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Integrative analysis identifies IL-6/JUN/MMP-9 pathway destroyed blood-brain-barrier in autism mice via machine learning and bioinformatic analysis
by
Hu, Cong
, Luo, Xiaoping
, Zhang, Feiyan
, Li, Hao
, Li, Yunjie
, Li, Heli
, Hao, Yan
, Cui, Jinru
in
13/1
/ 13/21
/ 13/51
/ 38/61
/ 38/77
/ 45
/ 631/208/212/1728
/ 631/378/340
/ 82
/ Animals
/ Autism
/ Autism Spectrum Disorder - genetics
/ Autism Spectrum Disorder - immunology
/ Autism Spectrum Disorder - metabolism
/ Behavioral Sciences
/ Bioinformatics
/ Biological Psychology
/ Blood-Brain Barrier - metabolism
/ Brain research
/ Computational Biology
/ Cytokines
/ Datasets
/ Disease Models, Animal
/ Enzymes
/ Feature selection
/ Female
/ Gene expression
/ Gene Expression Profiling
/ Hypotheses
/ Immune response
/ Interleukin-6 - genetics
/ Interleukin-6 - metabolism
/ Kinases
/ Machine Learning
/ Male
/ Matrix Metalloproteinase 9 - genetics
/ Matrix Metalloproteinase 9 - metabolism
/ Medicine
/ Medicine & Public Health
/ Mice
/ Microglia - metabolism
/ Neurodevelopmental disorders
/ Neurosciences
/ Non-pharmacological intervention
/ Pathogenesis
/ Permeability
/ Pharmacotherapy
/ Proteins
/ Proto-Oncogene Proteins c-jun - genetics
/ Proto-Oncogene Proteins c-jun - metabolism
/ Psychiatry
/ Regularization methods
/ Signal Transduction
/ Software
/ Support vector machines
/ Transcription factors
/ Tumor necrosis factor-TNF
2025
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Integrative analysis identifies IL-6/JUN/MMP-9 pathway destroyed blood-brain-barrier in autism mice via machine learning and bioinformatic analysis
by
Hu, Cong
, Luo, Xiaoping
, Zhang, Feiyan
, Li, Hao
, Li, Yunjie
, Li, Heli
, Hao, Yan
, Cui, Jinru
in
13/1
/ 13/21
/ 13/51
/ 38/61
/ 38/77
/ 45
/ 631/208/212/1728
/ 631/378/340
/ 82
/ Animals
/ Autism
/ Autism Spectrum Disorder - genetics
/ Autism Spectrum Disorder - immunology
/ Autism Spectrum Disorder - metabolism
/ Behavioral Sciences
/ Bioinformatics
/ Biological Psychology
/ Blood-Brain Barrier - metabolism
/ Brain research
/ Computational Biology
/ Cytokines
/ Datasets
/ Disease Models, Animal
/ Enzymes
/ Feature selection
/ Female
/ Gene expression
/ Gene Expression Profiling
/ Hypotheses
/ Immune response
/ Interleukin-6 - genetics
/ Interleukin-6 - metabolism
/ Kinases
/ Machine Learning
/ Male
/ Matrix Metalloproteinase 9 - genetics
/ Matrix Metalloproteinase 9 - metabolism
/ Medicine
/ Medicine & Public Health
/ Mice
/ Microglia - metabolism
/ Neurodevelopmental disorders
/ Neurosciences
/ Non-pharmacological intervention
/ Pathogenesis
/ Permeability
/ Pharmacotherapy
/ Proteins
/ Proto-Oncogene Proteins c-jun - genetics
/ Proto-Oncogene Proteins c-jun - metabolism
/ Psychiatry
/ Regularization methods
/ Signal Transduction
/ Software
/ Support vector machines
/ Transcription factors
/ Tumor necrosis factor-TNF
2025
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Integrative analysis identifies IL-6/JUN/MMP-9 pathway destroyed blood-brain-barrier in autism mice via machine learning and bioinformatic analysis
by
Hu, Cong
, Luo, Xiaoping
, Zhang, Feiyan
, Li, Hao
, Li, Yunjie
, Li, Heli
, Hao, Yan
, Cui, Jinru
in
13/1
/ 13/21
/ 13/51
/ 38/61
/ 38/77
/ 45
/ 631/208/212/1728
/ 631/378/340
/ 82
/ Animals
/ Autism
/ Autism Spectrum Disorder - genetics
/ Autism Spectrum Disorder - immunology
/ Autism Spectrum Disorder - metabolism
/ Behavioral Sciences
/ Bioinformatics
/ Biological Psychology
/ Blood-Brain Barrier - metabolism
/ Brain research
/ Computational Biology
/ Cytokines
/ Datasets
/ Disease Models, Animal
/ Enzymes
/ Feature selection
/ Female
/ Gene expression
/ Gene Expression Profiling
/ Hypotheses
