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

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...

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Main Authors: Edward Callus, Silvana Pagliuca, Sara Boveri, Federico Ambrogi, Koen Luyckx, Adrienne H. Kovacs, Silke Apers, Werner Budts, Junko Enomoto, Maayke A. Sluman, Jou-Kou Wang, Jamie L. Jackson, Paul Khairy, Stephen C. Cook, Shanthi Chidambarathanu, Luis Alday, Katrine Eriksen, Mikael Dellborg, Malin Berghammer, Bengt Johansson, Andrew S. Mackie, Samuel Menahem, Maryanne Caruana, Gruschen Veldtman, Alexandra Soufi, Susan M. Fernandes, Kamila White, Shelby Kutty, Philip Moons, the APPROACH-IS consortium and the International Society for Adult Congenital Heart Disease (ISACHD)
Format: Article
Language:English
Published: BMC 2021-02-01
Series:Health and Quality of Life Outcomes
Subjects:
Online Access:https://doi.org/10.1186/s12955-021-01696-x
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author Edward Callus
Silvana Pagliuca
Sara Boveri
Federico Ambrogi
Koen Luyckx
Adrienne H. Kovacs
Silke Apers
Werner Budts
Junko Enomoto
Maayke A. Sluman
Jou-Kou Wang
Jamie L. Jackson
Paul Khairy
Stephen C. Cook
Shanthi Chidambarathanu
Luis Alday
Katrine Eriksen
Mikael Dellborg
Malin Berghammer
Bengt Johansson
Andrew S. Mackie
Samuel Menahem
Maryanne Caruana
Gruschen Veldtman
Alexandra Soufi
Susan M. Fernandes
Kamila White
Shelby Kutty
Philip Moons
the APPROACH-IS consortium and the International Society for Adult Congenital Heart Disease (ISACHD)
spellingShingle Edward Callus
Silvana Pagliuca
Sara Boveri
Federico Ambrogi
Koen Luyckx
Adrienne H. Kovacs
Silke Apers
Werner Budts
Junko Enomoto
Maayke A. Sluman
Jou-Kou Wang
Jamie L. Jackson
Paul Khairy
Stephen C. Cook
Shanthi Chidambarathanu
Luis Alday
Katrine Eriksen
Mikael Dellborg
Malin Berghammer
Bengt Johansson
Andrew S. Mackie
Samuel Menahem
Maryanne Caruana
Gruschen Veldtman
Alexandra Soufi
Susan M. Fernandes
Kamila White
Shelby Kutty
Philip Moons
the APPROACH-IS consortium and the International Society for Adult Congenital Heart Disease (ISACHD)
Phenotypes of adults with congenital heart disease around the globe: a cluster analysis
Health and Quality of Life Outcomes
Cluster analysis
Adults with congenital heart disease
Perceived health
Psychological functioning
Health behaviours
Quality of life
author_facet Edward Callus
Silvana Pagliuca
Sara Boveri
Federico Ambrogi
Koen Luyckx
Adrienne H. Kovacs
Silke Apers
Werner Budts
Junko Enomoto
Maayke A. Sluman
Jou-Kou Wang
Jamie L. Jackson
Paul Khairy
Stephen C. Cook
Shanthi Chidambarathanu
Luis Alday
Katrine Eriksen
Mikael Dellborg
Malin Berghammer
Bengt Johansson
Andrew S. Mackie
Samuel Menahem
Maryanne Caruana
Gruschen Veldtman
Alexandra Soufi
Susan M. Fernandes
Kamila White
Shelby Kutty
Philip Moons
the APPROACH-IS consortium and the International Society for Adult Congenital Heart Disease (ISACHD)
author_sort Edward Callus
title Phenotypes of adults with congenital heart disease around the globe: a cluster analysis
title_short Phenotypes of adults with congenital heart disease around the globe: a cluster analysis
title_full Phenotypes of adults with congenital heart disease around the globe: a cluster analysis
title_fullStr Phenotypes of adults with congenital heart disease around the globe: a cluster analysis
title_full_unstemmed Phenotypes of adults with congenital heart disease around the globe: a cluster analysis
title_sort phenotypes of adults with congenital heart disease around the globe: a cluster analysis
publisher BMC
series Health and Quality of Life Outcomes
issn 1477-7525
publishDate 2021-02-01
description 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.
