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Greater Increase in Hippocampal Activity During the Early Postnatal Period After Preterm Birth Is Associated With Better Cognitive and Motor Outcomes at 18 Months 早产后早期海马活动的增加与18个月时更好的认知和运动结果有关
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-10-31 DOI: 10.1002/dneu.23018
Anika Guha, Sharon K. Hunter, Kristina T. Legget, Maureen McHugo, Jason R. Tregellas

Establishing a proper balance between neuronal excitation (E) and inhibition (I) is essential for healthy brain development, with alterations in this dynamic linked to neurodevelopmental disorders. Animal models suggest that hippocampal activity rapidly increases in the early postnatal period, believed to support the development and stabilization of E/I neural circuitry. This process has not yet been examined in humans, however. Utilizing longitudinal data from the Developing Human Connectome Project, the present study evaluated the impact of early hippocampal activity and gestational age at birth on later outcomes in a cohort of preterm infants (N = 58). Hippocampal activity was assessed using the amplitude of low-frequency fluctuations (ALFF) derived from resting-state functional magnetic resonance imaging collected at two timepoints in the early postnatal period (prior to 20 weeks following birth). Increases in hippocampal activity during this early postnatal period predicted better cognitive and motor function at 18 months of age. Greater gestational age was associated with greater hippocampal activity increase between timepoints. Interestingly, no significant relationships were found between baseline hippocampal activity and 18-month outcomes, suggesting that dynamic changes rather than static measures may be especially sensitive to preterm birth and subsequent alterations in neurodevelopmental processes. These findings underscore the importance of changes in early hippocampal function and gestational age as key risk factors for future neurodevelopmental concerns.

在神经元兴奋(E)和抑制(I)之间建立适当的平衡对于健康的大脑发育至关重要,这种动态的改变与神经发育障碍有关。动物模型表明,海马活动在出生后早期迅速增加,这被认为支持E/I神经回路的发育和稳定。然而,这一过程尚未在人类身上得到检验。利用发育中的人类连接体项目的纵向数据,本研究评估了一组早产儿(N = 58)的早期海马活动和出生时胎龄对后期结局的影响。在产后早期(出生后20周之前)的两个时间点采集静息状态功能磁共振成像,利用低频波动幅度(ALFF)评估海马活动。产后早期海马活动的增加预示着18个月大时认知和运动功能的改善。孕龄越大,时间点之间海马活动增加越大。有趣的是,在基线海马活动和18个月的结果之间没有发现显著的关系,这表明动态变化而不是静态测量可能对早产和随后的神经发育过程的改变特别敏感。这些发现强调了早期海马功能和胎龄变化作为未来神经发育关注的关键危险因素的重要性。
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引用次数: 0
Investigating the Role of Zebrafish Retinoschisin Homologs Rs1a and Rs1b During Retinal Development 研究斑马鱼视网膜裂素同源物Rs1a和Rs1b在视网膜发育中的作用
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-10-31 DOI: 10.1002/dneu.23012
Isa van der Veen, Céline Koster, Jacoline B. Ten Brink, Maarten Kamermans, Camiel J. F. Boon

Deficiency in the retinoschisin protein (RS1) causes X-linked juvenile retinoschisis (XLRS), a retinal degenerative disease that disrupts retinal layers and forms cystic cavities. In addition to its structural function, RS1 is believed to play a role in retinal development. A zebrafish model may provide insights into the role of Rs1 in the earliest stages of retinal development. To explore this, we created a zebrafish model with RS1 deficiency by knocking down the two homologs, Rs1a and Rs1b.

Gene expression and protein presence were assessed in Wildtype Tüpfel Longfin zebrafish at 1, 24, 48, 72, 96, and 120 h post-fertilization (hpf). We then performed morpholino (MO)-mediated knockdown targeting rs1a and rs1b mRNA, using scrambled oligos (SC) as controls. MOs or SCs were injected at the 1–4 cell stage, and samples were collected at 48, 72, 96, and 120 h post-fertilization (hpf). The effects were analyzed using immunohistochemistry (IHC) and RNA sequencing.

