Distance-based functional criticality in the human brain: intelligence and emotional intelligence

Abstract Background Anatomical distance has been identified as a key factor in the organizational principles of the human brain. On the other hand, criticality was proposed to accommodate the multiscale properties of human brain dynamics, and functional criticality based on resting-state functional...

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Main Authors: Lili Jiang, Kaini Qiao, Chunlin Li
Format: Article
Language:English
Published: BMC 2021-01-01
Series:BMC Bioinformatics
Subjects:
MRI
Online Access:https://doi.org/10.1186/s12859-021-03973-4
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spelling doaj-5fa321ab87184f3b92dd0018612be3082021-01-31T16:40:42ZengBMCBMC Bioinformatics1471-21052021-01-0122111710.1186/s12859-021-03973-4Distance-based functional criticality in the human brain: intelligence and emotional intelligenceLili Jiang0Kaini Qiao1Chunlin Li2CAS Key Laboratory of Behavioral Science, Institute of PsychologyCAS Key Laboratory of Behavioral Science, Institute of PsychologyCAS Key Laboratory of Behavioral Science, Institute of PsychologyAbstract Background Anatomical distance has been identified as a key factor in the organizational principles of the human brain. On the other hand, criticality was proposed to accommodate the multiscale properties of human brain dynamics, and functional criticality based on resting-state functional magnetic resonance imaging (rfMRI) is a sensitive neuroimaging marker for human brain dynamics. Hence, to explore the effects of anatomical distance of the human brain on behaviors in terms of functional criticality, we proposed a revised algorithm of functional criticality called the distance-based vertex-wise index of functional criticality, and assessed this algorithm compared with the original neighborhood-based functional criticality. Results We recruited two groups of healthy participants, including young adults and middle-aged participants, for a total of 60 datasets including rfMRI and intelligence as well as emotional intelligence to study how human brain functional criticalities at different spatial scales contribute to individual behaviors. Furthermore, we defined the average distance between the particular behavioral map and vertices with significant functional connectivity as connectivity distance. Our results demonstrated that intelligence and emotional intelligence mapped to different brain regions at different ages. Additionally, intelligence was related to a wider distance range compared to emotional intelligence. Conclusions For different age groups, our findings not only provided a linkage between intelligence/emotional intelligence and functional criticality but also quantitatively characterized individual behaviors in terms of anatomical distance.https://doi.org/10.1186/s12859-021-03973-4DistanceFunctional criticalityIntelligenceEmotional intelligenceMRIHuman brain
collection DOAJ
language English
format Article
sources DOAJ
author Lili Jiang
Kaini Qiao
Chunlin Li
spellingShingle Lili Jiang
Kaini Qiao
Chunlin Li
Distance-based functional criticality in the human brain: intelligence and emotional intelligence
BMC Bioinformatics
Distance
Functional criticality
Intelligence
Emotional intelligence
MRI
Human brain
author_facet Lili Jiang
Kaini Qiao
Chunlin Li
author_sort Lili Jiang
title Distance-based functional criticality in the human brain: intelligence and emotional intelligence
title_short Distance-based functional criticality in the human brain: intelligence and emotional intelligence
title_full Distance-based functional criticality in the human brain: intelligence and emotional intelligence
title_fullStr Distance-based functional criticality in the human brain: intelligence and emotional intelligence
title_full_unstemmed Distance-based functional criticality in the human brain: intelligence and emotional intelligence
title_sort distance-based functional criticality in the human brain: intelligence and emotional intelligence
publisher BMC
series BMC Bioinformatics
issn 1471-2105
publishDate 2021-01-01
description Abstract Background Anatomical distance has been identified as a key factor in the organizational principles of the human brain. On the other hand, criticality was proposed to accommodate the multiscale properties of human brain dynamics, and functional criticality based on resting-state functional magnetic resonance imaging (rfMRI) is a sensitive neuroimaging marker for human brain dynamics. Hence, to explore the effects of anatomical distance of the human brain on behaviors in terms of functional criticality, we proposed a revised algorithm of functional criticality called the distance-based vertex-wise index of functional criticality, and assessed this algorithm compared with the original neighborhood-based functional criticality. Results We recruited two groups of healthy participants, including young adults and middle-aged participants, for a total of 60 datasets including rfMRI and intelligence as well as emotional intelligence to study how human brain functional criticalities at different spatial scales contribute to individual behaviors. Furthermore, we defined the average distance between the particular behavioral map and vertices with significant functional connectivity as connectivity distance. Our results demonstrated that intelligence and emotional intelligence mapped to different brain regions at different ages. Additionally, intelligence was related to a wider distance range compared to emotional intelligence. Conclusions For different age groups, our findings not only provided a linkage between intelligence/emotional intelligence and functional criticality but also quantitatively characterized individual behaviors in terms of anatomical distance.
topic Distance
Functional criticality
Intelligence
Emotional intelligence
MRI
Human brain
url https://doi.org/10.1186/s12859-021-03973-4
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AT kainiqiao distancebasedfunctionalcriticalityinthehumanbrainintelligenceandemotionalintelligence
AT chunlinli distancebasedfunctionalcriticalityinthehumanbrainintelligenceandemotionalintelligence
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