topic Cluster analysis
Adults with congenital heart disease
Perceived health
Psychological functioning
Health behaviours
Quality of life
url https://doi.org/10.1186/s12955-021-01696-x
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spelling doaj-4d16d5f145a04b09912d3dc479ed240b2021-02-14T12:18:56ZengBMCHealth and Quality of Life Outcomes1477-75252021-02-0119111010.1186/s12955-021-01696-xPhenotypes of adults with congenital heart disease around the globe: a cluster analysisEdward Callus0Silvana Pagliuca1Sara Boveri2Federico Ambrogi3Koen Luyckx4Adrienne H. Kovacs5Silke Apers6Werner Budts7Junko Enomoto8Maayke A. Sluman9Jou-Kou Wang10Jamie L. Jackson11Paul Khairy12Stephen C. Cook13Shanthi Chidambarathanu14Luis Alday15Katrine Eriksen16Mikael Dellborg17Malin Berghammer18Bengt Johansson19Andrew S. Mackie20Samuel Menahem21Maryanne Caruana22Gruschen Veldtman23Alexandra Soufi24Susan M. Fernandes25Kamila White26Shelby Kutty27Philip Moons28the APPROACH-IS consortium and the International Society for Adult Congenital Heart Disease (ISACHD)Clinical Psychology Service, IRCCS Policlinico San DonatoClinical Psychology Service, IRCCS Policlinico San DonatoScientific Directorate, IRCCS Policlinico San DonatoDepartment of Clinical Sciences and Community Health, University of MilanKU Leuven School Psychology and Development in Context, KU LeuvenPeter Munk Cardiac Centre, University Health Network, University of TorontoKU Leuven Department of Public Health and Primary Care, KU LeuvenDivision of Congenital and Structural Cardiology, University Hospitals LeuvenDepartment of Education, Toyo UniversityCoronel Institute of Occupational Health, Amsterdam UMC, University of AmsterdamDepartment of Pediatrics, National Taiwan University HospitalCenter for Biobehavioral Health, Nationwide Children’s HospitalAdult Congenital Heart Center, Montreal Heart Institute, Université de MontréalAdult Congenital Heart Disease Center, Helen DeVos Children’s HospitalPediatric Cardiology, Frontier Lifeline Hospital (Dr. K. M. Cherian Heart Foundation)Division of Cardiology, Hospital de NiñosAdult Congenital Heart Disease Center, Oslo University Hospital - RikshospitaletAdult Congenital Heart Unit, Sahlgrenska University Hospital/ÖstraCentre for Person-Centred Care (GPCC), University of GothenburgDepartment of Public Health and Clinical Medicine, Umeå UniversityDivision of Cardiology, Stollery Children’s Hospital, University of AlbertaMonash Heart, Monash Medical Centre, Monash UniversityDepartment of Cardiology, Mater Dei HospitalAdult Congenital Heart Disease Center, Cincinnati Children’s Hospital Medical CenterDepartment of Congenital Heart Disease, Louis Pradel Hospital, Hospices civils de LyonAdult Congenital HeartProgram at Stanford, Lucile Packard Children’s Hospital Stanford and Stanford Health CareAdult Congenital Heart Disease Center, Washington University and Barnes Jewish Heart & Vascular Center, University of MissouriAdult Congenital Heart Disease Center University of Nebraska Medical Center/ Children’s Hospital and Medical CenterKU Leuven Department of Public Health and Primary Care, KU LeuvenAbstract 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.https://doi.org/10.1186/s12955-021-01696-xCluster analysisAdults with congenital heart diseasePerceived healthPsychological functioningHealth behavioursQuality of life