ReviewSocial psychiatry and psychiatric epidemiology2017
Mental disorders as networks of problems: a review of recent insights.
Review in Social psychiatry and psychiatric epidemiology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 428 papers, 4 of them syntheses that pooled 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.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
428 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Musical rhythm abilities and risk for developmental speech-language problems and disorders: epidemiological and polygenic associations.Nature communications · 2025Pooled it
- Systematic review of symptom-level networks of alcohol use disorder.Addiction (Abingdon, England) · 2025Pooled it
- Exploring the relationship between social media dependence and internet addiction among college students from a bibliometric perspective.Frontiers in psychology · 2025Pooled it
- Prepulse inhibition deficit as a transdiagnostic process in neuropsychiatric disorders: a systematic review.BMC psychology · 2023Pooled it
- Dynamics of depression symptoms in adolescents during three types of psychotherapy and post-treatment follow-up.Journal of child psychology and psychiatry, and allied disciplines · 2025Trial
- Implications of the Network Theory for the Treatment of Mental Disorders: A Secondary Analysis of a Randomized Clinical Trial.JAMA psychiatry · 2023Trial
- Network structure of gambling-related cognitions and risk behaviors among sports bettors in the Democratic Republic of the Congo: a cross-sectional EBICglasso network analysis (Addictive behaviors reports · 2026Article
- Interpretable machine learning for depression symptom classification in NHANES: Performance in a curated high-confidence corpus and the full survey population.IBRO neuroscience reports · 2026Article
- Character strengths, psychological distress, anxiety, and depression in adolescents and young adults with gynecologic cancer: A network analysis.Asia-Pacific journal of oncology nursing · 2026Article
- Changes in postoperative symptom communities and network structure in patients with oral squamous cell carcinoma: A four-time-point study.Asia-Pacific journal of oncology nursing · 2026Article
- A hierarchical multi-scale framework for schizophrenia: integrating symptom networks, functional circuits, and molecular pathways.Molecular psychiatry · 2026Article
- Comparison of psychometric properties of the Patient Health Questionnaire-9 (PHQ-9) and the composite international diagnostic interview short form self-report (CIDI-SF-SR) in young adults.Social psychiatry and psychiatric epidemiology · 2026Article
- Symptom Networks in Postsurgical Cancer Pain Across Recovery Stages.Pain management nursing : official journal of the American Society of Pain Management Nurses · 2026Observational
- Network Structure and Central Symptoms of Depression in Older Korean Adults: A Community-Based Analysis.Psychiatry investigation · 2026Article
- How Is Bullying Victimization Associated with Depressive Symptoms Among Multicultural Adolescents in South Korea? A Serial Mediation and Network Analysis of Acculturative Stress and Ego-Resiliency.Behavioral sciences (Basel, Switzerland) · 2026Article
- Lower Severity, Denser Network: Profile-Specific Symptom Architecture in Adolescent Internalizing and Externalizing Problems.Behavioral sciences (Basel, Switzerland) · 2026Article
- The architecture of depression and comorbid symptoms in chinese vocational college students: a dual-method network analysis.Social psychiatry and psychiatric epidemiology · 2026Article
- Psychometric properties and symptom profiles of the PHQ-9 and DASS-21 among medical and non-medical university students: a cross-sectional study in Pakistan.BMC psychology · 2026Article
- The role of sense of coherence in the relationship between posttraumatic stress, depression and anxiety among nurses in South Africa.Journal of health psychology · 2026Article
- Symptom co-fluctuations with suicidal ideation over time: a dynamic time warp analysis.BMJ mental health · 2026Article
368 more citing papers are in PubMed but not listed here.
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
purposeThe network perspective on psychopathology understands mental disorders as complex networks of interacting symptoms. Despite its recent debut, with conceptual foundations in 2008 and empirical foundations in 2010, the framework has received considerable attention and recognition in the last years.
methodsThis paper provides a review of all empirical network studies published between 2010 and 2016 and discusses them according to three main themes: comorbidity, prediction, and clinical intervention.
resultsPertaining to comorbidity, the network approach provides a powerful new framework to explain why certain disorders may co-occur more often than others. For prediction, studies have consistently found that symptom networks of people with mental disorders show different characteristics than that of healthy individuals, and preliminary evidence suggests that networks of healthy people show early warning signals before shifting into disordered states. For intervention, centrality-a metric that measures how connected and clinically relevant a symptom is in a network-is the most commonly studied topic, and numerous studies have suggested that targeting the most central symptoms may offer novel therapeutic strategies.
conclusionsWe sketch future directions for the network approach pertaining to both clinical and methodological research, and conclude that network analysis has yielded important insights and may provide an important inroad towards personalized medicine by investigating the network structures of individual patients.
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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.