Expression of rs1a and rs1b was first observed at 48 hpf. The successful knockdown of Rs1 was confirmed via IHC. At 72 hpf, Rs1 protein presence was eliminated without affecting overall embryo development. Transcriptional analysis showed enrichment of genes related to axon guidance at 72 hpf and visual perception at 96 hpf. On IHC, photoreceptor protein levels were lower in MO-injected retinae at 96 and 120 hpf. Our findings align with those observed in rodent and organoid models for XLRS, demonstrate the potential of the zebrafish model for XLRS, and advocate for continued research on Rs1 in zebrafish.

视网膜裂素蛋白(RS1)缺乏导致x连锁少年视网膜裂(XLRS),这是一种视网膜退行性疾病,破坏视网膜层并形成囊性空洞。除了其结构功能外,RS1被认为在视网膜发育中起作用。斑马鱼模型可能提供Rs1在视网膜发育早期阶段的作用的见解。为了探索这一点,我们通过敲除两个同源物Rs1a和Rs1b,创建了一个RS1缺失的斑马鱼模型。分别在受精后1、24、48、72、96和120 h对野生型 pfel长鳍斑马鱼的基因表达和蛋白存在进行了检测。然后,我们使用搅乱寡核苷酸(SC)作为对照,对rs1a和rs1b mRNA进行了morpholino (MO)介导的敲低。在1-4个细胞期注射MOs或SCs,并在受精后48、72、96和120 h采集样品。采用免疫组化(IHC)和RNA测序分析其作用。rs1a和rs1b在48hpf时首次表达。通过免疫组化证实了Rs1的成功敲除。在72 hpf时,Rs1蛋白的存在被消除,但不影响胚胎的整体发育。转录分析显示,在72 hpf和96 hpf时,与轴突引导和视觉感知相关的基因富集。在免疫组化实验中,注射mo的视网膜在96和120 hpf时光感受器蛋白水平较低。我们的研究结果与在啮齿动物和类器官XLRS模型中观察到的结果一致,证明了斑马鱼XLRS模型的潜力,并主张继续研究斑马鱼的Rs1。
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引用次数: 0
Facial Morphometric Features in Autism Spectrum Disorder: Preliminary Findings From Canonical Discriminant Analysis 自闭症谱系障碍的面部形态特征:典型判别分析的初步发现。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-10-28 DOI: 10.1002/dneu.23011
Fethiye Kılıçaslan, Serdar Babacan, Bahaddin Çolak, Huseyin Bayazit, Mustafa Deniz

Autism spectrum disorder (ASD) is a neurodevelopmental condition characterized by impairments in social communication and the presence of restricted, repetitive behaviors. Although there is no cure for ASD, early diagnosis and evidence-based interventions can significantly improve developmental outcomes. However, many children are diagnosed later than recommended, limiting timely access to appropriate support services. This proof-of-concept study examines whether facial morphometric characteristics, analyzed through canonical discriminant analysis (CDA), can differentiate children with ASD from their typically developing (TD) peers. The study included 40 children diagnosed with ASD and 40 age- and gender-matched TD controls. Standardized facial photographs were taken in the Frankfurt Horizontal plane in accordance with biometric photography guidelines. Anthropometric landmarks were identified, and inter-landmark distances were measured using the ImageJ software. CDA was then performed in SPSS 28.0 to develop a statistical classification model. CDA was conducted to differentiate ASD and TD groups based on facial morphometric features. While overall facial morphology alone did not significantly distinguish the groups, specific regions—particularly the eyes and lips—showed significant discriminatory power. The nasal profile demonstrated moderate differentiation, and the strongest separation was achieved when combining overall facial and organ-specific features, with a canonical correlation of 0.74 and a significant Wilks’ Lambda (Λ = 0.453, χ²(8) = 58.651, p 〈 0.001). The present findings suggest that specific facial regions, particularly the eyes and lips, may carry morphometric features that significantly differentiate children with ASD from their TD peers. While overall facial morphology alone did not provide sufficient discrimination, combining overall facial and organ-specific measurements improved group separation (canonical correlation = 0.74). These results should be regarded as preliminary, highlighting the potential of facial morphometrics as a supplementary, non-invasive research tool. External validation with larger, ethnically diverse samples remains essential before any clinical or screening applicability can be considered

