Cell Adhesion Molecules, Neuronal

细胞粘附分子,
  • 文章类型: Journal Article
    这项研究旨在证明活化的白细胞粘附分子(ALCAM)的潜力,血红素结合蛋白(HPX),和过氧化物酶6(PRDX6)作为系统性红斑狼疮(SLE)的尿液生物标志物。
    收集了来自AjouLupus队列的138名韩国SLE患者和39名健康对照(HC)的尿液样本。使用ALCAM特异性酶联免疫吸附测定试剂盒分析尿液生物标志物的浓度,HPX,和PRDX6。进行受试者工作特征(ROC)曲线分析以评估诊断实用性,和Pearson的相关性分析来评估疾病活动和尿液生物标志物之间的关系。
    SLE患者和狼疮性肾炎(LN)患者显示ALCAM明显升高,HPX,和PRDX6水平与HC相比。ALCAM,HPX,和PRDX6显示出显著的诊断价值,尤其是狼疮性肾炎(LN),ALCAM的LN工作特征曲线下面积为0.850(95%CI,0.778-0.921),HPX为0.781(95%CI,0.695-0.867),PRDX6为0.714(95%CI,0.617-0.812)。相关分析表明,所有蛋白质均与抗双链DNA抗体(ALCAM,r=0.350,p<0.001;HPX,r=0.346,p<0.001;PRDX6,r=0.191,p=0.026)和SLEDAI(ALCAM,r=0.526,p<0.001;HPX,r=0.479,p<0.001;PRDX6,r=0.262,p=0.002)。这些患者的三种生物标志物水平的随访结果显示显着下降,显示与SLEDAI-2k分数变化呈正相关(ALCAM,r=0.502,p<0.001;HPX,r=0.475,p<0.001;PRDX6,r=0.245,p=0.026),表明它们作为跟踪疾病活动的指标的潜力。
    尿ALCAM,HPX,PRDX6水平在韩国SLE患者中具有诊断价值并反映疾病活动,强调其非侵入性监测和治疗反应评估的潜力。
    UNASSIGNED: This study aimed to demonstrate the potential of activated leukocyte cell adhesion molecule (ALCAM), hemopexin (HPX), and peroxiredoxin 6 (PRDX6) as urine biomarkers for systemic lupus erythematosus (SLE).
    UNASSIGNED: Urine samples were collected from 138 Korean patients with SLE from the Ajou Lupus Cohort and 39 healthy controls (HC). The concentrations of urine biomarkers were analyzed using enzyme-linked immunosorbent assay kits specific for ALCAM, HPX, and PRDX6, respectively. Receiver operating characteristic (ROC) curve analysis was performed to evaluate the diagnostic utility, and Pearson\'s correlation analysis was conducted to assess the relationships between the disease activity and urine biomarkers.
    UNASSIGNED: Patients with SLE and patients with lupus nephritis (LN) showed significantly elevated ALCAM, HPX, and PRDX6 levels compared with HCs. ALCAM, HPX, and PRDX6 showed significant diagnostic values, especially for lupus nephritis (LN), with areas under the receiver operating characteristic curve for LN was 0.850 for ALCAM (95% CI, 0.778-0.921), 0.781 for HPX (95% CI, 0.695-0.867), and 0.714 for PRDX6 (95% CI, 0.617-0.812). Correlation analysis revealed that all proteins were significantly associated with anti-double stranded DNA antibody (ALCAM, r = 0.350, p < 0.001; HPX, r = 0.346, p < 0.001; PRDX6, r = 0.191, p = 0.026) and SLEDAI (ALCAM, r = 0.526, p < 0.001; HPX, r = 0.479, p < 0.001; PRDX6, r = 0.262, p = 0.002). Results from the follow-up of the three biomarker levels in these patients revealed a significant decrease, showing a positive correlation with changes in SLEDAI-2k scores (ALCAM, r = 0.502, p < 0.001; HPX, r = 0.475, p < 0.001; PRDX6, r = 0.245, p = 0.026), indicating their potential as indicators for tracking disease activity.
