Nonlinear shift along the sensorimotor-association-axis in brain responses to task performance

Fuente: arXiv
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Main Authors: Cao, Fan, Yuan, Yuqi, Yan, Xiaohui, Zhang, Bohan, Perkins, Kyle
Format: Preprint
Published: 2025
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author Cao, Fan
Yuan, Yuqi
Yan, Xiaohui
Zhang, Bohan
Perkins, Kyle
author_facet Cao, Fan
Yuan, Yuqi
Yan, Xiaohui
Zhang, Bohan
Perkins, Kyle
contents In the literature of cognitive neuroscience, researchers tend to assume a linear relationship between brain activation level and task performance; however, controversial findings have been reported in participants at different ages and different proficiency levels. Therefore, there may be a non-linear relationship between task performance and brain activation if a full range of task performance is considered. In the current study, using the Human Connectome Project (HCP) dataset we examined the relationship between brain activation and working memory performance in two conditions (i.e. faces and places). We found a gradual change from a U-shaped relationship to an inverted U-shaped relationship along the sensorimotor-association (S-A) axis in the face condition. In other words, in low-order sensorimotor areas, it is U-shaped and in the high-order prefrontal and association areas, it is inverted U-shaped, which suggests different properties in the encoding/representation region and in the cognitive calculation regions. However, in the place condition, such a shift is missing, presumably because most of the regions that are sensitive to task performance in the place condition are in the lower end of the S-A axis. Taken together, our study revealed a novel difference of functional property in response to task performance in the sensorimotor areas versus the association areas.
format Preprint
id arxiv_https___arxiv_org_abs_2510_14601
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Nonlinear shift along the sensorimotor-association-axis in brain responses to task performance
Cao, Fan
Yuan, Yuqi
Yan, Xiaohui
Zhang, Bohan
Perkins, Kyle
Neurons and Cognition
In the literature of cognitive neuroscience, researchers tend to assume a linear relationship between brain activation level and task performance; however, controversial findings have been reported in participants at different ages and different proficiency levels. Therefore, there may be a non-linear relationship between task performance and brain activation if a full range of task performance is considered. In the current study, using the Human Connectome Project (HCP) dataset we examined the relationship between brain activation and working memory performance in two conditions (i.e. faces and places). We found a gradual change from a U-shaped relationship to an inverted U-shaped relationship along the sensorimotor-association (S-A) axis in the face condition. In other words, in low-order sensorimotor areas, it is U-shaped and in the high-order prefrontal and association areas, it is inverted U-shaped, which suggests different properties in the encoding/representation region and in the cognitive calculation regions. However, in the place condition, such a shift is missing, presumably because most of the regions that are sensitive to task performance in the place condition are in the lower end of the S-A axis. Taken together, our study revealed a novel difference of functional property in response to task performance in the sensorimotor areas versus the association areas.
title Nonlinear shift along the sensorimotor-association-axis in brain responses to task performance
topic Neurons and Cognition
url https://arxiv.org/abs/2510.14601