自闭症谱系障碍(ASD)是一种神经发育障碍,其特征是社会沟通障碍和限制性重复行为的存在。尽管ASD无法治愈,但早期诊断和循证干预可以显著改善发育结果。然而,许多儿童的诊断时间晚于建议时间,限制了他们及时获得适当的支持服务。这项概念验证性研究探讨了通过典型判别分析(CDA)分析的面部形态特征是否可以将ASD儿童与正常发育(TD)儿童区分开来。该研究包括40名被诊断为ASD的儿童和40名年龄和性别匹配的TD对照组。按照生物识别摄影准则,在法兰克福水平面上拍摄标准化的面部照片。利用ImageJ软件确定人体测量地标,并测量地标间距离。然后在SPSS 28.0中进行CDA分析,建立统计分类模型。基于面部形态特征进行CDA区分ASD和TD组。虽然整体的面部形态本身并不能明显区分这两个群体,但特定的区域——尤其是眼睛和嘴唇——显示出明显的区分能力。鼻廓表现出中度分化,当结合整体面部和器官特异性特征时,分离程度最高,典型相关为0.74,Wilks’Lambda显著(Λ = 0.453, χ²(8)= 58.651,p < 0.001)。目前的研究结果表明,特定的面部区域,特别是眼睛和嘴唇,可能携带形态特征,这些特征可以显著区分ASD儿童和TD儿童。虽然单独的整体面部形态不能提供足够的区分,但结合整体面部和器官特异性测量可以改善组分离(典型相关= 0.74)。这些结果应该被认为是初步的,突出了面部形态测量作为一种补充的、非侵入性的研究工具的潜力。在考虑任何临床或筛选适用性之前,使用更大的、不同种族的样本进行外部验证仍然是必要的。
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引用次数: 0
Effect of 900 MHz Electromagnetic Field Exposure During Different Trimesters of Pregnancy on TRPM2-Mediated Ferroptosis and Neurotoxicity in the Trigeminal Ganglion of Rats: Protective Role of Ferrostatin-1 妊娠不同时期900 MHz电磁场暴露对trpm2介导的大鼠三叉神经节铁凋亡和神经毒性的影响:铁抑素-1的保护作用
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-10-28 DOI: 10.1002/dneu.23013
Yener Yazğan, Kıymet Kübra Tüfekci, Betül Yazğan, Musa Tatar

Electromagnetic field (EMF) exposure, unavoidable in modern life, is linked to oxidative stress and ferroptosis, processes linked to neurodevelopmental disorders. This study investigated the effects of EMF exposure during different pregnancy trimesters on rat offspring trigeminal ganglia (TGs), focusing on transient receptor potential melastatin 2 (TRPM2) ion channels, and assessed the neuroprotective potential of ferrostatin-1 (Fer), a ferroptosis inhibitor, against EMF-induced damage. Pregnant rats were exposed to 900 MHz EMF for 2 h/day during early (1–7 days, EMF 1), mid (8–14 days, EMF 2), or late (15–21 days, EMF 3) gestation. Fer (2.5 µmol/kg, i.p.) was administered immediately after daily EMF exposure in Fer treatment groups. Offspring TG tissues were analyzed on postnatal Day 28 using histopathological, immunohistochemical, and biochemical approaches. EMF exposure significantly reduced antioxidant capacity and elevated lipid peroxidation, reactive oxygen species (ROS), pro-inflammatory cytokines, apoptotic markers, and TRPM2 activation, with the most pronounced alterations in mid-gestation exposure. Fer administration largely normalized these parameters and reduced structural damage in TG. In conclusion, these findings suggest that prenatal EMF triggers ferroptotic/apoptotic neurodegeneration via TRPM2, and that Fer holds promise as a neuroprotective agent.

