通过机器学习和生物信息学分析,综合分析IL-6/JUN/MMP-9通路破坏自闭症小鼠血脑屏障。

IF 5.8 1区 医学 Q1 PSYCHIATRY
Cong Hu, Heli Li, Jinru Cui, Yunjie Li, Feiyan Zhang, Hao Li, Xiaoping Luo, Yan Hao
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引用次数: 0

摘要

自闭症谱系障碍(ASD)是一种复杂的神经发育疾病,其特征是社会沟通缺陷和限制性重复行为。越来越多的证据表明,神经炎症诱导的血脑屏障(BBB)功能障碍是ASD的一个关键致病机制,尽管其潜在的分子途径尚不清楚。本研究旨在鉴定血脑屏障功能与神经炎症激活相关的关键基因,最终目的是评估潜在的治疗靶点。通过将差异基因表达谱与三种机器学习算法(最小绝对收缩和选择算子(LASSO)回归、支持向量机递归特征消除(SVM-RFE)和随机森林结合极端梯度增强(XGBoost))相结合的综合分析,我们确定了四个中心基因,其中JUN是核心调节基因。在ASD发病过程中,JUN与血脑屏障完整性和小胶质细胞激活密切相关。利用母体免疫激活(MIA)小鼠ASD模型,我们观察到皮质紧密连接蛋白ZO-1和occludin的显著下调,通过免疫荧光和qPCR分析证实了这一点。生物信息学分析显示,JUN与asd相关小胶质细胞激活中的IL-6/MMP-9信号密切相关。这些发现在体内得到了验证,免疫荧光和qPCR显示ASD小鼠中IL-6和MMP-9的表达升高。使用心室JNK抑制剂进行药物干预可以有效下调JUN和MMP-9的表达。使用il -6刺激的BV-2小胶质细胞进行的体外研究重复了这些发现,显示JNK抑制剂介导的JUN和MMP-9上调的抑制。这些结果共同确定了IL-6/JUN/MMP-9通路是ASD屏障功能障碍的特异性介质,代表了个性化治疗干预的有希望的靶点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integrative analysis identifies IL-6/JUN/MMP-9 pathway destroyed blood-brain-barrier in autism mice via machine learning and bioinformatic analysis.

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.

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来源期刊
CiteScore
11.50
自引率
2.90%
发文量
484
审稿时长
23 weeks
期刊介绍: Psychiatry has suffered tremendously by the limited translational pipeline. Nobel laureate Julius Axelrod''s discovery in 1961 of monoamine reuptake by pre-synaptic neurons still forms the basis of contemporary antidepressant treatment. There is a grievous gap between the explosion of knowledge in neuroscience and conceptually novel treatments for our patients. Translational Psychiatry bridges this gap by fostering and highlighting the pathway from discovery to clinical applications, healthcare and global health. We view translation broadly as the full spectrum of work that marks the pathway from discovery to global health, inclusive. The steps of translation that are within the scope of Translational Psychiatry include (i) fundamental discovery, (ii) bench to bedside, (iii) bedside to clinical applications (clinical trials), (iv) translation to policy and health care guidelines, (v) assessment of health policy and usage, and (vi) global health. All areas of medical research, including — but not restricted to — molecular biology, genetics, pharmacology, imaging and epidemiology are welcome as they contribute to enhance the field of translational psychiatry.
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