ArticleFrontiers in psychiatry2023
Brooding and neuroticism are strongly interrelated manifestations of the phenome of depression.
Article in Frontiers in psychiatry, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed, 18 citations in OpenAlex.
- Reduced task-switching flexibility in parietal-cingulate and frontal circuits associated with brooding.Cognitive neurodynamics · 2026Article
- Making Sense of Bullying: Brooding and subsequent sleep problems in seemingly safe work environments.BMC psychology · 2026Article
- Genetic Correlates of Treatment-Resistant Depression.JAMA psychiatry · 2025Article
- Depression and Associated Factors Among Patients with Spinocerebellar Ataxia.Medicina (Kaunas, Lithuania) · 2025Article
- Brooding, reflection, and anger rumination in late life suicidal behavior.Journal of affective disorders · 2025Article
- Genetic Correlates of Treatment-Resistant Depression: Insights from Polygenic Scores Across Cognitive, Temperamental, and Sleep Traits in the All of US cohort.medRxiv : the preprint server for health sciences · 2024Article
- Complex Intersections Between Adverse Childhood Experiences and Negative Life Events Impact the Phenome of Major Depression.Psychology research and behavior management · 2024Article
- The chain mediating role of social support and positive coping between neuroticism and depressive symptoms among graduate students.Frontiers in psychiatry · 2024Article
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Authors and funding
4 authors at 2 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: We found that neuroticism may be identified as a subclinical manifestation of the phenome of depression, comprising depressive and anxiety symptoms, and suicidal behaviors. Rumination is positively associated with depression and neuroticism and may mediate the effects of neuroticism on depression. This study aimed to determine whether rumination or its components, including brooding or reflection, mediate the effects of neuroticism on depression or, alternatively, whether both neuroticism and rumination are manifestations of the phenome of depression. Methods: This study recruited 74 depressed subjects and 44 healthy controls. The depression group was split into groups with high versus low brooding scores. We used partial least squares (PLS) to examine mediation effects. Results: We found that brooding and reflection scores are significantly higher in depressed patients than in controls. Patients with higher brooding scores have increased severity of depression, anxiety, insomnia, neuroticism, and current suicidal ideation as compared with patients with lower brooding scores and controls. There is a strong positive association between rumination, and neuroticism, depression, anxiety, and lifetime and current suicidal behaviors. PLS analysis shows that brooding does not mediate the effects of neuroticism on the depression phenome because no discriminant validity could be established between neuroticism and brooding, or between neuroticism and brooding and the depression phenome. We were able to extract one validated latent vector from brooding and neuroticism, insomnia, depression, anxiety, and current suicidal behaviors. Conclusion: Overall, this study supports the theory that rumination and neuroticism are reflective manifestations of the phenome of depression.
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