    UNASSIGNED: Urinary ALCAM, HPX, and PRDX6 levels have diagnostic value and reflect disease activity in Korean patients with SLE, emphasizing their potential for non-invasive monitoring and treatment response evaluation.
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  • 文章类型: Journal Article
    MDGA(含有糖基磷脂酰肌醇锚的MAM结构域)家族蛋白先前被鉴定为突触抑制因子。然而,各种遗传操作往往产生了不可调和的结果,排除了对MDGA功能的精确评估。这里,我们发现,在培养的海马神经元中,MDGA1和MDGA2的条件性缺失导致突触数量的特定改变,基础突触传递,GABA能和谷氨酸能突触的突触强度,分别。此外,MDGA2缺失增强了N-甲基-D-天冬氨酸(NMDA)受体和α-氨基-3-羟基-5-甲基异恶唑-4-丙酸(AMPA)受体介导的突触后反应。引人注目的是,MDGA1和MDGA2的消融消除了由于突触活动的慢性阻断而消除的单个MDGA的删除作用。分子替代实验进一步表明,MDGA1需要meprin/A5蛋白/PTPmu(MAM)结构域,而MDGA2通过神经凝集素依赖性和/或MAM结构域依赖性途径调节不同的突触后特性。一起,我们的数据表明,MDGA旁系同源物作为不同突触类型的活动依赖性突触后组织的独特负调节因子,并共同促进兴奋-抑制平衡的调整。
    MDGA (MAM domain containing glycosylphosphatidylinositol anchor) family proteins were previously identified as synaptic suppressive factors. However, various genetic manipulations have yielded often irreconcilable results, precluding precise evaluation of MDGA functions. Here, we found that, in cultured hippocampal neurons, conditional deletion of MDGA1 and MDGA2 causes specific alterations in synapse numbers, basal synaptic transmission, and synaptic strength at GABAergic and glutamatergic synapses, respectively. Moreover, MDGA2 deletion enhanced both N-methyl-D-aspartate (NMDA) receptor- and α-amino-3-hydroxy-5-methylisoxazole-4-propionic acid (AMPA) receptor-mediated postsynaptic responses. Strikingly, ablation of both MDGA1 and MDGA2 abolished the effect of deleting individual MDGAs that is abrogated by chronic blockade of synaptic activity. Molecular replacement experiments further showed that MDGA1 requires the meprin/A5 protein/PTPmu (MAM) domain, whereas MDGA2 acts via neuroligin-dependent and/or MAM domain-dependent pathways to regulate distinct postsynaptic properties. Together, our data demonstrate that MDGA paralogs act as unique negative regulators of activity-dependent postsynaptic organization at distinct synapse types, and cooperatively contribute to adjustment of excitation-inhibition balance.
