Connectome predictive modeling of trait mindfulness.
Isaac N Treves1,2, Aaron Kucyi3, Madelynn Park1,2
1McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA.
Biorxiv : the Preprint Server for Biology
|July 19, 2024
Summary
This study explored the neural basis of trait mindfulness using resting-state fMRI. While overall trait mindfulness lacked predictive neural models, specific facets like "Acting with Awareness" and "Non-judging" showed distinct brain connectivity patterns.
Area of Science:
- Neuroscience
- Psychology
- Cognitive Science
Background:
- Trait mindfulness, the tendency towards present-moment, non-judgmental awareness, is linked to positive mental health.
- Neural underpinnings of trait mindfulness are not well understood.
- Previous fMRI studies identified associations with default-mode (DMN), fronto-parietal (FPN), and salience networks, but generalizability and specificity are unclear.
Purpose of the Study:
- To investigate the neural correlates of trait mindfulness using the largest resting-state fMRI dataset to date.
- To identify generalizable brain connectivity models for trait mindfulness and its components.
- To explore the relationship between mindfulness neural models and mind-wandering.
Main Methods:
- Utilized resting-state functional magnetic resonance imaging (fMRI) in 367 adults across three independent samples.
- Employed pre-registered connectome predictive modeling (CPM) to identify neural predictors of trait mindfulness and its subscales.
- Tested the generalizability of identified models across different sites and scanners.
Main Results:
- No neural connections predicted overall trait mindfulness.
- Distinct positive network models were identified for "Acting with Awareness" (involving FPN) and "Non-judging" (involving DMN).
- Negative network models, overlapping across subscales, involved widespread connections (somatomotor, visual, DMN) and generalized better out-of-sample than positive models. Predictions were inversely correlated with mind-wandering models.
Conclusions:
- Preliminary evidence suggests distinct neural connectivity models for specific facets of trait mindfulness.
- Incomplete generalization across sites and limited model stability highlight challenges in identifying robust brain markers for mindfulness.
- Future research should focus on refining models for specific affective and cognitive components of mindfulness.
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