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A general disease factor: evidence of a unifying dimension across mental and physical illness in children and adolescents

A general disease factor: evidence of a unifying dimension across mental and physical illness in children and adolescents
A general disease factor: evidence of a unifying dimension across mental and physical illness in children and adolescents
Background: understanding the relationship between mental and physical health conditions is crucial for developing comprehensive healthcare strategies. The putative existence of a general disease factor (d-factor) that underlies the vulnerability to both physical and mental conditions could have important implications to our approach to health assessment and treatment.

Objective: to investigate the presence and characteristics of a general d-factor in children and adolescents.

Methods: this Swedish registry-based cross-sectional study included children and adolescents born between 1996 and 2003 with follow up until 2013. We extracted data on 25 mental and physical health conditions according to the ICD-10 system. To determine the optimal dimensional structure of these conditions, several competing measurement models were tested, including correlated factors, one-factor, various bifactor specifications, and bifactor exploratory structural equation modelling (ESEM).

Findings: the study cohort included 776,667 individuals (mean age 13.96 years, IQR=11.96-16.04; 51% male). The bifactor ESEM model, including a general d-factor and specific mental and physical health factors, provided the best fit to the data compared to alternative models (CFI=0.971, TLI=0.962, RMSEA=0.007 [0.007-0.007]). The d-factor accounted for substantial variance (ωh=0.582, ECV=0.498), while specific mental (ωhs=0.377, ECV=0.373) and physical (ωhs=0.423; ECV=0.130) factors also indicated additional significant unique contributions.

Conclusions: this study provided evidence for a multidimensional structure of health in children and adolescents, characterised by a general d-factor underlying both mental and physical conditions, alongside distinct domain-specific factors. These findings have important implications for clinical practice, providing evidence that suggests the need for more integrated approaches to health assessment and treatment that consider the interconnectedness of mental and physical health.


2755-9734
Garcia-Argibay, Miguel
e5a6941e-4dcc-401a-9de4-09557c8856ef
Brandt, Valerie
e41f5832-70e4-407d-8a15-85b861761656
Sun, Hongyi
f8ca1e0e-b073-49c2-a489-4d0cbc27b4f1
Solmi, Marco
2022a2e4-774d-4811-b1db-b6dbfedbd10d
Lichtenstein, Paul
1e1573e3-7442-4d1f-969f-17dc9b7edaa4
Larsson, Henrik
4132f7c6-5d52-43a1-be38-d343e67107cf
Cortese, Samuele
53d4bf2c-4e0e-4c77-9385-218350560fdb
Garcia-Argibay, Miguel
e5a6941e-4dcc-401a-9de4-09557c8856ef
Brandt, Valerie
e41f5832-70e4-407d-8a15-85b861761656
Sun, Hongyi
f8ca1e0e-b073-49c2-a489-4d0cbc27b4f1
Solmi, Marco
2022a2e4-774d-4811-b1db-b6dbfedbd10d
Lichtenstein, Paul
1e1573e3-7442-4d1f-969f-17dc9b7edaa4
Larsson, Henrik
4132f7c6-5d52-43a1-be38-d343e67107cf
Cortese, Samuele
53d4bf2c-4e0e-4c77-9385-218350560fdb

Garcia-Argibay, Miguel, Brandt, Valerie, Sun, Hongyi, Solmi, Marco, Lichtenstein, Paul, Larsson, Henrik and Cortese, Samuele (2025) A general disease factor: evidence of a unifying dimension across mental and physical illness in children and adolescents. BMJ Mental Health, 28 (1). (doi:10.1136/bmjment-2025- 301592).

Record type: Article

Abstract

Background: understanding the relationship between mental and physical health conditions is crucial for developing comprehensive healthcare strategies. The putative existence of a general disease factor (d-factor) that underlies the vulnerability to both physical and mental conditions could have important implications to our approach to health assessment and treatment.

Objective: to investigate the presence and characteristics of a general d-factor in children and adolescents.

Methods: this Swedish registry-based cross-sectional study included children and adolescents born between 1996 and 2003 with follow up until 2013. We extracted data on 25 mental and physical health conditions according to the ICD-10 system. To determine the optimal dimensional structure of these conditions, several competing measurement models were tested, including correlated factors, one-factor, various bifactor specifications, and bifactor exploratory structural equation modelling (ESEM).

Findings: the study cohort included 776,667 individuals (mean age 13.96 years, IQR=11.96-16.04; 51% male). The bifactor ESEM model, including a general d-factor and specific mental and physical health factors, provided the best fit to the data compared to alternative models (CFI=0.971, TLI=0.962, RMSEA=0.007 [0.007-0.007]). The d-factor accounted for substantial variance (ωh=0.582, ECV=0.498), while specific mental (ωhs=0.377, ECV=0.373) and physical (ωhs=0.423; ECV=0.130) factors also indicated additional significant unique contributions.

Conclusions: this study provided evidence for a multidimensional structure of health in children and adolescents, characterised by a general d-factor underlying both mental and physical conditions, alongside distinct domain-specific factors. These findings have important implications for clinical practice, providing evidence that suggests the need for more integrated approaches to health assessment and treatment that consider the interconnectedness of mental and physical health.


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Accepted/In Press date: 16 May 2025
e-pub ahead of print date: 3 June 2025

Identifiers

Local EPrints ID: 502781
URI: http://eprints.soton.ac.uk/id/eprint/502781
ISSN: 2755-9734
PURE UUID: 5e09aa4c-715c-48a9-82d9-6bb0aef5f570
ORCID for Miguel Garcia-Argibay: ORCID iD orcid.org/0000-0002-4811-2330
ORCID for Valerie Brandt: ORCID iD orcid.org/0000-0002-3208-2659
ORCID for Hongyi Sun: ORCID iD orcid.org/0000-0002-7229-9019
ORCID for Samuele Cortese: ORCID iD orcid.org/0000-0001-5877-8075

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Date deposited: 08 Jul 2025 16:37
Last modified: 29 Aug 2025 01:55

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Contributors

Author: Miguel Garcia-Argibay ORCID iD
Author: Valerie Brandt ORCID iD
Author: Hongyi Sun ORCID iD
Author: Marco Solmi
Author: Paul Lichtenstein
Author: Henrik Larsson
Author: Samuele Cortese ORCID iD

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