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  • 文章类型: Journal Article
    常规的1型树突状细胞(cDC1)是抗肿瘤T细胞应答的关键调节因子。癌组织中cDC1和CD8T细胞之间的细胞间接触的结构和丰度对于确定T细胞应答的结果是重要的。然而,在癌症进展过程中控制cDC1-CD8相互作用稳定性的分子决定簇仍未得到充分研究.这里,我们建立了一个非小细胞肺癌的遗传模型,该模型与荧光cDC1报告基因(KP-XCR1venus)交叉,以允许在不同肿瘤分期的肿瘤组织中检测cDC1-CD8T细胞簇.我们发现cDC1-CD8簇在肿瘤发展的早期阶段是丰富和有生产力的,但在晚期肿瘤中逐渐减少。转录谱分析和流式细胞术鉴定了粘附分子ALCAM/CD166(活化的白细胞粘附分子,CD6的配体)在肺cDC1中高度表达,在晚期肿瘤中显着下调。对人类数据集的分析表明,ALCAM在非小细胞肺癌中下调,其表达与更好的预后相关。机械上,在肺cDC1上触发ALCAM诱导细胞骨架重塑和接触形成,而其阻断阻止T细胞活化。一起,我们的结果表明,ALCAM是重要的稳定cDC1-CD8相互作用在早期肿瘤阶段,而其在晚期肿瘤中的损失有助于免疫逃避。
    Conventional type 1 dendritic cells (cDC1) are critical regulators of anti-tumoral T-cell responses. The structure and abundance of intercellular contacts between cDC1 and CD8 T cells in cancer tissues is important to determine the outcome of the T-cell response. However, the molecular determinants controlling the stability of cDC1-CD8 interactions during cancer progression remain poorly investigated. Here, we generated a genetic model of non-small cell lung cancer crossed to a fluorescent cDC1 reporter (KP-XCR1venus) to allow the detection of cDC1-CD8T cell clusters in tumor tissues across tumor stages. We found that cDC1-CD8 clusters are abundant and productive at the early stages of tumor development but progressively diminish in advanced tumors. Transcriptional profiling and flow cytometry identified the adhesion molecule ALCAM/CD166 (Activated Leukocyte Cell Adhesion Molecule, ligand of CD6) as highly expressed by lung cDC1 and significantly downregulated in advanced tumors. Analysis of human datasets indicated that ALCAM is downregulated in non-small cell lung cancer and its expression correlates to better prognosis. Mechanistically, triggering ALCAM on lung cDC1 induces cytoskeletal remodeling and contact formation whereas its blockade prevents T-cell activation. Together, our results indicate that ALCAM is important to stabilize cDC1-CD8 interactions at early tumor stages, while its loss in advanced tumors contributes to immune evasion.
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  • 文章类型: English Abstract
    目的:评估顶叶皮质反复轻度创伤性脑损伤(rmTBI)对小鼠延髓神经元形态和突触可塑性的影响。
    方法:32只雄性ICR小鼠随机分为假手术组(n=8)和rmTBI组(n=24)。后一组中的小鼠受到自由落体对顶叶皮质的反复轻度冲击损伤。使用神经严重程度评分(NSS)评估存活的小鼠的神经功能缺损,扶正反射测试和强迫游泳测试,HE和Nissl染色观察延髓神经元细胞的病理变化。免疫印迹和免疫荧光染色检测神经凝集素1(NLG-1)和突触后密度蛋白95(PSD-95)在rmTBI存活或不存活小鼠延髓中的表达。
    结果:假手术组小鼠均无死亡,rmTBI组死亡率为41.67%。存活的rmTBI小鼠显示NSS显著降低,扶正反射的延迟恢复,强迫游泳试验不动时间增加(P<0.05),和Nissl体的丢失;在延髓中的大量神经元中观察到肿胀和坏死,其中NLG-1和PSD-95的表达水平显著下调(P<0.05)。与未存活的小鼠相比,未存活的小鼠表现出神经纤维扭曲和肿胀,延髓中神经元密度降低,NLG-1和PSD-95的表达水平降低(P<0.01)。
    结论:延髓突触的结构和功能异常可能导致小鼠rmTBI后的死亡和神经功能缺损。
    OBJECTIVE: To assess the effects of repeated mild traumatic brain injury (rmTBI) in the parietal cortex on neuronal morphology and synaptic plasticity in the medulla oblongata of mice.
    METHODS: Thirty-two male ICR mice were randomly divided into sham operation group (n=8) and rmTBI group (n=24). The mice in the latter group were subjected to repeated mild impact injury of the parietal cortex by a free-falling object. The mice surviving the injuries were evaluated for neurological deficits using neurological severity scores (NSS), righting reflex test and forced swimming test, and pathological changes of the neuronal cells in the medulla oblongata were observed with HE and Nissl staining. Western blotting and immunofluorescence staining were used to detect the expressions of neuroligin 1(NLG-1) and postsynaptic density protein 95(PSD-95) in the medulla oblongata of the mice that either survived rmTBI or not.
