Connectivity

连通性
  • 文章类型: Journal Article
    现有的模型表明,受精神病影响的人的亲属的某些大脑特征可以与先证者和对照组区分开。这些发现可以解释为代表一种补偿机制。
    我们使用扩散张量成像研究了82名精神病患者的白质特征,122个一级亲属,89名对照受试者被扫描两到三次,连续扫描之间的间隔约为3年。我们测量了分数各向异性和其他标准扩散率度量,例如轴向扩散率。此外,我们基于概率或确定性纤维束成像计算了标准的连通性度量,如路径长度.最后,通过平均两次或三次连续扫描的不同测量值,我们研究了这三组之间的差异。
    对于多个区域和多个连接措施,亲属与先证者和对照组均表现出明显的特征。在这些情况下,亲属不一定在先证者和对照组之间得分。以不同分析模式的组依赖分数形式的汇总分析(例如,对于分数各向异性)支持这一观察。
    我们将这些结果解释为支持亲属大脑中一种补偿机制的证据,这种补偿机制可能与他们中的一些人在面临受精神病影响的遗传风险时表现出的韧性有关。
    UNASSIGNED: An existing model suggests that some brain features of relatives of people affected by psychosis can be distinguished from both the probands and a control group.  Such findings can be interpreted as representing a compensating mechanism.
    UNASSIGNED: We studied white matter features using diffusion tensor imaging in a cohort of 82 people affected by psychosis, 122 of their first-degree relatives, and 89 control subjects that were scanned between two to three times with an interval of approximately 3 years between consecutive scans. We measured both fractional anisotropy and other standard diffusivity measures such as axial diffusivity. Additionally, we calculated standard connectivity measures such as path length based on probabilistic or deterministic tractography. Finally, by averaging the values of the different measures over the two or three consecutive scans, we studied epoch-averagely the difference between these three groups.
    UNASSIGNED: For several tracts and several connectivity measures, the relatives showed distinct features from both the probands and the control groups. In those cases, the relatives did not necessarily score between the probands and the control group. An aggregate analysis in the form of a group-dependent score for the different modes of the analysis (e.g., for fractional anisotropy) supported this observation.
    UNASSIGNED: We interpret these results as evidence supporting a compensation mechanism in the brain of relatives that may be related to resilience that some of them exhibit in the face of the genetic risk they have for being affected by psychosis.
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  • 文章类型: Journal Article
    客观的生物标志物一直是精神病学领域的关键挑战,在哪里诊断,预后,和医疗评估仍然是基于主观叙述。精神病理学的运作与具体的知识和主观评价纳入临床评估清单,但被认为是一门医学学科,因此,使用医疗干预方法(例如,药理学,ECT;rTMS;tDCS)和,因此,应该使用名义网络的语言和方法。具体评估暂时“量化”为“结构化临床量表”,以某种方式类似于常规措施。而不是促进数据合并和集成,这种方法进一步囊括了临床精神病学方法,和所有其他生物测试一样(分子,神经影像学)单独进行,只有在临床评估提供诊断后。临床评估仪器和功能磁共振成像的转化交叉验证是解决这一差距的尝试。这种方法的目的是调查是否存在共同和特定的神经回路,在患有两种主要精神障碍的患者中,fMRI会议期间,对临床自评量表的差异项目反应得到了支持:精神分裂症和重度抑郁症。讨论了该研究计划的现状以及促进精神病学作为医学学科发展的未来意义。
    Objective biomarkers have been a critical challenge for the field of psychiatry, where diagnostic, prognostic, and theranostic assessments are still based on subjective narratives. Psychopathology operates with idiographic knowledge and subjective evaluations incorporated into clinical assessment inventories, but is considered to be a medical discipline and, as such, uses medical intervention methods (e.g., pharmacological, ECT; rTMS; tDCS) and, therefore, is supposed to operate with the language and methods of nomothetic networks. The idiographic assessments are provisionally \"quantified\" into \"structured clinical scales\" to in some way resemble nomothetic measures. Instead of fostering data merging and integration, this approach further encapsulates the clinical psychiatric methods, as all other biological tests (molecular, neuroimaging) are performed separately, only after the clinical assessment has provided diagnosis. Translational cross-validation of clinical assessment instruments and fMRI is an attempt to address the gap. The aim of this approach is to investigate whether there exist common and specific neural circuits, which underpin differential item responses to clinical self-rating scales during fMRI sessions in patients suffering from the two main spectra of mental disorders: schizophrenia and major depression. The current status of this research program and future implications to promote the development of psychiatry as a medical discipline are discussed.
