Integrated information theory reveals the potential role of the posterior parietal cortex in sustaining conditioning responses in classical conditioning tasks

Classical conditioning is a fundamental associative learning process in which repeated pairings of a conditioned stimulus (CS) with an unconditioned stimulus (US) lead to the CS eliciting a conditioned response (CR). Previous research has identified key neural regions involved in processing reward-p...

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Main Authors: Tien Cuong Phi, Shin Ishii, Masashi Kondo, Masanori Matsuzaki, Ken Nakae
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Neuroscience
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Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2025.1512724/full
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author Tien Cuong Phi
Shin Ishii
Shin Ishii
Shin Ishii
Masashi Kondo
Masanori Matsuzaki
Masanori Matsuzaki
Masanori Matsuzaki
Masanori Matsuzaki
Ken Nakae
author_facet Tien Cuong Phi
Shin Ishii
Shin Ishii
Shin Ishii
Masashi Kondo
Masanori Matsuzaki
Masanori Matsuzaki
Masanori Matsuzaki
Masanori Matsuzaki
Ken Nakae
author_sort Tien Cuong Phi
collection DOAJ
description Classical conditioning is a fundamental associative learning process in which repeated pairings of a conditioned stimulus (CS) with an unconditioned stimulus (US) lead to the CS eliciting a conditioned response (CR). Previous research has identified key neural regions involved in processing reward-predicting cues and mediating licking behavior. However, the mechanisms that sustain high conditioned response rates across repeated sessions remain elusive, particularly regarding how the reward expectation is represented on a session-by-session basis. While early learning phases in classical conditioning have been extensively studied, the neural mechanisms that support consistent performance over time remain unclear. In this study, we sought to understand how cortical regions, particularly the posterior parietal cortex (PPC), contribute to maintaining high CR rates across sessions. Using the core complex framework derived from Integrated Information Theory (IIT), we explored the dynamics of neural networks during sessions of high CR performance. Our findings suggest that while traditional functional connectivity (FC) methods struggled to capture the complexity of sustained behavioral engagement, the core complex framework revealed key regions, notably the PPC, that were significantly correlated with enhanced CR sessions. This work suggests the potential role of the PPC in supporting reward expectations and maintaining consistent behavioral responses. By applying the core complex framework to investigate neural substrates of sustained behavior, we provide novel insights into the interaction of cortical networks during classical conditioning, offering promising directions for future research in associative learning and behavior.
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spelling doaj-art-f6e95d2b2acd4307af3ba3c6c128e1942025-01-29T06:46:18ZengFrontiers Media S.A.Frontiers in Neuroscience1662-453X2025-01-011910.3389/fnins.2025.15127241512724Integrated information theory reveals the potential role of the posterior parietal cortex in sustaining conditioning responses in classical conditioning tasksTien Cuong Phi0Shin Ishii1Shin Ishii2Shin Ishii3Masashi Kondo4Masanori Matsuzaki5Masanori Matsuzaki6Masanori Matsuzaki7Masanori Matsuzaki8Ken Nakae9Department of Systems Science, Graduate School of Informatics, Kyoto University, Kyoto, JapanDepartment of Systems Science, Graduate School of Informatics, Kyoto University, Kyoto, JapanNeural Information Analysis Laboratories, Advanced Telecommunications Research Institute International, Kyoto, JapanInternational Research Center for Neurointelligence, The University of Tokyo, Tokyo, JapanDepartment of Physiology, Graduate School of Medicine, The University of Tokyo, Tokyo, JapanInternational Research Center for Neurointelligence, The University of Tokyo, Tokyo, JapanDepartment of Physiology, Graduate School of Medicine, The University of Tokyo, Tokyo, JapanDepartment of Biological Sciences, Graduate School of Science, The University of Tokyo, Tokyo, JapanBrain Functional Dynamics Collaboration Laboratory, RIKEN Center for Brain Science, Saitama, JapanExploratory Research Center on Life and Living Systems, National Institutes of Natural Sciences, Okazaki, JapanClassical conditioning is a fundamental associative learning process in which repeated pairings of a conditioned stimulus (CS) with an unconditioned stimulus (US) lead to the CS eliciting a conditioned response (CR). Previous research has identified key neural regions involved in processing reward-predicting cues and mediating licking behavior. However, the mechanisms that sustain high conditioned response rates across repeated sessions remain elusive, particularly regarding how the reward expectation is represented on a session-by-session basis. While early learning phases in classical conditioning have been extensively studied, the neural mechanisms that support consistent performance over time remain unclear. In this study, we sought to understand how cortical regions, particularly the posterior parietal cortex (PPC), contribute to maintaining high CR rates across sessions. Using the core complex framework derived from Integrated Information Theory (IIT), we explored the dynamics of neural networks during sessions of high CR performance. Our findings suggest that while traditional functional connectivity (FC) methods struggled to capture the complexity of sustained behavioral engagement, the core complex framework revealed key regions, notably the PPC, that were significantly correlated with enhanced CR sessions. This work suggests the potential role of the PPC in supporting reward expectations and maintaining consistent behavioral responses. By applying the core complex framework to investigate neural substrates of sustained behavior, we provide novel insights into the interaction of cortical networks during classical conditioning, offering promising directions for future research in associative learning and behavior.https://www.frontiersin.org/articles/10.3389/fnins.2025.1512724/fullposterior parietal cortexclassical conditioningintegrated information theorytask performancenetwork analysiscore complex analysis
spellingShingle Tien Cuong Phi
Shin Ishii
Shin Ishii
Shin Ishii
Masashi Kondo
Masanori Matsuzaki
Masanori Matsuzaki
Masanori Matsuzaki
Masanori Matsuzaki
Ken Nakae
Integrated information theory reveals the potential role of the posterior parietal cortex in sustaining conditioning responses in classical conditioning tasks
Frontiers in Neuroscience
posterior parietal cortex
classical conditioning
integrated information theory
task performance
network analysis
core complex analysis
title Integrated information theory reveals the potential role of the posterior parietal cortex in sustaining conditioning responses in classical conditioning tasks
title_full Integrated information theory reveals the potential role of the posterior parietal cortex in sustaining conditioning responses in classical conditioning tasks
title_fullStr Integrated information theory reveals the potential role of the posterior parietal cortex in sustaining conditioning responses in classical conditioning tasks
title_full_unstemmed Integrated information theory reveals the potential role of the posterior parietal cortex in sustaining conditioning responses in classical conditioning tasks
title_short Integrated information theory reveals the potential role of the posterior parietal cortex in sustaining conditioning responses in classical conditioning tasks
title_sort integrated information theory reveals the potential role of the posterior parietal cortex in sustaining conditioning responses in classical conditioning tasks
topic posterior parietal cortex
classical conditioning
integrated information theory
task performance
network analysis
core complex analysis
url https://www.frontiersin.org/articles/10.3389/fnins.2025.1512724/full
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