    RESULTS: None of the mice in the sham-operated group died, while the mortality rate was 41.67% in rmTBI group. The mice surviving rmTBI showed significantly reduced NSS, delayed recovery of righting reflex, increased immobility time in forced swimming test (P < 0.05), and loss of Nissl bodies; swelling and necrosis were observed in a large number of neurons in the medulla oblongata, where the expression levels of NLG-1 and PSD-95 were significantly downregulated (P < 0.05). The mice that did not survive rmTBI showed distorted and swelling nerve fibers and decreased density of neurons in the medulla oblongina with lowered expression levels of NLG-1 and PSD-95 compared with the mice surviving the injuries (P < 0.01).
    CONCLUSIONS: The structural and functional anomalies of the synapses in the medulla oblongata may contribute to death and neurological impairment following rmTBI in mice.
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  • 文章类型: Journal Article
    最近已探索了内侧内嗅皮层II(MECII)兴奋性神经元的功能。MECII功能障碍是空间导航和工作记忆缺陷的基础。MECII神经元包括两个主要的兴奋性神经元群体,锥体岛和星状海洋细胞除了抑制性中间神经元。海洋细胞表达reelin并围绕缺乏reelin表达的岛细胞簇。海洋细胞和中间神经元的reelin表达对其自身形态分化和MECII岛细胞的影响仍然未知。为了解决这个问题,我们使用条件性reelin基因敲除(RelncKO)小鼠在体外和体内诱导产后reelin缺乏症。Reelin缺乏导致海洋细胞树突状肥大,中间神经元,只有岛细胞的近端树突区室。Ca2+记录显示,这两种细胞类型在RelncKO中都表现出钙频率的升高,表明肥大效应与过量的Ca2+信号有关。此外,RelncKO小鼠的药理受体阻断揭示了GABABR的功能异常,NMDAR和AMPAR。总的来说,这项研究强调了reelin在神经元生长中的重要性,并且其缺失导致MECII神经元的树突肥大。
    The function of medial entorhinal cortex layer II (MECII) excitatory neurons has been recently explored. MECII dysfunction underlies deficits in spatial navigation and working memory. MECII neurons comprise two major excitatory neuronal populations, pyramidal island and stellate ocean cells, in addition to the inhibitory interneurons. Ocean cells express reelin and surround clusters of island cells that lack reelin expression. The influence of reelin expression by ocean cells and interneurons on their own morphological differentiation and that of MECII island cells has remained unknown. To address this, we used a conditional reelin knockout (RelncKO) mouse to induce reelin deficiency postnatally in vitro and in vivo. Reelin deficiency caused dendritic hypertrophy of ocean cells, interneurons and only proximal dendritic compartments of island cells. Ca2+ recording showed that both cell types exhibited an elevation of calcium frequencies in RelncKO, indicating that the hypertrophic effect is related to excessive Ca2+ signalling. Moreover, pharmacological receptor blockade in RelncKO mouse revealed malfunctioning of GABAB, NMDA and AMPA receptors. Collectively, this study emphasizes the significance of reelin in neuronal growth, and its absence results in dendrite hypertrophy of MECII neurons.