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  • 文章类型: Journal Article
    分散是在个人建立家庭范围之前的一系列复杂运动。动物必须在不熟悉的景观中旅行和觅食,这些景观包括诸如道路交叉口等人为风险,收获,和城市景观。我们比较了加利福尼亚和内华达州两个地理上不同的种群中幼年山狮(Pumaconcolor)的扩散行为,美国。这两个地点在生态上相似,但管理方式不同;内华达州允许狩猎,而美洲狮在加利福尼亚受到保护。我们使用GPS项圈数据和净平方位移分析来识别三种扩散状态:探索性,离开,和短暂的家庭范围。然后,我们使用综合步骤选择分析(iSSA)比较了两个山狮种群的每种扩散状态。该模型包括假设影响一个或多个分散状态的解释变量,包括到森林的距离,灌木,水,干草和作物,发达的土地,和四轮驱动道路,以及海拔和地形坚固性。结果表明,在大多数景观变量中,站点之间的栖息地选择一致,有一个值得注意的例外:人为协变量,包括到开发土地的距离,距离干草和作物,以及到四轮驱动道路的距离,在受狩猎影响的种群中扩散期间,模型化的栖息地选择仅具有统计学意义(即,内华达州)。结果表明,狩猎(用猎犬追捕导致收获)和非致命追捕(用猎犬追捕但不允许收获)增加了幼年山狮散布过程中对人为景观的避免。通过比较人口,我们为管理在塑造分散行为中的作用提供了有价值的见解。
    Dispersal is a complex series of movements before an individual establishes a home range. Animals must travel and forage in unfamiliar landscapes that include anthropogenic risks such as road crossings, harvest, and urban landscapes. We compare dispersal behavior of juvenile mountain lions (Puma concolor) from two geographically distinct populations in California and Nevada, USA. These two sites are ecologically similar but have different management practices; hunting is permitted in Nevada, whereas mountain lions are protected in California. We used GPS-collar data and net-squared displacement analysis to identify three dispersal states: exploratory, departure, and transient home range. We then compared each dispersal state of the two mountain lion populations using an integrated step selection analysis (iSSA). The model included explanatory variables hypothesized to influence one or more dispersal states, including distance to forest, shrub, water, hay and crop, developed lands, and four-wheel drive roads, as well as elevation and terrain ruggedness. Results revealed consistent habitat selection between sites across most landscape variables, with one notable exception: anthropogenic covariates, including distance to developed land, distance to hay and crop, and distance to four-wheeled drive roads, were only statistically significant on modeled habitat selection during dispersal in the population subject to hunting (i.e., Nevada). Results suggest that hunting (pursuit with hounds resulting in harvest) and non-lethal pursuit (pursuit with hounds but no harvest allowed) increase avoidance of anthropogenic landscapes during dispersal for juvenile mountain lions. By comparing populations, we provided valuable insights into the role of management in shaping dispersal behavior.
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  • 文章类型: Journal Article
    重度抑郁症(MDD)普遍存在,具有很高的主观和社会经济负担。尽管经典治疗方法有效,20-30%的患者保持治疗抵抗。内侧前脑束上外侧分支的深部脑刺激正在成为一种临床治疗方法。刺激区域(腹侧被盖区,VTA),在实验数据的支持下,指出多巴胺能(DA)传播在疾病病理中的作用。这项工作着手开发一种工作流程,该工作流程将允许对中脑DA能神经元进行分析,并对自杀的受试者进行预测。人类中脑在尸检中被找回,福尔马林固定,用Bruker核磁共振扫描仪(7T)扫描.切片,酪氨酸羟化酶(TH)染色,数字化,并与高分辨率纤维束图谱一起整合到蒙特利尔神经学研究所(MNI)的大脑空间中。鉴定了VTA区的亚核。对TH阳性神经元和纤维进行半定量评估。该研究建立了严格的协议,允许在公共空间中进行平行的组织学评估和纤维示踪分析。半定量读数是可行的,并且允许检测VTA亚核中的细胞损失。这项工作描述了复杂的工作流程和在不断增长的自然数据库中对VTA亚核中DA解剖结构进行调查的初步结果。
    Major depressive disorder (MDD) is prevalent with a high subjective and socio-economic burden. Despite the effectiveness of classical treatment methods, 20-30% of patients stay treatment-resistant. Deep Brain Stimulation of the superolateral branch of the medial forebrain bundle is emerging as a clinical treatment. The stimulation region (ventral tegmental area, VTA), supported by experimental data, points to the role of dopaminergic (DA) transmission in disease pathology. This work sets out to develop a workflow that will allow the performance of analyses on midbrain DA-ergic neurons and projections in subjects who have committed suicide. Human midbrains were retrieved during autopsy, formalin-fixed, and scanned in a Bruker MRI scanner (7T). Sections were sliced, stained for tyrosine hydroxylase (TH), digitized, and integrated into the Montreal Neurological Institute (MNI) brain space together with a high-resolution fiber tract atlas. Subnuclei of the VTA region were identified. TH-positive neurons and fibers were semi-quantitatively evaluated. The study established a rigorous protocol allowing for parallel histological assessments and fiber tractographic analysis in a common space. Semi-quantitative readings are feasible and allow the detection of cell loss in VTA subnuclei. This work describes the intricate workflow and first results of an investigation of DA anatomy in VTA subnuclei in a growing naturalistic database.