电磁场暴露在现代生活中是不可避免的,它与氧化应激和铁下垂有关,这些过程与神经发育障碍有关。本研究探讨了不同妊娠期EMF暴露对大鼠子代三叉神经节(TGs)的影响,重点研究了瞬时受体电位美拉他汀2 (TRPM2)离子通道,并评估了铁松弛抑制剂他汀-1 (Fer)对EMF诱导损伤的神经保护潜力。孕鼠在妊娠早期(1-7天,EMF 1)、中期(8-14天,EMF 2)或晚期(15-21天,EMF 3)暴露于900 MHz EMF 2小时/天。铁处理组在每日EMF暴露后立即给予铁(2.5µmol/kg, i.p.)。使用组织病理学、免疫组织化学和生化方法分析出生后第28天子代TG组织。EMF暴露显著降低了抗氧化能力,提高了脂质过氧化、活性氧(ROS)、促炎细胞因子、凋亡标志物和TRPM2激活,其中妊娠中期暴露的变化最为明显。给药后,这些参数基本正常化,减少了TG的结构损伤。总之,这些发现表明,产前EMF通过TRPM2触发铁性/凋亡性神经退行性变性,并且Fer有望成为神经保护剂。
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引用次数: 0
Silent Synapses in Multiple Sclerosis: From Synaptic Dysfunction to Reactivation-Based Therapies—A Narrative Review of Cognitive and Neuroplasticity Outcomes 多发性硬化症中的沉默突触:从突触功能障碍到基于再激活的治疗——对认知和神经可塑性结果的叙述性回顾。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-10-23 DOI: 10.1002/dneu.23014
Zinab Alatawi

Silent synapses in multiple sclerosis (MS) represent a key yet underexplored concept in the pathology of this disease, playing a crucial role in cognitive impairments and reduced neuroplasticity. These synapses, due to the inactivity of AMPA receptors under pathological conditions, are unable to efficiently transmit neural signals, leading to disrupted neural communication. This dysfunction is particularly influenced by chronic inflammation, alterations in neurotransmitter dynamics, and a reduction in neurotrophic factors in MS patients. One of the key aspects of understanding silent synapses is that they not only have the potential for reactivation, but they can also contribute to the restoration of neural networks by re-establishing neuroplasticity. Recent research has shown that targeted treatments, including activating NMDA receptors, increasing brain-derived neurotrophic factor (BDNF), and using drugs like ketamine, help restore patients’ cognitive function. Apart from pharmacological therapies, non-pharmacological strategies also include cognitive rehabilitation, physical activity, and noninvasive brain stimulation, which might promote synaptic plasticity and consequently quality of life. Therefore, reactivating latent synapses as a novel and interesting therapy strategy could not only improve cognitive performance in MS patients but also open the road for fresh methods to mend the nervous system and increase their quality of life. Though its specific form has not yet been thoroughly investigated, this approach offers great promise to become a viable MS treatment.

多发性硬化症(MS)中的沉默突触是该疾病病理学中一个关键但尚未被充分探索的概念,在认知障碍和神经可塑性降低中起着至关重要的作用。这些突触在病理状态下由于AMPA受体不活跃,无法有效传递神经信号,导致神经通讯中断。这种功能障碍特别受慢性炎症、神经递质动力学改变和MS患者神经营养因子减少的影响。理解沉默突触的一个关键方面是,它们不仅具有重新激活的潜力,而且还可以通过重建神经可塑性来促进神经网络的恢复。最近的研究表明,包括激活NMDA受体、增加脑源性神经营养因子(BDNF)和使用氯胺酮等药物在内的靶向治疗有助于恢复患者的认知功能。除药物治疗外,非药物治疗策略还包括认知康复、身体活动和无创脑刺激,这可能会促进突触可塑性,从而提高生活质量。因此,重新激活潜在突触作为一种新颖而有趣的治疗策略,不仅可以改善MS患者的认知能力,而且为修复神经系统和提高生活质量开辟了新的方法。虽然其具体形式尚未被彻底研究,但这种方法有望成为一种可行的多发性硬化症治疗方法。
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引用次数: 0
Administering MSC-Derived Exosomes After Hypoxia-Induced Seizures in Neonatal Rats Improved Cognitive Function and Delayed the Onset of Epilepsy in Adulthood, Likely by Reducing Inflammation and Oxidative Stress 在新生大鼠缺氧诱导癫痫发作后给予msc衍生外泌体可改善认知功能并延迟成年癫痫发作,可能是通过减少炎症和氧化应激。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-10-20 DOI: 10.1002/dneu.23010
Parisa Arvin, Maryam Khombi Shooshtari, Ali Asadirad, Kowsar Bavarsad, Azam Asgarihafshejani, Yaghoob Farbood, Alireza Sarkaki, Samireh Ghafouri