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  • 文章类型: Journal Article
    对乙酰氨基酚(APAP),一种广泛使用的疼痛和发烧缓解剂,是药物性肝损伤的主要原因,作为其毒性代谢产物,如NAPQI诱导氧化应激和肝坏死。虽然N-乙酰半胱氨酸是APAP诱导的肝损伤(AILI)的主要治疗方法,其疗效仅限于APAP用药过量后8-24小时的狭窄窗口。在这个窗口之外,肝移植成为最后的手段,促使正在进行的研究确定旨在增强AILI治疗结果的新治疗靶点。神经损伤诱导蛋白1(Ninjurin1;Ninj1),最初被认为是粘附分子,与TNFα和缺血再灌注等因素引起的肝损伤有关。尽管如此,它在氧化应激相关的肝脏疾病中的作用,包括AILI,仍未探索。在这项研究中,我们观察到人DILI患者和AILI小鼠模型肝脏中Ninj1表达的上调。通过利用Ninj1空小鼠,肝细胞特异性Ninj1KO小鼠,和骨髓特异性Ninj1KO小鼠,我们揭示了肝细胞中Ninj1的丢失,而不是骨髓细胞,对AILI有缓解作用,与性别依赖无关。进一步的体外实验表明,Ninj1缺乏保护肝细胞免受APAP诱导的氧化应激,线粒体功能障碍,和通过激活AMPKα来增强NRF2稳定性的细胞死亡。总之,我们的发现暗示Ninj1可能在AILI中起作用,其缺乏通过AMPKα-NRF2途径赋予对APAP诱导的肝毒性的保护作用。
    Acetaminophen (APAP), a widely used pain and fever reliever, is a major contributor to drug-induced liver injury, as its toxic metabolites such as NAPQI induce oxidative stress and hepatic necrosis. While N-acetylcysteine serves as the primary treatment for APAP-induced liver injury (AILI), its efficacy is confined to a narrow window of 8-24 h post-APAP overdose. Beyond this window, liver transplantation emerges as the final recourse, prompting ongoing research to pinpoint novel therapeutic targets aimed at enhancing AILI treatment outcomes. Nerve injury-induced protein 1 (Ninjurin1; Ninj1), initially recognized as an adhesion molecule, has been implicated in liver damage stemming from factors like TNFα and ischemia-reperfusion. Nonetheless, its role in oxidative stress-related liver diseases, including AILI, remains unexplored. In this study, we observed up-regulation of Ninj1 expression in the livers of both human DILI patients and the AILI mouse model. Through the utilization of Ninj1 null mice, hepatocyte-specific Ninj1 KO mice, and myeloid-specific Ninj1 KO mice, we unveiled that the loss of Ninj1 in hepatocytes, rather than myeloid cells, exerts alleviative effects on AILI irrespective of sex dependency. Further in vitro experiments demonstrated that Ninj1 deficiency shields hepatocytes from APAP-induced oxidative stress, mitochondrial dysfunctions, and cell death by bolstering NRF2 stability via activation of AMPKα. In summary, our findings imply that Ninj1 likely plays a role in AILI, and its deficiency confers protection against APAP-induced hepatotoxicity through the AMPKα-NRF2 pathway.
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  • 文章类型: Journal Article
    抗IgLON5疾病是一种罕见的慢性自身免疫性疾病,其特征是IgLON5自身抗体主要为IgG4亚类。然而,抗IgLON5IgG1和IgG4描述了不同的致病作用,具有不确定的临床相关性。
    在13名HLA亚型抗IgLON5病患者的46份血清和20份脑脊液(CSF)样本中测量了IgLON5特异性IgG1-4水平(六名女性,七个雄性)使用流式细胞术。两次连续血清或CSF采样之间的间隔(31和10间隔,分别)根据间隔结束时的免疫调节治疗活性进行分类,抗IgLON5IgG1和IgG4水平的变化,和疾病的严重程度。使用定量方法评估鞘内注射抗IgLON5IgG4合成(IS)。
    发病年龄中位数为66岁(范围:54-75),病程10年(范围:15-156个月),随访25个月(范围:0-83)。在46份(83%)血清中的38份和20份(55%)CSF样品中的11份中观察到IgLON5特异性IgG4占优势。在CSF而非血清中的临床改善之前的抗IgLON5IgG4水平显著低于在先前的稳定/进行性疾病中的那些。与血清中IgLON5IgG4水平相比,HLA-DRB1*10:01携带者的CSF水平明显高于非携带者。的确,IgLON5特异性IgG4IS不仅在五个HLA-DRB1*10:01携带者中的四个中得到证实,而且在一个非携带者中也得到证实。免疫治疗与抗IgGLON5IgG血清水平降低相关。在CSF中,较低的抗IgLON5IgG与联合使用的免疫抑制治疗相关,也就是说,皮质类固醇和/或硫唑嘌呤加静脉注射免疫球蛋白或利妥昔单抗。
    我们的发现可能表明脑脊液IgLON5特异性IgG4经常在鞘内产生,尤其是HLA-DRB1*10:01携带者。鞘内产生的IgG4可能是临床相关的。虽然许多免疫疗法降低血清IgLON5IgG水平,更强烈的免疫疗法诱导临床改善,并且可能能够靶向鞘内产生的抗IgLON5IgG.进一步的研究需要确认抗IgLON5IgG4IS是否是抗IgLON5疾病中合适的预后和预测性生物标志物。
    UNASSIGNED: Anti-IgLON5 disease is a rare chronic autoimmune disorder characterized by IgLON5 autoantibodies predominantly of the IgG4 subclass. Distinct pathogenic effects were described for anti-IgLON5 IgG1 and IgG4, however, with uncertain clinical relevance.