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  • 文章类型: Journal Article
    跨物种研究提高了人类对大脑区域的理解,随着使用磁共振成像技术的跨物种比较变得越来越普遍。目前,关于人类语言区域的跨物种研究主要集中在传统的大脑区域,例如Broca区域。虽然一些研究表明人类的语言功能也涉及其他语言区域,人类和猕猴的这些大脑区域之间的对应关系尚不清楚。这项研究计算了人类和猕猴大脑中高级语言处理区域之间的连接强度,根据白质纤维束的结构连接确定同源目标区域,并比较了这两个物种的连通性。实验结果表明,猕猴的大脑区域表现出与人类高级语言处理区域相似的连接模式。这一发现表明,虽然人脑区域的功能是专门的,它仍然保持着与猕猴相似的结构连通性。
    Cross-species research has advanced human understanding of brain regions, with cross-species comparisons using magnetic resonance imaging technology becoming increasingly common. Currently, cross-species research on human language regions has primarily focused on traditional brain areas such as the Broca region. While some studies have indicated that human language function also involves other language regions, the corresponding relationships between these brain regions in humans and macaques remain unclear. This study calculated the strength of the connections between the high-level language processing regions in human and macaque brains, identified homologous target areas based on the structural connections of white-matter fiber bundles, and compared the connectivity profiles of both species. The results of the experiment demonstrated that macaques possess brain regions which exhibit connectivity patterns resembling those found in human high-level language processing regions. This discovery suggests that while the function of a human brain region is specialized, it still maintains a structural connectivity similar to that seen in macaques.
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  • 文章类型: Journal Article
    复杂的神经元相互作用是皮层信息处理的基础,在意识状态改变时可能会受到损害。在这里,皮质内微刺激用于研究大鼠视觉皮层中麻醉状态依赖性神经元的有效连接。
    在层5/6中的32个位点处记录细胞外活性,同时在每个电极处以随机顺序用电荷平衡的离散脉冲进行刺激。在地氟醚麻醉的三个水平和清醒状态下应用相同的刺激模式。将尖峰按其波形特征分类为假定的兴奋性和抑制性神经元。在从单突触交叉相关图构建的有效连通性图中识别出网络基序。
    微刺激引起早期(<10ms)增加,然后是整个电极阵列中所有神经元的尖峰延长(11-100ms)减少。兴奋性而非抑制性神经元的早期反应随着与刺激部位的距离超过1mm而迅速衰减。具有显著刺激反应的神经元的有效连接在清醒时密集,在麻醉下稀疏。网络图案的数量,尤其是那些更高级的,随着麻醉的退出而迅速增加,这表明当动物醒来时,网络连接性大幅增加。
    结果阐明了麻醉对影响意识状态的局部皮质回路功能完整性的影响。
    UNASSIGNED: Complex neuronal interactions underlie cortical information processing that can be compromised in altered states of consciousness. Here intracortical microstimulation was applied to investigate anesthetic state-dependent effective connectivity of neurons in rat visual cortex in vivo.
    UNASSIGNED: Extracellular activity was recorded at 32 sites in layers 5/6 while stimulating with charge-balanced discrete pulses at each electrode in random order. The same stimulation pattern was applied at three levels of anesthesia with desflurane and in wakefulness. Spikes were sorted and classified by their waveform features as putative excitatory and inhibitory neurons. Network motifs were identified in graphs of effective connectivity constructed from monosynaptic cross-correlograms.
