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Updated: Aug 20, 2025

A Method for Investigating Age-related Differences in the Functional Connectivity of Cognitive Control Networks Associated with Dimensional Change Card Sort Performance

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Published on: May 7, 2014

Changes in global functional network properties predict individual differences in habit formation.

Xiaoyu Wang¹, Katharina Zwosta¹, Uta Wolfensteller¹

¹Fakultät Psychologie, Technische Universität Dresden, Dresden, Germany.

Human Brain Mapping

|November 22, 2022

Summary

This summary is machine-generated.

Global brain network properties, particularly in sensorimotor and cingulo-opercular networks, predict individual habit strength. This study reveals how functional connectivity changes underlie observable habit behaviors.

Keywords:

fMRI functional connectivity goal-directed behavior habit multivariate linear regression sensorimotor network

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Area of Science:

Neuroscience
Cognitive Neuroscience
Computational Neuroscience

Background:

Sensorimotor regions are implicated in habit formation.
The role of global functional network properties in habit strength remains unclear.

Purpose of the Study:

To investigate if whole-brain functional connectivity alterations predict individual habit strength.
To identify key brain networks and regions contributing to habit prediction.

Main Methods:

Utilized Elastic Net regression and predictive modeling.
Employed a leave-one-subject-out cross-validation strategy.
Analyzed learning-related functional connectivity changes across the brain.

Main Results:

Successfully predicted individual habit strength in unseen subjects.
Identified sensorimotor and cingulo-opercular networks as crucial predictors.
Quantified the predictive weights of large-scale networks and individual brain regions.

Conclusions:

Global functional network properties are important for characterizing habit formation.
Functional connectivity within specific networks significantly predicts observable habit behavior.
This work advances understanding of the neural basis of human habit formation.