Hypoxia-induced neonatal seizures (HINSs) are a major cause of long-term cognitive deficits and heightened epilepsy risk in adulthood. Early inflammatory responses following HINS contribute to these pathological outcomes. This study examined the sustained neuroprotective benefits of exosomes derived from mesenchymal stem cells (MSC-exosomes) in a rat model of HINS, leveraging their anti-inflammatory and neuroregenerative properties. Forty-nine male and female Wistar rats were divided into four groups: (1) control + saline, (2) control + exosome, (3) hypoxia + saline, and (4) hypoxia + exosome. Neonatal rats (postnatal day 10) were subjected to hypoxia (5% O2 for 15 min). Sixty minutes after the onset of hypoxia induction, pups received either MSC-exosomes (30 µg/100 µL) or saline for 12 consecutive days (lactation period). Behavioral tests, hippocampal tissue analysis (for RT-PCR and oxidative stress markers), and pentylenetetrazole (PTZ) kindling were performed at P60–P61.

The study revealed that treatment with exosomes improved memory performance and reduced anxiety-like behaviors in the hypoxia-exposed group, as evidenced by the novel object recognition and elevated plus maze tests. These benefits were linked to decreased oxidative stress (lower malondialdehyde/MDA levels), reduced pro-inflammatory markers (interleukin-6 [IL-6] and tumor necrosis factor-α [TNF-α]), and increased anti-inflammatory signaling (higher IL-10) in the hippocampus. Although exosome therapy delayed the onset of epileptogenesis, it did not lessen the intensity of seizures. The results indicate that administering MSC-derived exosomes after HINS can reduce susceptibility to PTZ-induced kindling, alleviate neuroinflammation, regulate oxidative stress, and protect against long-term cognitive impairments. Together, these findings highlight the potential of exosome-based interventions in mitigating the delayed neurological effects of HINS during adolescence.

缺氧引起的新生儿癫痫发作(HINSs)是成年期长期认知缺陷和癫痫风险增加的主要原因。HINS后的早期炎症反应有助于这些病理结果。本研究利用其抗炎和神经再生特性,在HINS大鼠模型中检测了来自间充质干细胞(msc -exosome)的外泌体的持续神经保护作用。将49只雄性和雌性Wistar大鼠分为4组:(1)对照组+生理盐水组,(2)对照组+外泌体组,(3)缺氧+生理盐水组,(4)缺氧+外泌体组。新生大鼠(出生后第10天)缺氧(5% O2, 15分钟)。缺氧诱导开始60分钟后,幼崽接受msc外泌体(30µg/100µL)或生理盐水连续12天(哺乳期)。行为测试、海马组织分析(用于RT-PCR和氧化应激标志物)和戊四唑(PTZ)点燃P60-P61。研究表明,外泌体治疗改善了缺氧暴露组的记忆表现,减少了焦虑样行为,这一点得到了新的物体识别和升高的迷宫测试的证明。这些益处与降低氧化应激(降低丙二醛/丙二醛水平),降低促炎标志物(白细胞介素-6 [IL-6]和肿瘤坏死因子-α [TNF-α])以及增加海马中的抗炎信号(更高的IL-10)有关。虽然外泌体治疗延缓了癫痫发生的发生,但它并没有减轻癫痫发作的强度。结果表明,在HINS后给予mscs来源的外泌体可以降低ptz诱导的易感性,减轻神经炎症,调节氧化应激,并保护长期认知障碍。总之,这些发现强调了基于外泌体的干预在减轻青少年期HINS的延迟神经系统影响方面的潜力。
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引用次数: 0
Declines in Oxytocin Receptor Density and Social Behavior Across a Dispersal-Like Transition in Solitary Hamsters 在孤立仓鼠的分散样过渡中,催产素受体密度和社会行为的下降。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-10-20 DOI: 10.1002/dneu.23005
Annaliese K. Beery, Nicole S. Lee, Emma M. Cooke

