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A dorsomedial prefrontal cortex-based dynamic functional connectivity model of rumination

Psychology

A dorsomedial prefrontal cortex-based dynamic functional connectivity model of rumination

J. Kim, J. R. Andrews-hanna, et al.

Rumination — repetitive negative thinking linked to depression — shows a distinct neural signature in the dorsomedial prefrontal cortex through dynamic resting-state connectivity. Using predictive modeling across five diverse samples (total n = 288), the authors identify a generalizable dmPFC-based marker that, when refined, predicts depression severity in adults with major depressive disorder. Research conducted by Jungwoo Kim, Jessica R. Andrews-Hanna, Hedwig Eisenbarth, Byeol Kim Lux, Hong Ji Kim, Eunjin Lee, Martin A. Lindquist, Elizabeth A. Reynolds Losin, Tor D. Wager, and Choong-Wan Woo.... show more
Abstract
Rumination is a cognitive style characterized by repetitive thoughts about one's negative internal states and is a common symptom of depression. Previous studies have linked trait rumination to alterations in the default mode network, but predictive brain markers of rumination are lacking. Here, we adopt a predictive modeling approach to develop a neuroimaging marker of rumination based on the variance of dynamic resting-state functional connectivity and test it across 5 diverse subclinical and clinical samples (total n = 288). A whole-brain marker based on dynamic connectivity with the dorsomedial prefrontal cortex (dmPFC) emerges as generalizable across the subclinical datasets. A refined marker consisting of the most important features from a virtual lesion analysis further predicts depression scores of adults with major depressive disorder (n = 35). This study highlights the role of the dmPFC in trait rumination and provides a dynamic functional connectivity marker for rumination.
Publisher
Nature Communications
Published On
Jun 15, 2023
Authors
Jungwoo Kim, Jessica R. Andrews-Hanna, Hedwig Eisenbarth, Byeol Kim Lux, Hong Ji Kim, Eunjin Lee, Martin A. Lindquist, Elizabeth A. Reynolds Losin, Tor D. Wager, Choong-Wan Woo
Tags
rumination
dorsomedial prefrontal cortex (dmPFC)
dynamic functional connectivity
resting-state fMRI
predictive modeling
depression biomarker
trait rumination
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