    UNASSIGNED: IgLON5-specific IgG1-4 levels were measured in 46 sera and 20 cerebrospinal fluid (CSF) samples from 13 HLA-subtyped anti-IgLON5 disease patients (six females, seven males) using flow cytometry. Intervals between two consecutive serum or CSF samplings (31 and 10 intervals, respectively) were categorized with regard to the immunomodulatory treatment active at the end of the interval, changes of anti-IgLON5 IgG1 and IgG4 levels, and disease severity. Intrathecal anti-IgLON5 IgG4 synthesis (IS) was assessed using a quantitative method.
    UNASSIGNED: The median age at onset was 66 years (range: 54-75), disease duration 10 years (range: 15-156 months), and follow-up 25 months (range: 0-83). IgLON5-specific IgG4 predominance was observed in 38 of 46 (83%) serum and 11 of 20 (55%) CSF samples. Anti-IgLON5 IgG4 levels prior clinical improvement in CSF but not serum were significantly lower than in those prior stable/progressive disease. Compared to IgLON5 IgG4 levels in serum, CSF levels in HLA-DRB1*10:01 carriers were significantly higher than in non-carriers. Indeed, IgLON5-specific IgG4 IS was demonstrated not only in four of five HLA-DRB1*10:01 carriers but also in one non-carrier. Immunotherapy was associated with decreased anti-IgGLON5 IgG serum levels. In CSF, lower anti-IgLON5 IgG was associated with immunosuppressive treatments used in combination, that is, corticosteroids and/or azathioprine plus intravenous immunoglobulins or rituximab.
    UNASSIGNED: Our findings might indicate that CSF IgLON5-specific IgG4 is frequently produced intrathecally, especially in HLA-DRB1*10:01 carriers. Intrathecally produced IgG4 may be clinically relevant. While many immunotherapies reduce serum IgLON5 IgG levels, more intense immunotherapies induce clinical improvement and may be able to target intrathecally produced anti-IgLON5 IgG. Further studies need to confirm whether anti-IgLON5 IgG4 IS is a suitable prognostic and predictive biomarker in anti-IgLON5 disease.
