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Multicenter Study
. 2021 Feb 10;19(1):53.
doi: 10.1186/s12955-021-01696-x.

Phenotypes of adults with congenital heart disease around the globe: a cluster analysis

Affiliations
Multicenter Study

Phenotypes of adults with congenital heart disease around the globe: a cluster analysis

Edward Callus et al. Health Qual Life Outcomes. .

Abstract

Objective: To derive cluster analysis-based groupings for adults with congenital heart disease (ACHD) when it comes to perceived health, psychological functioning, health behaviours and quality of life (QoL).

Methods: This study was part of a larger worldwide multicentre study called APPROACH-IS; a cross sectional study which recruited 4028 patients (2013-2015) from 15 participating countries. A hierarchical cluster analysis was performed using Ward's method in order to group patients with similar psychological characteristics, which were defined by taking into consideration the scores of the following tests: Sense Of Coherence, Health Behavior Scale (physical exercise score), Hospital Anxiety Depression Scale, Illness Perception Questionnaire, Satisfaction with Life Scale and the Visual Analogue Scale scores of the EQ-5D perceived health scale and a linear analogue scale (0-100) measuring QoL.

Results: 3768 patients with complete data were divided into 3 clusters. The first and second clusters represented 89.6% of patients in the analysis who reported a good health perception, QoL, psychological functioning and the greatest amount of exercise. Patients in the third cluster reported substantially lower scores in all PROs. This cluster was characterised by a significantly higher proportion of females, a higher average age the lowest education level, more complex forms of congenital heart disease and more medical comorbidities.

Conclusions: This study suggests that certain demographic and clinical characteristics may be linked to less favourable health perception, quality of life, psychological functioning, and health behaviours in ACHD. This information may be used to improve psychosocial screening and the timely provision of psychosocial care.

Keywords: Adults with congenital heart disease; Cluster analysis; Health behaviours; Perceived health; Psychological functioning; Quality of life.

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Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

Fig. 1
Fig. 1
Visual representation of cluster scores
Fig. 2
Fig. 2
Biplot of the tests of the 3 patient clusters
Fig. 3
Fig. 3
Single linkage clustering

References

    1. Moons P, Bovijn L, Budts W, Belmans A, Gewillig M. Temporal trends in survival to adulthood among patients born with congenital heart disease from 1970 to 1992 in Belgium. Circulation. 2010;122:2264–2272. doi: 10.1161/CIRCULATIONAHA.110.946343. - DOI - PubMed
    1. Mandalenakis Z, Rosengren A, Skoglund K, Lappas G, Eriksson P, Dellborg M. Survivorship in children and young adults with congenital heart disease in Sweden. JAMA Intern Med. 2017;177:224–230. doi: 10.1001/jamainternmed.2016.7765. - DOI - PubMed
    1. Mulder BJ. Epidemiology of adult congenital heart disease: demographic variations worldwide. Neth Heart J. 2012;20:505–508. doi: 10.1007/s12471-012-0335-1. - DOI - PMC - PubMed
    1. Marelli AJ, Ionescu-Ittu R, Mackie AS, Guo L, Dendukuri N, Kaouache M. Lifetime prevalence of congenital heart disease in the general population from 2000 to 2010. Circulation. 2014;130:749–756. doi: 10.1161/CIRCULATIONAHA.113.008396. - DOI - PubMed
    1. Webb G, Mulder BJ, Aboulhosn J, Daniels CJ, Elizari MA, Hong G, Horlick E, Landzberg MJ, Marelli AJ, O'Donnell CP, et al. The care of adults with congenital heart disease across the globe: current assessment and future perspective: a position statement from the International Society for Adult Congenital Heart Disease (ISACHD) Int J Cardiol. 2015;195:326–333. doi: 10.1016/j.ijcard.2015.04.230. - DOI - PubMed

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