Mammals are born into social groups: even species that become solitary begin life seeking social contact with family members. For solitary mammals, dispersal thus marks a major geographic and social transition from their natal group. This transition may be promoted by reduced social tolerance for and reduced interest in family members, and/or by unrelated factors such as increased exploration and activity. Dispersal may also coincide with other developmental events such as weaning or puberty. We investigated developmental changes in oxytocin receptor density in two solitary hamster species (Syrian hamsters: Mesocricetus auratus and Siberian hamsters: Phodopus sungorus) that disperse to individual burrows in the wild. We quantified oxytocin receptor density prior to and after separation from the natal group to determine whether and how neurobiological changes coincide with changes in social behavior. We also quantified transitions in social behavior across development in Syrian hamsters at 2.5, 4, and 8 weeks. Oxytocin receptor densities and distributions reorganized substantially from pre- to post-dispersal ages in both species. Binding decreased across brain regions, with declines in binding in the endopiriform nucleus of both species, and the greatest reduction in hippocampal CA2 of Syrian hamsters. All metrics of social interest and interaction declined across the 2.5–8 week interval—consistent with transition to a solitary lifestyle—except play behavior which peaked in the characteristic juvenile range. Developmental decline in oxytocin receptor density and oxytocin signaling may support transitions in social behavior in solitary mammals.

哺乳动物出生在社会群体中:即使是独居的物种也开始寻求与家庭成员的社会联系。因此,对于独居的哺乳动物来说,迁徙标志着它们从出生群体向地理和社会的重大转变。这种转变可能是由于社会对家庭成员的容忍度降低和兴趣降低,和/或由于不相关的因素,如探索和活动的增加,而促进的。分散也可能与其他发育事件同时发生,如断奶或青春期。我们研究了两种孤立的仓鼠(叙利亚仓鼠:Mesocricetus auratus和西伯利亚仓鼠:Phodopus sungorus)在野外分散到单个洞穴后催产素受体密度的发育变化。我们量化了与出生组分离前后的催产素受体密度,以确定神经生物学变化是否以及如何与社会行为的变化相一致。我们还量化了叙利亚仓鼠在2.5周、4周和8周发育过程中社会行为的转变。在这两个物种中,催产素受体的密度和分布从扩散前到扩散后都有很大的重组。大脑各区域的结合减少,两种动物的虹膜内核的结合减少,叙利亚仓鼠海马CA2的减少最大。在2.5-8周的时间间隔内,所有的社会兴趣和互动指标都在下降,这与向孤独生活方式的过渡是一致的,除了游戏行为在典型的青少年时期达到顶峰。催产素受体密度和催产素信号的发育下降可能支持独居哺乳动物社会行为的转变。
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引用次数: 0
Real-Time Classification for EEG Data in Children With ASD Using Deep Learning Techniques 基于深度学习技术的ASD儿童脑电图数据实时分类
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-10-20 DOI: 10.1002/dneu.23009
Lekshmylal P. L., Suresh Kumar E., Ashalatha Radhakrishnan, Shiny G.

Autism spectrum disorder (ASD) presents unique challenges in diagnosis and treatment, necessitating innovative approaches to understanding its underlying neurophysiological mechanisms. Real-time classification of electroencephalography (EEG) data in children with ASD faces significant challenges due to variability in EEG signals caused by individual differences in brain activity, age, and behavioral states, complicating robust algorithm development. This study develops and validates a deep learning–based framework for real-time EEG classification in children with ASD, aiming to enhance diagnostic accuracy and enable timely interventions. The dataset includes EEG recordings from 60 children (30 with ASD and 30 typically developing), representing diverse age groups and behavioral profiles to improve generalizability. Pre-processing removes noise and artifacts through segmentation, short-time Fourier transform (STFT), and independent component analysis (ICA). Grid search optimization (GSO) enhances model performance by systematically searching hyperparameter combinations to find the optimal configuration. A hybrid convolutional neural network (CNN)–long short-term memory (LSTM) framework is proposed, combining convolutional layers for spatial feature extraction with LSTM layers for temporal sequence modeling. This hybrid model is the primary proposed solution for real-time EEG classification due to its ability to capture both spatial and temporal features critical for interpreting sequential EEG data in children with ASD. The model achieves an accuracy of 87.5%, a precision of 85.0%, a recall of 90.0%, and an F1 score of 87.5% implemented using MATLAB software. In comparison, ResNet, a baseline deep CNN model, achieves slightly higher accuracy (89.1%) but lacks temporal modeling capabilities essential for sequential EEG interpretation. Despite ResNet's marginally higher accuracy, the hybrid CNN–LSTM is favored as the final model for its superior temporal modeling, critical in EEG analysis. Future work may include real-time feedback mechanisms, mobile application development, and longitudinal data expansion.