    UNASSIGNED: Microstimulation caused early (<10 ms) increase followed by prolonged (11-100 ms) decrease in spiking of all neurons throughout the electrode array. The early response of excitatory but not inhibitory neurons decayed rapidly with distance from the stimulation site over 1 mm. Effective connectivity of neurons with significant stimulus response was dense in wakefulness and sparse under anesthesia. The number of network motifs, especially those of higher order, increased rapidly as the anesthesia was withdrawn indicating a substantial increase in network connectivity as the animals woke up.
    UNASSIGNED: The results illuminate the impact of anesthesia on functional integrity of local cortical circuits affecting the state of consciousness.
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  • 文章类型: Journal Article
    多项研究指出神经炎症在精神分裂症(SCZ)的病理生理学中的作用,然而,很少有用于成像脑部炎症的体内工具。扩散基频谱成像(DBSI)是一种先进的基于扩散的MRI方法,用于定量评估与神经炎症有关的微观结构变化。轴突纤维,和其他白质(WM)病理。
    我们从年轻对照获得了一小时的高定向扩散MRI数据(CON,n=27),精神分裂症(SCZ,n=21),和双相情感障碍(BPD,n=21)18-30岁的参与者。我们应用了基于轨道的空间统计(TBSS)来进行全脑WM分析,并比较了DBSI得出的各向同性和各向异性扩散度量。在SCZ和对照参与者中评估DBSI指标与临床症状的临床关系。
    在SCZ参与者中,我们发现DBSI衍生的细胞数量(神经炎症的假定标记)普遍增加,限制纤维分数的减少(表观轴突密度的推定标记),以及几个WM束的轴突外水(血管源性水肿的推定标志物)增加。在BPD中只注意到最小的WM异常,主要在call体区域(DTI衍生的RD和轴突外水增加)。DBSI指标显示各组与精神病和情绪症状的显着部分相关。
    我们的研究结果表明SCZ涉及全身白质神经炎症,纤维密度降低,脱髓鞘,这在双相情感障碍中没有见过。需要更大的研究来确定药物相关的影响。DBSI指标可以帮助识别需要早期干预以预防精神病发作并改善预后的高危人群。
    UNASSIGNED: Multiple studies point to the role of neuroinflammation in the pathophysiology of schizophrenia (SCZ), however, there have been few in vivo tools for imaging brain inflammation. Diffusion basis spectrum imaging (DBSI) is an advanced diffusion-based MRI method developed to quantitatively assess microstructural alternations relating to neuroinflammation, axonal fiber, and other white matter (WM) pathologies.
    UNASSIGNED: We acquired one-hour-long high-directional diffusion MRI data from young control (CON, n = 27), schizophrenia (SCZ, n = 21), and bipolar disorder (BPD, n = 21) participants aged 18-30. We applied Tract-based Spatial Statistics (TBSS) to allow whole-brain WM analyses and compare DBSI-derived isotropic and anisotropic diffusion measures between groups. Clinical relationships of DBSI metrics with clinical symptoms were assessed across SCZ and control participants.
    UNASSIGNED: In SCZ participants, we found a generalized increase in DBSI-derived cellularity (a putative marker of neuroinflammation), a decrease in restricted fiber fraction (a putative marker of apparent axonal density), and an increase in extra-axonal water (a putative marker of vasogenic edema) across several WM tracts. There were only minimal WM abnormalities noted in BPD, mainly in regions of the corpus callosum (increase in DTI-derived RD and extra-axonal water). DBSI metrics showed significant partial correlations with psychosis and mood symptoms across groups.
    UNASSIGNED: Our findings suggest that SCZ involves generalized white matter neuroinflammation, decreased fiber density, and demyelination, which is not seen in bipolar disorder. Larger studies are needed to identify medication-related effects. DBSI metrics could help identify high-risk groups requiring early interventions to prevent the onset of psychosis and improve outcomes.