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  • 文章类型: Journal Article
    Neurexins在各种谷氨酸能和GABA能突触中起着突触前组织者的多种功能。然而,目前尚不清楚神经素是否以及如何参与形成甘氨酸能突触的功能特性,介导脑干和脊髓的显著抑制。为了解决这些问题,我们研究了神经素在梯形体内侧核(MNTB)的主要神经元和听觉脑干外侧上橄榄(LSO)的主要神经元之间的模型甘氨酸能突触中的作用。在Neurexin1/2/3条件三重基因敲除小鼠的MNTB中结合RNAscope和立体定向注射AAV-Cre,我们表明,尽管MNTB神经元的表达水平差异很大,但它们的所有亚型均高度表达。MNTB神经元中所有神经素的选择性消融不仅降低了幅度,而且改变了LSO神经元上甘氨酸能突触传递的动力学。突触功能障碍主要是由于释放的Ca2敏感性受损以及电压门控的Ca2通道与突触小泡之间的耦合松动所致。一起,我们目前的研究结果表明,神经素对于控制甘氨酸能突触的强度和时间精度至关重要,因此,这证实了神经素在所有主要类型的快速化学突触中作为关键突触前组织者的作用。
    Neurexins play diverse functions as presynaptic organizers in various glutamatergic and GABAergic synapses. However, it remains unknown whether and how neurexins are involved in shaping functional properties of the glycinergic synapses, which mediate prominent inhibition in the brainstem and spinal cord. To address these issues, we examined the role of neurexins in a model glycinergic synapse between the principal neuron in the medial nucleus of the trapezoid body (MNTB) and the principal neuron in the lateral superior olive (LSO) in the auditory brainstem. Combining RNAscope with stereotactic injection of AAV-Cre in the MNTB of neurexin1/2/3 conditional triple knockout mice, we showed that MNTB neurons highly express all isoforms of neurexins although their expression levels vary remarkably. Selective ablation of all neurexins in MNTB neurons not only reduced the amplitude but also altered the kinetics of the glycinergic synaptic transmission at LSO neurons. The synaptic dysfunctions primarily resulted from an impaired Ca2+ sensitivity of release and a loosened coupling between voltage-gated Ca2+ channels and synaptic vesicles. Together, our current findings demonstrate that neurexins are essential in controlling the strength and temporal precision of the glycinergic synapse, which therefore corroborates the role of neurexins as key presynaptic organizers in all major types of fast chemical synapses.
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  • 文章类型: Journal Article
    背景:重度抑郁症(MDD)由于其复杂的性质和主观的诊断方法而被诊断和治疗不足。生物标志物鉴定将有助于更清楚地了解MDD的病因。尽管机器学习(ML)已在先前的研究中实施,以研究MDD病例中microRNA(miRNA)水平的变化,由于缺乏可解释性(即需要考虑的miRNA太多)和稳定性,临床翻译不可行。
    方法:本研究将逻辑回归(LR)模型应用于血液miRNA表达谱,以区分患有MDD(n=60)的患者与健康对照(HCs,n=60)。利用嵌入式(L1-正则化逻辑回归)特征选择子提取临床相关的miRNA,并优化临床应用。
    结果:当考虑所有可用的miRNA(作为基准)时,在测试数据上,MDD患者可以与受试者工作特征曲线下面积(AUC)为0.81的HC区分开。我们的LR模型选择了多达5个miRNA(称为LR-5模型)作为最佳模型,因为它实现了中等分类能力(AUC=0.75),与基准相比,相对较高的可解释性(特征号=5)和稳定性(保险柜Z=0.55)。通过我们的模型鉴定的顶级miRNA已证明与涉及免疫系统中细胞因子信号传导的MDD途径相关。reelin信号通路,程序性细胞死亡和细胞对压力的反应。
    结论:LR-5模型,基于ML设计因素进行了优化,可能会导致一个强大的和临床上可用的MDD诊断工具。
    BACKGROUND: Major depressive disorder (MDD) is notably underdiagnosed and undertreated due to its complex nature and subjective diagnostic methods. Biomarker identification would help provide a clearer understanding of MDD aetiology. Although machine learning (ML) has been implemented in previous studies to study the alteration of microRNA (miRNA) levels in MDD cases, clinical translation has not been feasible due to the lack of interpretability (i.e. too many miRNAs for consideration) and stability.
    METHODS: This study applied logistic regression (LR) model to the blood miRNA expression profile to differentiate patients with MDD (n = 60) from healthy controls (HCs, n = 60). Embedded (L1-regularised logistic regression) feature selector was utilised to extract clinically relevant miRNAs, and optimized for clinical application.