自闭症谱系障碍(ASD)在诊断和治疗方面面临着独特的挑战,需要创新的方法来理解其潜在的神经生理机制。由于脑活动、年龄和行为状态的个体差异导致脑电图信号的变异性,使得ASD儿童脑电图(EEG)数据的实时分类面临重大挑战,这使得鲁棒算法的开发变得复杂。本研究开发并验证了一种基于深度学习的ASD儿童实时脑电图分类框架,旨在提高诊断准确性和及时干预。该数据集包括60名儿童的脑电图记录(30名患有ASD, 30名正常发育),代表不同的年龄组和行为特征,以提高概括性。预处理通过分割、短时傅立叶变换(STFT)和独立分量分析(ICA)去除噪声和伪影。网格搜索优化(GSO)通过系统地搜索超参数组合来找到最优配置,从而提高模型的性能。提出了一种混合卷积神经网络(CNN)长短期记忆(LSTM)框架,将用于空间特征提取的卷积层与用于时间序列建模的LSTM层相结合。这种混合模型是实时脑电图分类的主要解决方案,因为它能够捕获空间和时间特征,这对解释ASD儿童的连续脑电图数据至关重要。该模型的准确率为87.5%,精密度为85.0%,召回率为90.0%,通过MATLAB软件实现的F1分数为87.5%。相比之下,基线深度CNN模型ResNet的准确率略高(89.1%),但缺乏时序脑电图解释所必需的时间建模能力。尽管ResNet的准确率略高,但CNN-LSTM混合模型因其优越的时间建模而受到青睐,这在脑电图分析中至关重要。未来的工作可能包括实时反馈机制、移动应用程序开发和纵向数据扩展。
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引用次数: 0
Neurodevelopmental Impact of Prenatal Stress: A Proteomic Analysis of Myelination Disruptions in the Avian Embryo 产前应激对神经发育的影响:鸟类胚胎髓鞘形成中断的蛋白质组学分析。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-10-14 DOI: 10.1002/dneu.23003
Bela Gaertner, Gabriela Morosan-Puopolo, Beate Brand-Saberi, Charmaine Schücke, Darius Saberi, Katharina Klöster, Simon Faissner, Katrin Marcus, Morris Gellisch, Britta Eggers

Prenatal stress, mediated by elevated glucocorticoid (GC) levels, is a relevant modulator of fetal brain development and a known risk factor for neurodevelopmental disorders. Using the avian embryo as a vertebrate model, we injected corticosterone into the yolk on embryonic day 6 (E6) and assessed neurodevelopmental outcomes at day 14 (E14). Through deep proteomic profiling — quantifying over 6500 proteins — we uncovered a robust molecular signature of stress-induced disruption. Key myelin-associated proteins (myelin basic protein [MBP], PLP1, 2′,3′-cyclic-nucleotide 3′-phosphodiesterase [CNP]) were markedly downregulated, indicating impaired oligodendrocyte maturation. These proteomic shifts were corroborated by immunohistochemistry and qPCR. Pathway-level analysis pointed to altered MAPK and AKT signaling as putative mediators of the observed phenotype. Our findings mirror previous mammalian data while highlighting the avian model's unique suitability for mechanistic dissection of prenatal stress effects. This study offers new insight into how early GC exposure impairs glial development, with broader implications for understanding the molecular origins of stress-linked brain vulnerability.

