ArticleScientific reports2023
Identification of cognitive load-dependent activation patterns using working memory task-based fMRI at various levels of difficulty.
Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 1 of them a synthesis that pooled it.
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Who cites it
11 citing papers in PubMed, 1 synthesis or guideline pooled it, 25 citations in OpenAlex.
- Role of task-based functional MRI in the assessment of sports-related concussion: a systematic review.Frontiers in neurologyPooled it
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- Sentence recall and neurophysiological effects of the "2-Sentence Problem" under time compression in younger and older listeners.Hearing research · 2025Article
- Children with lower language skill engage additional brain mechanisms in both hemispheres during sentence comprehension.Research square · 2025Article
- Burnout and the Brain-A Mechanistic Review of Magnetic Resonance Imaging (MRI) Studies.International journal of molecular sciences · 2025Review
- Educational multimedia design principles affect local and global information processing in functional brain networks.Scientific reports · 2025Article
- The neural basis of intuitive approximate number system in board game Go (Baduk) experts.Scientific reports · 2025Article
- Detection of Cognitive Load Modulation by EDA and HRV.Sensors (Basel, Switzerland) · 2025Article
- Task-Related Controllability of Functional Connectome During a Working Memory Task in Schizophrenia, Bipolar Disorder, and Major Depressive Disorder.Research (Washington, D.C.) · 2025Article
- Measuring cognitive load in multitasking using mobile fNIRS.Neuroimage. Reports · 2024Article
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Authors and funding
2 authors at 2 institutions in 1 country.
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No grant is acknowledged in the PubMed record.
Abstract
Working memory, which is regarded as the foundation of cognitive processes, is a system that stores, processes, and manipulates information in short intervals of time that are actually needed for daily functioning. This study aimed to assess the brain activity of healthy controls (HC) while performing the N-back task, which is one of the most popularly used tests for evaluating working memory along with functional magnetic resonance imaging (fMRI). In this regard, we collected fMRI data from right-handed individuals in a 3.0 T scanner during the Persian version of the visual variant N-back task performance with three levels of complexity varied throughout the experiment (1, 2, and 3-back conditions) to increase the cognitive demands. The statistical parametric mapping (SPM12) software was used to analyze fMRI data for the identification of cognitive load-dependent activation patterns based on contrast images obtained from different levels of task difficulty. Our findings showed that as cognitive complexity increased, the number of significant activation clusters and cluster extent increased in several areas distributed in the cerebellum, frontoparietal lobes, insula, SMA, and lenticular nucleus, the majority of which are recognized for their role in working memory. Furthermore, deactivation patterns during 1-, 2-, and 3-back vs. 0-back contrasts revealed significant clusters in brain regions that are mostly described as being part of the default mode network (DMN). Based on previous research, our results supported the recognized involvement of the mentioned cortical and subcortical areas in various types or levels of N-back tasks. This study found that altering activation patterns by increasing task difficulty could aid in evaluating the various stages of cognitive dysfunction in many brain diseases such as multiple sclerosis (MS) and Alzheimer's disease by comparing controls in future studies to apply early appropriate treatment strategies.
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