Evidence map›Paper›PMID 41546021›Full record

ArticleBMC psychiatry2026

Disentangling comorbidity: symptom dimensions of internalizing and functional disorders in a large general population sample.

Urvi Saini, Steven H Aggen, Albertine J Oldehinkel, Judith G M Rosmalen, Hanna M van Loo

Abstract read
In one paragraph

Article in BMC psychiatry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Urvi SainiDepartment of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation (ICPE), University of Groningen, University Medical Center Groningen, Hanzeplein 1, PO Box 30001, Groningen, 9700 RB, The Netherlands. u.saini@umcg.nl.
Steven H AggenVirginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA.
Albertine J OldehinkelDepartment of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation (ICPE), University of Groningen, University Medical Center Groningen, Hanzeplein 1, PO Box 30001, Groningen, 9700 RB, The Netherlands.
Judith G M RosmalenDepartment of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation (ICPE), University of Groningen, University Medical Center Groningen, Hanzeplein 1, PO Box 30001, Groningen, 9700 RB, The Netherlands.
Hanna M van LooDepartment of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation (ICPE), University of Groningen, University Medical Center Groningen, Hanzeplein 1, PO Box 30001, Groningen, 9700 RB, The Netherlands.

Funding

An Integrative Approach to the Etiology of Internalizing Disorders in the Lifelines CohortR01MH125902 · NIMH · VIRGINIA COMMONWEALTH UNIVERSITY · PI KENNETH SEEDMAN KENDLER, Hanna van Loo · 2022 to 2026
$2.8M
NIMH NIH HHS R01MH125902
6 · The paper itself

Abstract

backgroundInternalizing disorders (IDs) and functional disorders (FDs) are highly comorbid, however the mechanisms underlying their co-occurrence remain unclear. This study investigated the symptom dimensions of major depressive disorder (MDD), generalized anxiety disorder (GAD), myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS), fibromyalgia (FM), and irritable bowel syndrome (IBS) symptoms in the general population to understand comorbidity at the symptom level.

methodWe analyzed cross-sectional data from 108,418 adult participants in the Dutch Lifelines Cohort Study, including 30 symptoms from ID and FD diagnostic criteria. The sample was randomly split into two subsets (n = 54,209 each), with exploratory factor analysis conducted in the training set and confirmatory factor analysis in the testing set. Associations between the identified symptom dimensions and known risk factors (e.g., demographics, lifestyle, stress) for IDs and FDs, as well as their alignment with ID and FD diagnoses based on diagnostic criteria, were examined.

resultsFive symptom dimensions best captured the structure of ID and FD symptoms: depression, anxiety, IBS, musculoskeletal pain, and general malaise. Symptoms of ME/CFS and FM did not form separate symptom dimensions but loaded on two distinct dimensions: musculoskeletal pain and general malaise. The general malaise dimension mostly captured the transdiagnostic symptoms that were part of almost all ID/FD diagnoses, such as concentration difficulty, fatigue and unrefreshing sleep, plus a few symptoms from the ME/CFS criteria. This general malaise dimension was correlated with every other dimension (excluding the IBS dimension) and associated with all five disorders. Chronic stress was the one risk factor associated with all dimensions.

conclusionsThe diagnostic symptoms of IDs and FDs load on four disorder-specific dimensions and one dimension with transdiagnostic symptoms, general malaise. The general malaise dimension may be central to disorder comorbidity and a key target for further research. CLINICAL TRIAL NUMBER : Not applicable.

Indexed as

Fatigue Syndrome, ChronicFibromyalgiaIrritable Bowel SyndromeMajor Depressive DisorderAdultComorbidityCross-Sectional StudiesFactor Analysis, StatisticalFemaleGeneralized Anxiety DisorderHumansMaleMiddle AgedNetherlandsAnxietyChronic fatigue syndromeComorbidityDepressionFactor analysisFibromyalgiaFunctional somatic disordersIrritable bowel syndromeSymptom dimensions

Identifiers

PMID41546021
PMCPMC12998144

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.