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  • 文章类型: Journal Article
    脑肿瘤切除前的术前计划对于术后神经功能的保留至关重要。神经外科医生越来越多地在术前和术中使用先进的大脑绘图技术来描绘“雄辩”的大脑区域,这些区域在切除过程中应幸免。功能磁共振成像(fMRI)已成为一种常用的非侵入性方式,用于对患者的关键皮质区域进行个体映射,例如运动,语言,和视觉皮层。要映射运动功能,患者在执行各种运动任务时使用功能磁共振成像进行扫描,以识别对运动表现至关重要的大脑网络,但由于预先存在的缺陷,一些患者可能难以在扫描仪中执行任务。Connectome指纹识别(CF)是一种机器学习方法,可以学习大脑区域的静息状态功能网络与该区域针对特定任务的激活之间的关联;一旦构建了CF模型,可以从静息状态数据生成任务激活的个性化预测。在这里,我们利用CF对来自人类连接体项目(HCP)中208名受试者的高质量数据进行模型训练,并使用静息状态fMRI(rs-fMRI)数据预测我们的健康对照受试者(n=15)和术前患者(n=16)队列中的任务激活。通过健康对照和患者的任务fMRI数据验证了预测质量。我们发现,运动区域的任务预测与大多数健康受试者的实际任务激活相当(模型准确性约为任务稳定性的90%-100%),并且一些患者建议CF模型可以可靠地替换,其中任务数据不可能收集或受试者难以执行。在没有与任务相关的激活引起的情况下,我们还能够做出可靠的预测。研究结果表明,CF方法可用于预测样本外受试者的激活,跨站点和扫描仪,在患者人群中。这项工作支持CF模型应用于术前规划的可行性,同时也揭示了未来发展中需要应对的挑战。实践要点:使用连接体指纹进行精确的运动网络预测。精心训练的模型性能受任务功能磁共振成像数据稳定性的限制。成功的跨扫描仪预测和肿瘤患者的运动网络映射。
    Presurgical planning prior to brain tumor resection is critical for the preservation of neurologic function post-operatively. Neurosurgeons increasingly use advanced brain mapping techniques pre- and intra-operatively to delineate brain regions which are \"eloquent\" and should be spared during resection. Functional MRI (fMRI) has emerged as a commonly used non-invasive modality for individual patient mapping of critical cortical regions such as motor, language, and visual cortices. To map motor function, patients are scanned using fMRI while they perform various motor tasks to identify brain networks critical for motor performance, but it may be difficult for some patients to perform tasks in the scanner due to pre-existing deficits. Connectome fingerprinting (CF) is a machine-learning approach that learns associations between resting-state functional networks of a brain region and the activations in the region for specific tasks; once a CF model is constructed, individualized predictions of task activation can be generated from resting-state data. Here we utilized CF to train models on high-quality data from 208 subjects in the Human Connectome Project (HCP) and used this to predict task activations in our cohort of healthy control subjects (n = 15) and presurgical patients (n = 16) using resting-state fMRI (rs-fMRI) data. The prediction quality was validated with task fMRI data in the healthy controls and patients. We found that the task predictions for motor areas are on par with actual task activations in most healthy subjects (model accuracy around 90%-100% of task stability) and some patients suggesting the CF models can be reliably substituted where task data is either not possible to collect or hard for subjects to perform. We were also able to make robust predictions in cases in which there were no task-related activations elicited. The findings demonstrate the utility of the CF approach for predicting activations in out-of-sample subjects, across sites and scanners, and in patient populations. This work supports the feasibility of the application of CF models to presurgical planning, while also revealing challenges to be addressed in future developments. PRACTITIONER POINTS: Precision motor network prediction using connectome fingerprinting. Carefully trained models\' performance limited by stability of task-fMRI data. Successful cross-scanner predictions and motor network mapping in patients with tumor.