由糖皮质激素(GC)水平升高介导的产前应激是胎儿大脑发育的相关调节剂,也是已知的神经发育障碍的危险因素。以禽类胚胎作为脊椎动物模型,我们在胚胎第6天(E6)向蛋黄中注射皮质酮,并在第14天(E14)评估神经发育结果。通过深入的蛋白质组学分析——对6500多种蛋白质进行定量分析——我们发现了应激诱导破坏的强大分子特征。髓鞘相关关键蛋白(髓鞘碱性蛋白[MBP], PLP1, 2',3'-环核苷酸3'-磷酸二酯酶[CNP])明显下调,表明少突胶质细胞成熟受损。免疫组织化学和qPCR证实了这些蛋白质组变化。通路水平分析指出,改变的MAPK和AKT信号可能是观察到的表型的介质。我们的发现反映了以前的哺乳动物数据,同时强调了鸟类模型独特的适用性,用于产前应激效应的机械解剖。这项研究为早期GC暴露如何损害神经胶质发育提供了新的见解,对理解与压力相关的大脑易感性的分子起源具有更广泛的意义。
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引用次数: 0
Cuminaldehyde, a Hopeful Agent, Mitigates Autistic-Like Behaviors, Combating Hippocampal Neuroinflammation in Maternal Separation Stress Model in Male Mice Cuminaldehyde:一种有希望的药物,减轻自闭症样行为,对抗母体分离应激模型雄性小鼠海马神经炎症。
IF 2.3 4区 医学 Q2 DEVELOPMENTAL BIOLOGY Pub Date : 2025-10-14 DOI: 10.1002/dneu.23008
Alireza Gholipour Shahraki, Fariba Houshmand, Elham Saghaei, Hossein Amini-Khoei

Background and aim

Autism spectrum disorder (ASD) is a neurodevelopmental disorder that appears in the earliest ages of the lifespan. The causes of ASD remain anonymous, although immunological, genetic, biological, and psychosocial theories have been proposed. Stresses during early life, such as maternal separation (MS), are one of the psychosocial causes of ASD. The neuroimmune response is complicated in the pathophysiology of ASD. Cuminaldehyde (CA) has different pharmacological effects, such as anti-inflammatory properties. This study aimed to explore effects of CA on autistic-like behaviors in maternally separated mice with respect to its probable anti-neuroinflammatory effects.

Methods

Forty male mice were randomly allocated to five groups, including control mice administered with normal saline, and MS groups received normal saline and CA with doses of 5, 25, 50 mg/kg intraperitoneally for 14 continuous days. The three-chamber sociability, the resident–intruder, and shuttle box tests were performed. Subsequently, mice were euthanized, and the expression of the NLRP3, TLR4, HMGB1, and IL-1β genes in the hippocampus was investigated using real-time PCR.

Results

MS mice showed diminished sociability preference, damaged passive avoidance memory, as well as aggressive behaviors. Behaviors related to autism in MS mice are associated with a rise in the expression of inflammatory markers in the hippocampus. CA reversed the deleterious effects of MS on behaviors, in addition to a decrease in the expression of inflammatory genes in the hippocampus.

Conclusion

CA, via attenuation of neuroimmune reaction in the hippocampus, partially mitigated autistic-like behaviors in the MS mouse model.

背景与目的:自闭症谱系障碍(ASD)是一种出现在生命早期的神经发育障碍。虽然已经提出了免疫学、遗传学、生物学和社会心理方面的理论,但自闭症的病因仍不清楚。早期生活中的压力,如母亲分离(MS),是ASD的社会心理原因之一。神经免疫反应在ASD的病理生理中是复杂的。孜然醛(CA)具有不同的药理作用,如抗炎特性。本研究旨在探讨CA对母分离小鼠自闭症样行为的影响及其可能的抗神经炎症作用。方法:将40只雄性小鼠随机分为5组,对照组小鼠灌胃生理盐水,MS组小鼠灌胃生理盐水和CA,剂量分别为5、25、50 mg/kg,连续灌胃14 d。进行了三室社交性、居住者-入侵者和穿梭箱测试。随后,对小鼠实施安乐死,采用real-time PCR检测海马NLRP3、TLR4、HMGB1和IL-1β基因的表达。结果:MS小鼠社交偏好降低,被动回避记忆受损,攻击行为受损。在多发性硬化症小鼠中,与自闭症相关的行为与海马体中炎症标志物表达的增加有关。CA逆转了MS对行为的有害影响,并减少了海马中炎症基因的表达。结论:CA通过减弱海马神经免疫反应,部分减轻了MS小鼠模型的自闭症样行为。
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引用次数: 0
期刊
Developmental Neurobiology
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