EEG microstate transition cost correlates with task demands.

PLoS Comput Biol

Padova Neuroscience Center, University of Padova, Padova, Italy.

Published: October 2024

AI Article Synopsis

  • The study investigates how changes in brain activity affect the ability to perform complex tasks, highlighting that poor flexibility in these brain dynamics can lead to cognitive difficulties, such as attention challenges and behavioral adjustments.
  • It proposes a new framework that connects cognitive effort during task performance with EEG patterns by identifying discrete brain states and employing optimal transport theory.
  • The approach is validated using data from the Stroop task, showing that higher cognitive effort incurs more neurological "costs," and emphasizes a fresh, data-driven way to understand cognitive effort in the brain.

Article Abstract

The ability to solve complex tasks relies on the adaptive changes occurring in the spatio-temporal organization of brain activity under different conditions. Altered flexibility in these dynamics can lead to impaired cognitive performance, manifesting for instance as difficulties in attention regulation, distraction inhibition, and behavioral adaptation. Such impairments result in decreased efficiency and increased effort in accomplishing goal-directed tasks. Therefore, developing quantitative measures that can directly assess the effort involved in these transitions using neural data is of paramount importance. In this study, we propose a framework to associate cognitive effort during the performance of tasks with electroencephalography (EEG) activation patterns. The methodology relies on the identification of discrete dynamical states (EEG microstates) and optimal transport theory. To validate the effectiveness of this framework, we apply it to a dataset collected during a spatial version of the Stroop task, a cognitive test in which participants respond to one aspect of a stimulus while ignoring another, often conflicting, aspect. The Stroop task is a cognitive test where participants must respond to one aspect of a stimulus while ignoring another, often conflicting, aspect. Our findings reveal an increased cost linked to cognitive effort, thus confirming the framework's effectiveness in capturing and quantifying cognitive transitions. By utilizing a fully data-driven method, this research opens up fresh perspectives for physiologically describing cognitive effort within the brain.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11495555PMC
http://dx.doi.org/10.1371/journal.pcbi.1012521DOI Listing

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