Frontocingulate-parietal-limbic circuits associated with both ruminative brooding and self-regulatory processes
Introduction Ruminative brooding is a transdiagnostic symptom defined as repetitive dwelling on thoughts and emotions, and is linked to emotion dysregulation, maladaptive metacognitive beliefs, and abnormal interoception. The relative contributions of these factors and their neural mechanisms remain unclear. In this exploratory study, we mapped these processes onto directed cross-frequency coupling (CFC) networks using resting-state electroencephalography. Methods We first identified symptoms of interest for CFC analyses by employing regularized symptom networks, revealing two clusters relevant to brooding: one dominated by interoceptive/mindfulness dimensions and another by metacognitive/emotional dysregulation, with brooding belonging to the latter. We then examined links between representative symptoms from each cluster and resting-state cross-frequency phase–amplitude coupling (PAC) using partial least squares correlation (PLS-C). Results Emotional dysregulation and brooding dimensions co-varied with delta-beta PAC (representing a “brooding/dysregulation” neural signature), whereas mindfulness symptoms co-varied with beta-gamma and theta-gamma PAC (representing a “mindfulness/interoception” neural signature). More specifically, for the brooding/dysregulation signature, prefrontal and cingulate phase activity modulated amplitudes in regions implicated in emotion regulation and interoception. In contrast, the mindfulness/interoception signature reflected coupling within circuits supporting emotion regulation/interoception. Discussion Overall, our results indicated that brooding was more tightly linked to maladaptive metacognitive beliefs and emotional dysregulation than to mindfulness/interoception, consistent with resistance toward one’s thoughts and emotions. Neurally, as reflected through multivariate PLS-C covariance patterns, this may be linked to compensatory top-down control from prefrontal and cingulate areas over interoceptive, affective, and self-referential systems, pointing to the potential value of therapies that cultivate self-acceptance and modify maladaptive metacognitive beliefs for reducing rumination.
Authors
- Saurabh Bhaskar Shaw (ORCID: https://orcid.org/0000-0002-9887-2856)
- Selena Singh (ORCID: https://orcid.org/0000-0003-2633-9240)
- Allison Mizzi
- Isaac Kinley (ORCID: https://orcid.org/0000-0003-2057-9606)
- Yarden Levy
- Vibooshitha Thusyantha
- Suzanna Becker
Institutions
- Western University (CA)
- University of Toronto (CA)
- Nova Scotia Health Authority (CA)
- Baycrest Hospital (CA)
- Association of Child Psychotherapists (GB)
- McMaster University (CA)
Publication Details
- Journal
- Frontiers in Human Neuroscience
- Published
- 2026-03-13
- DOI
- https://doi.org/10.3389/fnhum.2026.1731382
- Primary Topic
- Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Natural Sciences and Engineering Research Council of Canada