Contrast subgraphs catch patterns of altered functional connectivity in autism spectrum disorder

Despite the breakthrough achievements in understanding structural and functional alterations of brain connectivity in autism spectrum disorder (ASD), the exact nature and type of such alterations are not yet clear due to conflicting reports of hyper-connectivity, hypo-connectivity, and—in some cases...

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Published inScientific reports Vol. 15; no. 1; pp. 24265 - 12
Main Authors Lanciano, Tommaso, Petri, Giovanni, Gili, Tommaso, Bonchi, Francesco
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 07.07.2025
Nature Publishing Group
Nature Portfolio
Subjects
639/766/530/2801
692/699/476/1373
Adolescent
Adult
Age groups
Autism
Autism spectrum disorder
Autism Spectrum Disorder - diagnostic imaging
Autism Spectrum Disorder - physiopathology
Biomarkers
Brain
Brain - physiopathology
Brain Mapping
Child
Connectome - methods
Contrast subgraphs
Cortex (parietal)
Datasets
Developmental stages
Female
Frontal gyrus
Functional brain networks
Functional connectivity
Graphs
Humanities and Social Sciences
Humans
Magnetic Resonance Imaging
Male
multidisciplinary
Nerve Net - physiopathology
Network neuroscience
Neural networks
Occipital lobe
Parietal Lobe - physiopathology
Science
Science (multidisciplinary)
Structure-function relationships
Teenagers
Temporal lobe
Young Adult
Functional connectivity
Contrast subgraphs
Network neuroscience
Functional brain networks
Autism spectrum disorder
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Abstract Despite the breakthrough achievements in understanding structural and functional alterations of brain connectivity in autism spectrum disorder (ASD), the exact nature and type of such alterations are not yet clear due to conflicting reports of hyper-connectivity, hypo-connectivity, and—in some cases—combinations of both. In this work, we bring order to the debate using a network comparison technique to capture mesoscopic-scale differential patterns of functional connectedness. In particular, we leverage recent algorithmic advances in extracting contrast subgraphs to identify maximally different mesoscopic connectivity structures between two sets of networks from typically developed individuals and ASD subjects across different developmental stages. A significantly larger connectivity among occipital cortex regions and between the left precuneus and the superior parietal gyrus was found in ASD subjects. At the same time, reduced connectivity characterized the superior frontal gyrus and the temporal lobe regions. More importantly, our results reconcile within a single framework multiple previous separate observations about functional connectivity alterations in ASD.
AbstractList Despite the breakthrough achievements in understanding structural and functional alterations of brain connectivity in autism spectrum disorder (ASD), the exact nature and type of such alterations are not yet clear due to conflicting reports of hyper-connectivity, hypo-connectivity, and—in some cases—combinations of both. In this work, we bring order to the debate using a network comparison technique to capture mesoscopic-scale differential patterns of functional connectedness. In particular, we leverage recent algorithmic advances in extracting contrast subgraphs to identify maximally different mesoscopic connectivity structures between two sets of networks from typically developed individuals and ASD subjects across different developmental stages. A significantly larger connectivity among occipital cortex regions and between the left precuneus and the superior parietal gyrus was found in ASD subjects. At the same time, reduced connectivity characterized the superior frontal gyrus and the temporal lobe regions. More importantly, our results reconcile within a single framework multiple previous separate observations about functional connectivity alterations in ASD.
Abstract Despite the breakthrough achievements in understanding structural and functional alterations of brain connectivity in autism spectrum disorder (ASD), the exact nature and type of such alterations are not yet clear due to conflicting reports of hyper-connectivity, hypo-connectivity, and—in some cases—combinations of both. In this work, we bring order to the debate using a network comparison technique to capture mesoscopic-scale differential patterns of functional connectedness. In particular, we leverage recent algorithmic advances in extracting contrast subgraphs to identify maximally different mesoscopic connectivity structures between two sets of networks from typically developed individuals and ASD subjects across different developmental stages. A significantly larger connectivity among occipital cortex regions and between the left precuneus and the superior parietal gyrus was found in ASD subjects. At the same time, reduced connectivity characterized the superior frontal gyrus and the temporal lobe regions. More importantly, our results reconcile within a single framework multiple previous separate observations about functional connectivity alterations in ASD.
