de Salamanca, Salamanca, Spain.
Francisco J ToyosRheumatology, Hospital Virgen Macarena, Sevilla, Spain.
Oihane Ibarguengoitia-BarrenaRheumatology Department, Hospital Universitario de Basurto, Bilbao, Spain.
Elia Valls PascualRadboud University Medical Center, Nijmegen, The Netherlands.
Javier Nóvoa MedinaRheumatology, Complejo Hospitalario Universitario Insular Materno Infantil, Las Palmas GC, Spain.
Raúl Menor-AlmagroRheumatology Service, Jerez Hospital, Jerez, Spain.
Jose Andrés Roman IvorraRheumatology Department, Hospital Politécnico y Universitario La Fe, Valencia, Spain.
Alejandro Muñoz JiménezRheumatology, Hospital Universitario Virgen del Rocío, Sevilla, Spain.ORCID 0000-0001-8884-9225
Joan M NollaBellvitge University Hospital, L'Hospitalet de Llobregat, Catalunya, Spain.
Jose Maria Pego-ReigosaRheumatology, Inst Invest Biomed Vigo Spain, Vigo, Spain.ORCID 0000-0003-3461-3537

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivePatients with SLE have a well-known increased risk of major comorbidities, although they are also very heterogeneous in terms of the prevalence of comorbid conditions. The relationships of such comorbidities with the outcomes and the severity of index diseases are less known. We aimed to evaluate the interactions between comorbid conditions, in a large multicentre SLE cohort, and their impact on severity and outcomes, using a cluster analysis.

methodsData on 14 cumulative comorbidities were derived from patients with SLE (American College of Rheumatology (ACR)-97 criteria) who had been included in the retrospective phase of the RELESSER (Spanish Society of Rheumatology National Register of SLE). The Severity Katz Index and the SLICC/ACR Damage Index were calculated. Unsupervised cluster analysis was performed to better characterise the relationships between comorbidities in a large multicentre cohort of patients with SLE. For intercluster differences testing, analysis of variance and Tukey tests were used to compare continuous numerical variables; a Kruskal-Wallis test to discrete variables and the χ² (or Fisher's exact test) were used for categorical ones.

resultsA total of 3658 patients with SLE were included. Men accounted for 9.6% of patients. The mean (SD) age was 45.9 years, and 93% were Caucasian. Four clusters, with markedly different comorbidity profiles and outcomes, were identified: in cluster 2 (n=516), patients were grouped around depression (100% of the cases); in cluster 3 (n=418) around serious infections (100%); and in cluster 4 (n=388) around cardiovascular events (also 100%). However, in cluster 1, the largest one (n=2336), no patient had any of the three defining comorbidities of the other clusters, and this cluster was associated with the best outcomes.

conclusionsCluster analysis identifies well-differentiated subsets of patients with SLE in terms of their comorbidities. The most relevant comorbidities in SLE tend to aggregate in the most severe patient subsets.

Indexed as

Lupus Erythematosus, SystemicAdultCluster AnalysisComorbidityFemaleHumansMaleMiddle AgedPrevalenceRegistriesRetrospective StudiesSeverity of Illness IndexSpainCardiovascular DiseasesEpidemiologyLupus Erythematosus, Systemic

Identifiers

PMID40592715
PMCPMC12215122

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