/ Immune response
/ Interleukin-6 - genetics
/ Interleukin-6 - metabolism
/ Kinases
/ Machine Learning
/ Male
/ Matrix Metalloproteinase 9 - genetics
/ Matrix Metalloproteinase 9 - metabolism
/ Medicine
/ Medicine & Public Health
/ Mice
/ Microglia - metabolism
/ Neurodevelopmental disorders
/ Neurosciences
/ Non-pharmacological intervention
/ Pathogenesis
/ Permeability
/ Pharmacotherapy
/ Proteins
/ Proto-Oncogene Proteins c-jun - genetics
/ Proto-Oncogene Proteins c-jun - metabolism
/ Psychiatry
/ Regularization methods
/ Signal Transduction
/ Software
/ Support vector machines
/ Transcription factors
/ Tumor necrosis factor-TNF
2025
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Integrative analysis identifies IL-6/JUN/MMP-9 pathway destroyed blood-brain-barrier in autism mice via machine learning and bioinformatic analysis
Journal Article
Integrative analysis identifies IL-6/JUN/MMP-9 pathway destroyed blood-brain-barrier in autism mice via machine learning and bioinformatic analysis
2025
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Overview
Autism Spectrum Disorder (ASD) is a complex neurodevelopmental condition characterized by social communication deficits and restricted, repetitive behaviors. Growing evidence implicates neuroinflammation-induced blood-brain barrier (BBB) dysfunction as a key pathogenic mechanism in ASD, although the underlying molecular pathways remain poorly understood. This study aimed to identify critical genes linking BBB function and neuroinflammatory activation, with the ultimate goal of evaluating potential therapeutic targets. Through integrative analysis combining differential gene expression profiling with three machine learning algorithms - Least Absolute Shrinkage and Selection Operator (LASSO) regression, Support Vector Machine Recursive Feature Elimination (SVM-RFE), and RandomForest combined with eXtreme Gradient Boosting (XGBoost) - we identified four hub genes, with JUN emerging as a core regulator. JUN demonstrated strong associations with both BBB integrity and microglial activation in ASD pathogenesis. Using a maternal immune activation (MIA) mouse model of ASD, we observed significant downregulation of cortical tight junction proteins ZO-1 and occludin, confirmed through immunofluorescence and qPCR analysis. Bioinformatics analysis revealed a close correlation between JUN and IL-6/MMP-9 signaling in ASD-associated microglial activation. These findings were validated in vivo, with immunofluorescence and qPCR demonstrating elevated IL-6 and MMP-9 expression in ASD mice. Pharmacological intervention using ventricular JNK inhibitor administration effectively downregulated JUN and MMP-9 expression. In vitro studies using IL-6-stimulated BV-2 microglial cells replicated these findings, showing JNK inhibitor-mediated suppression of JUN and MMP-9 upregulation. These results collectively identify the IL-6/JUN/MMP-9 pathway as a specific mediator of barrier dysfunction in ASD, representing a promising target for personalized therapeutic interventions.
Publisher
Nature Publishing Group UK,Nature Publishing Group
Subject
/ 13/21
/ 13/51
/ 38/61
/ 38/77
/ 45
/ 82
/ Animals
/ Autism
/ Autism Spectrum Disorder - genetics
/ Autism Spectrum Disorder - immunology
/ Autism Spectrum Disorder - metabolism
/ Blood-Brain Barrier - metabolism
/ Datasets
/ Enzymes
/ Female
/ Kinases
/ Male
/ Matrix Metalloproteinase 9 - genetics
/ Matrix Metalloproteinase 9 - metabolism
/ Medicine
/ Mice
/ Neurodevelopmental disorders
/ Non-pharmacological intervention
/ Proteins
/ Proto-Oncogene Proteins c-jun - genetics
/ Proto-Oncogene Proteins c-jun - metabolism
/ Software
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