    RESULTS: Patients with MDD could be differentiated from HCs with the area under the receiver operating characteristic curve (AUC) of 0.81 on testing data when all available miRNAs were considered (which served as a benchmark). Our LR model selected miRNAs up to 5 (known as LR-5 model) emerged as the best model because it achieved a moderate classification ability (AUC = 0.75), relatively high interpretability (feature number = 5) and stability (ϕ̂Z=0.55) compared to the benchmark. The top-ranking miRNAs identified by our model have demonstrated associations with MDD pathways involving cytokine signalling in the immune system, the reelin signalling pathway, programmed cell death and cellular responses to stress.
    CONCLUSIONS: The LR-5 model, which is optimised based on ML design factors, may lead to a robust and clinically usable MDD diagnostic tool.
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  • 文章类型: Journal Article
    在出生后发育的第一和第二阶段,新皮层神经元表现出广泛的自发同步活动(SSA)。产后第二个星期快结束时,SSA被更稀疏和非同步的触发模式所取代。新皮层自发神经元活动的发育不同步被认为是内在产生的,因为来自外围的感觉剥夺不会影响这种转变的时间过程。细胞外蛋白reelin通过多模块信号传导控制神经元发育的各个方面。然而,到目前为止,尚不清楚reelin是否有助于新皮质神经元的发育去同步化转变。本研究旨在使用条件reelin基因敲除(RelncKO)小鼠模型研究reelin在出生后皮质发育不同步中的作用。在出生后早期发育过程中诱发了条件性reelin缺乏症,从体感皮层的器官型培养物(OTC)进行Ca2记录。我们的结果表明,野生型(wt)和RelncKO在出生后早期均表现出SSA模式。然而,在产后第二周结束时,WtOTC经历了向非同步网络活动模式的过渡,而RelncKO活动保持同步。这种变化的活动模式表明reelin参与调节皮质神经元网络活动的发育不同步。此外,当RelncKOOTC与wtOTC共培养时,在RelncKO中观察到的发育不同步障碍得以挽救。最后,我们表明,在出生后第二周结束时,发育过渡到去同步状态并不依赖于谷氨酸能信号。相反,转换依赖于GABAAR和GABABR信号传导。结果表明,reelin通过GABAAR和GABABR信号传导控制发育去同步。
    During the first and second stages of postnatal development, neocortical neurons exhibit a wide range of spontaneous synchronous activity (SSA). Towards the end of the second postnatal week, the SSA is replaced by a more sparse and desynchronized firing pattern. The developmental desynchronization of neocortical spontaneous neuronal activity is thought to be intrinsically generated, since sensory deprivation from the periphery does not affect the time course of this transition. The extracellular protein reelin controls various aspects of neuronal development through multimodular signaling. However, so far it is unclear whether reelin contributes to the developmental desynchronization transition of neocortical neurons. The present study aims to investigate the role of reelin in postnatal cortical developmental desynchronization using a conditional reelin knockout (RelncKO) mouse model. Conditional reelin deficiency was induced during early postnatal development, and Ca2+ recordings were conducted from organotypic cultures (OTCs) of the somatosensory cortex. Our results show that both wild type (wt) and RelncKO exhibited an SSA pattern during the early postnatal week. However, at the end of the second postnatal week, wt OTCs underwent a transition to a desynchronized network activity pattern, while RelncKO activity remained synchronous. This changing activity pattern suggests that reelin is involved in regulating the developmental desynchronization of cortical neuronal network activity. Moreover, the developmental desynchronization impairment observed in RelncKO was rescued when RelncKO OTCs were co-cultured with wt OTCs. Finally, we show that the developmental transition to a desynchronized state at the end of the second postnatal week is not dependent on glutamatergic signaling. Instead, the transition is dependent on GABAAR and GABABR signaling. The results suggest that reelin controls developmental desynchronization through GABAAR and GABABR signaling.
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