Despite the breakthrough achievements in understanding structural and functional alterations of brain connectivity in autism spectrum disorder (ASD), the exact nature and type of such alterations are not yet clear due to conflicting reports of hyper-connectivity, hypo-connectivity, and-in some cases-combinations of both. In this work, we bring order to the debate using a network comparison technique to capture mesoscopic-scale differential patterns of functional connectedness. In particular, we leverage recent algorithmic advances in extracting contrast subgraphs to identify maximally different mesoscopic connectivity structures between two sets of networks from typically developed individuals and ASD subjects across different developmental stages. A significantly larger connectivity among occipital cortex regions and between the left precuneus and the superior parietal gyrus was found in ASD subjects. At the same time, reduced connectivity characterized the superior frontal gyrus and the temporal lobe regions. More importantly, our results reconcile within a single framework multiple previous separate observations about functional connectivity alterations in ASD.Despite the breakthrough achievements in understanding structural and functional alterations of brain connectivity in autism spectrum disorder (ASD), the exact nature and type of such alterations are not yet clear due to conflicting reports of hyper-connectivity, hypo-connectivity, and-in some cases-combinations of both. In this work, we bring order to the debate using a network comparison technique to capture mesoscopic-scale differential patterns of functional connectedness. In particular, we leverage recent algorithmic advances in extracting contrast subgraphs to identify maximally different mesoscopic connectivity structures between two sets of networks from typically developed individuals and ASD subjects across different developmental stages. A significantly larger connectivity among occipital cortex regions and between the left precuneus and the superior parietal gyrus was found in ASD subjects. At the same time, reduced connectivity characterized the superior frontal gyrus and the temporal lobe regions. More importantly, our results reconcile within a single framework multiple previous separate observations about functional connectivity alterations in ASD.
ArticleNumber 24265
Author Gili, Tommaso
Lanciano, Tommaso
Petri, Giovanni
Bonchi, Francesco
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Issue 1
Keywords Functional connectivity
Contrast subgraphs
Network neuroscience
Functional brain networks
Autism spectrum disorder
Language English
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Snippet Despite the breakthrough achievements in understanding structural and functional alterations of brain connectivity in autism spectrum disorder (ASD), the exact...
Abstract Despite the breakthrough achievements in understanding structural and functional alterations of brain connectivity in autism spectrum disorder (ASD),...
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SubjectTerms 639/766/530/2801
692/699/476/1373
Adolescent
Adult
Age groups
Autism
Autism spectrum disorder
Autism Spectrum Disorder - diagnostic imaging
Autism Spectrum Disorder - physiopathology
Biomarkers
Brain
Brain - physiopathology
Brain Mapping
Child
Connectome - methods
Contrast subgraphs
Cortex (parietal)
Datasets
Developmental stages
Female
Frontal gyrus
Functional brain networks
Functional connectivity
Graphs
Humanities and Social Sciences
Humans
Magnetic Resonance Imaging
Male
multidisciplinary
Nerve Net - physiopathology
Network neuroscience
Neural networks
Occipital lobe
Parietal Lobe - physiopathology
Science
Science (multidisciplinary)
Structure-function relationships
Teenagers
Temporal lobe
Young Adult
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Title Contrast subgraphs catch patterns of altered functional connectivity in autism spectrum disorder
URI https://link.springer.com/article/10.1038/s41598-025-04932-2
https://www.ncbi.nlm.nih.gov/pubmed/40624109
https://www.proquest.com/docview/3227708897
https://www.proquest.com/docview/3228021500
https://pubmed.ncbi.nlm.nih.gov/PMC12234876
https://doaj.org/article/d3d08fe5ac3f4b8fb3e1bfd4939216e9
Volume 15
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