Related Experiment Video
Updated: Jun 13, 2026

Association Between Sleep Quality and Cognitive Symptoms in Patients with Major Depressive Disorder
Published on: April 26, 2024
The Latent Structure of Depression and Anxiety Symptoms: A Bifactor Exploratory Structural Equation Model of the
Gabriel Esteller-Collado1, Maider Prieto-Vila1, Celia Antuña-Camblor2
1Department of Personality, Assessment and Psychological Treatments, Faculty of Psychology, University of Valencia, Valencia, Spain.
Introduction:
The high comorbidity between depression and anxiety challenges traditional nosological models. In order to better reflect this overlap, dimensional approaches seek to clarify whether these symptoms reflect a single underlying construct of general distress or a more complex multidimensionality. The aim was to examine the underlying structure of depression and anxiety symptoms, measured by the PHQ-9 and GAD-7, by estimating and comparing three factor models: one-factor, two-factor correlated, and bifactor.
Methods:
Data from 1704 primary care (PC) patients from the PsicAP clinical trial were analysed. Dimensionality was assessed using hierarchical Exploratory Graph Analysis (EGA), and models were estimated using Exploratory Structural Equation Modelling (ESEM). Model fit was compared using the χ2, CFI, TLI, RMSEA, and SRMR indices.
Results:
The bifactor model offered the most acceptable comparative fit to the data (CFI = 0.956; TLI = 0.928; RMSEA = 0.076; SRMR = 0.028). Bifactor indices revealed a relevant but not dominant general factor (ECV = 0.40), indicating it does not account for sufficient variance to justify an essentially unidimensional interpretation. Furthermore, the specific factors of depression and anxiety emerged as well-defined constructs (H > 0.75) with modest reliable specific variance (ωHS: 0.22 and 0.27, respectively).
Discussion:
The findings suggest a hierarchical structure where a general factor of distress coexists with specific factors. This suggests the potential utility of considering a multi-level perspective in clinical assessment, accounting for both shared distress and specific symptom profiles.
Related Concept Videos
Generalized Anxiety Disorder
Depressive Disorders: Etiology
Biological Factors in Depression
Biological predispositions significantly influence the risk of developing depressive disorders. Genetic studies highlight the role of variations in the serotonin transporter...
Panic Disorder
Depressive Disorders: MDD and Dysthymia
Social Anxiety Disorder
Anxiety: Overview
Individuals with anxiety often experience a range of physical and emotional symptoms, including sweating, trembling, tachycardia, and disturbances in sleep patterns. These symptoms vary in intensity and frequency but are generally disruptive and distressing.