Impact of visual stimulus complexity on associative learning and associated reaction times in migraine patients

Abstract The semantic complexity and verbalizability of visual stimuli can influence associative learning. The Rutgers Acquired Equivalence Test (RAET) uses semantically rich stimuli (faces and colored fish) to assess associative learning and generalization, while a modified version, the Polygon tes...

Full description

Saved in:
Bibliographic Details
Main Authors: Kálmán Tót, Gabriella Eördegh, Noémi Harcsa-Pintér, Adél Papp, Balázs Bodosi, Gábor Braunitzer, János Tajti, Anett Csáti, Attila Nagy
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-98187-6
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1849712739310632960
author Kálmán Tót
Gabriella Eördegh
Noémi Harcsa-Pintér
Adél Papp
Balázs Bodosi
Gábor Braunitzer
János Tajti
Anett Csáti
Attila Nagy
author_facet Kálmán Tót
Gabriella Eördegh
Noémi Harcsa-Pintér
Adél Papp
Balázs Bodosi
Gábor Braunitzer
János Tajti
Anett Csáti
Attila Nagy
author_sort Kálmán Tót
collection DOAJ
description Abstract The semantic complexity and verbalizability of visual stimuli can influence associative learning. The Rutgers Acquired Equivalence Test (RAET) uses semantically rich stimuli (faces and colored fish) to assess associative learning and generalization, while a modified version, the Polygon test, employs simpler stimuli with reduced semantic content (grayscale circles and geometric shapes). Although cognitive alterations are well-documented in migraine patients during interictal periods, the impact of visual stimulus complexity on associative learning and reaction times has not been studied. Forty-one migraine patients without aura completed both the RAET and Polygon tests. Performance metrics included acquisition error ratios, retrieval and generalization error ratios, and reaction times. The two tests were compared using non-parametric statistical methods. Migraine patients demonstrated comparable acquisition performance on the RAET and Polygon test. However, reaction times were significantly longer in the Polygon test across both acquisition and test phases. Retrieval and generalization performance were also similar between tests, despite longer reaction times with semantically reduced stimuli. Migraine patients showed consistent learning performance across visual stimuli of varying semantic complexity. Prolonged reaction times with simpler stimuli suggest increased cognitive demands, potentially mitigated by cortical compensatory mechanisms that maintain learning ability under challenging conditions.
format Article
id doaj-art-ca7a4b2a8f9343c49c391329aa3580ec
institution DOAJ
issn 2045-2322
language English
publishDate 2025-04-01
publisher Nature Portfolio
record_format Article
series Scientific Reports
spelling doaj-art-ca7a4b2a8f9343c49c391329aa3580ec2025-08-20T03:14:10ZengNature PortfolioScientific Reports2045-23222025-04-0115111110.1038/s41598-025-98187-6Impact of visual stimulus complexity on associative learning and associated reaction times in migraine patientsKálmán Tót0Gabriella Eördegh1Noémi Harcsa-Pintér2Adél Papp3Balázs Bodosi4Gábor Braunitzer5János Tajti6Anett Csáti7Attila Nagy8Department of Physiology, Albert Szent-Györgyi Medical School, University of SzegedDepartment of Theoretical Health Sciences and Health Management, Faculty of Health Sciences and Social Studies, University of SzegedDepartment of Physiology, Albert Szent-Györgyi Medical School, University of SzegedDepartment of Physiology, Albert Szent-Györgyi Medical School, University of SzegedDepartment of Physiology, Albert Szent-Györgyi Medical School, University of SzegedSztárai Institute, University of TokajDepartment of Neurology, Albert Szent-Györgyi Medical School, University of SzegedDepartment of Neurology, Albert Szent-Györgyi Medical School, University of SzegedDepartment of Physiology, Albert Szent-Györgyi Medical School, University of SzegedAbstract The semantic complexity and verbalizability of visual stimuli can influence associative learning. The Rutgers Acquired Equivalence Test (RAET) uses semantically rich stimuli (faces and colored fish) to assess associative learning and generalization, while a modified version, the Polygon test, employs simpler stimuli with reduced semantic content (grayscale circles and geometric shapes). Although cognitive alterations are well-documented in migraine patients during interictal periods, the impact of visual stimulus complexity on associative learning and reaction times has not been studied. Forty-one migraine patients without aura completed both the RAET and Polygon tests. Performance metrics included acquisition error ratios, retrieval and generalization error ratios, and reaction times. The two tests were compared using non-parametric statistical methods. Migraine patients demonstrated comparable acquisition performance on the RAET and Polygon test. However, reaction times were significantly longer in the Polygon test across both acquisition and test phases. Retrieval and generalization performance were also similar between tests, despite longer reaction times with semantically reduced stimuli. Migraine patients showed consistent learning performance across visual stimuli of varying semantic complexity. Prolonged reaction times with simpler stimuli suggest increased cognitive demands, potentially mitigated by cortical compensatory mechanisms that maintain learning ability under challenging conditions.https://doi.org/10.1038/s41598-025-98187-6HumanAssociative equivalence learningCognitive functionsNeurologyMemoryMigraine
spellingShingle Kálmán Tót
Gabriella Eördegh
Noémi Harcsa-Pintér
Adél Papp
Balázs Bodosi
Gábor Braunitzer
János Tajti
Anett Csáti
Attila Nagy
Impact of visual stimulus complexity on associative learning and associated reaction times in migraine patients
Scientific Reports
Human
Associative equivalence learning
Cognitive functions
Neurology
Memory
Migraine
title Impact of visual stimulus complexity on associative learning and associated reaction times in migraine patients
title_full Impact of visual stimulus complexity on associative learning and associated reaction times in migraine patients
title_fullStr Impact of visual stimulus complexity on associative learning and associated reaction times in migraine patients
title_full_unstemmed Impact of visual stimulus complexity on associative learning and associated reaction times in migraine patients
title_short Impact of visual stimulus complexity on associative learning and associated reaction times in migraine patients
title_sort impact of visual stimulus complexity on associative learning and associated reaction times in migraine patients
topic Human
Associative equivalence learning
Cognitive functions
Neurology
Memory
Migraine
url https://doi.org/10.1038/s41598-025-98187-6
work_keys_str_mv AT kalmantot impactofvisualstimuluscomplexityonassociativelearningandassociatedreactiontimesinmigrainepatients
AT gabriellaeordegh impactofvisualstimuluscomplexityonassociativelearningandassociatedreactiontimesinmigrainepatients
AT noemiharcsapinter impactofvisualstimuluscomplexityonassociativelearningandassociatedreactiontimesinmigrainepatients
AT adelpapp impactofvisualstimuluscomplexityonassociativelearningandassociatedreactiontimesinmigrainepatients
AT balazsbodosi impactofvisualstimuluscomplexityonassociativelearningandassociatedreactiontimesinmigrainepatients
AT gaborbraunitzer impactofvisualstimuluscomplexityonassociativelearningandassociatedreactiontimesinmigrainepatients
AT janostajti impactofvisualstimuluscomplexityonassociativelearningandassociatedreactiontimesinmigrainepatients
AT anettcsati impactofvisualstimuluscomplexityonassociativelearningandassociatedreactiontimesinmigrainepatients
AT attilanagy impactofvisualstimuluscomplexityonassociativelearningandassociatedreactiontimesinmigrainepatients