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  • 文章类型: Journal Article
    功能磁共振成像(fMRI)研究已经记录了一系列任务中的小脑活动。然而,小脑在这些任务域中的功能贡献尚不清楚,因为小脑活动通常是单独研究的。这是有问题的,因为小脑fMRI活动可能只是反映新皮层活动通过固定连接的传递。这里,我们提出了一种解决这个问题的新方法。而不是只关注小脑的任务相关活动变化,我们询问小脑的新皮质输入是否以任务相关的方式被门控。我们假设当小脑在功能上有助于任务时,输入被上调。我们首先使用手指移动任务验证了这种方法,小脑的完整性已被证明是必要的协调快速交替运动,但不是力量的产生。虽然新皮质和小脑活动都随着速度和力量的增加而增加,小脑的速度相关变化大于优化后的小脑-小脑连接模型预测的变化.然后我们在认知领域应用了相同的方法,评估小脑如何支持工作记忆。增强门控与工作记忆中项目的编码有关,但不能操作或检索项目。专注于小脑新皮层输入的任务依赖性门控为使用fMRI了解小脑对认知功能的具体贡献提供了一种有希望的方法。
    Functional magnetic resonance imaging (fMRI) studies have documented cerebellar activity across a wide array of tasks. However, the functional contribution of the cerebellum within these task domains remains unclear because cerebellar activity is often studied in isolation. This is problematic, as cerebellar fMRI activity may simply reflect the transmission of neocortical activity through fixed connections. Here, we present a new approach that addresses this problem. Rather than focus on task-dependent activity changes in the cerebellum alone, we ask if neocortical inputs to the cerebellum are gated in a task-dependent manner. We hypothesize that input is upregulated when the cerebellum functionally contributes to a task. We first validated this approach using a finger movement task, where the integrity of the cerebellum has been shown to be essential for the coordination of rapid alternating movements but not for force generation. While both neocortical and cerebellar activity increased with increasing speed and force, the speed-related changes in the cerebellum were larger than predicted by an optimized cortico-cerebellar connectivity model. We then applied the same approach in a cognitive domain, assessing how the cerebellum supports working memory. Enhanced gating was associated with the encoding of items in working memory, but not with the manipulation or retrieval of the items. Focusing on task-dependent gating of neocortical inputs to the cerebellum offers a promising approach for using fMRI to understand the specific contributions of the cerebellum to cognitive function.
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  • 文章类型: Journal Article
    阿尔茨海默病可能被概念化为“断线综合征”,其特征是由于β淀粉样蛋白斑块导致大脑内神经连接的破坏,tau神经原纤维缠结和其他因素导致神经元进行性变性和收缩,伴随着突触功能障碍。已经提出错误折叠的tau蛋白通过功能性连接(称为tau的“朊病毒样”特性)传播。然而,tau扩散对突触功能和区域间交流的局部影响尚不清楚。我的目的是研究tau聚集体通过连接的传播如何局部影响功能连接。总的来说,211名参与者的影像学数据包括117名淀粉样β阴性非痴呆和94名淀粉样β阳性非痴呆参与者,均来自阿尔茨海默病神经影像学计划.此外,规范的静息状态功能MRI连接体用于模拟通过功能连接传播的tau,纳入参与者的功能MRI用于确定tau扩散对功能连接的影响.我发现与tau中心的较低功能连接与tau通过淀粉样β阴性和淀粉样β阳性参与者的功能连接传播有关。此外,tau表皮中的淀粉样蛋白-β-PET介导了tau扩散和功能连接与表皮的关联,表明tau表皮中的淀粉样蛋白-β沉积对tau扩散对功能连接的局部作用具有部分介导作用。我的发现为以下观点提供了强有力的支持:tau通过连接传播与tau中心和非中心区域之间的功能连接中断有关,而与β淀粉样蛋白病理学无关。此外,我根据tau传播和功能断开之间的关系定义了几个组,提供定量评估,以调查与tau传播相关的功能断开的易感性或弹性。我发现β淀粉样蛋白,其他共病理学和载脂蛋白Eepsilon4等位基因可能是容易发生tau相对功能断开的主要因素。
    Alzheimer\'s disease may be conceptualized as a \'disconnection syndrome\', characterized by the breakdown of neural connectivity within the brain as a result of amyloid-beta plaques, tau neurofibrillary tangles and other factors leading to progressive degeneration and shrinkage of neurons, along with synaptic dysfunction. It has been suggested that misfolded tau proteins spread through functional connections (known as \'prion-like\' properties of tau). However, the local effect of tau spreading on the synaptic function and communication between regions is not well understood. I aimed to investigate how the spreading of tau aggregates through connections can locally influence functional connectivity. In total, the imaging data of 211 participants including 117 amyloid-beta-negative non-demented and 94 amyloid-beta-positive non-demented participants were recruited from the Alzheimer\'s Disease Neuroimaging Initiative. Furthermore, normative resting-state functional MRI connectomes were used to model tau spreading through functional connections, and functional MRI of the included participants was used to determine the effect of tau spreading on functional connectivity. I found that lower functional connectivity to tau epicentres is associated with tau spreading through functional connections in both amyloid-beta-negative and amyloid-beta-positive participants. Also, amyloid-beta-PET in tau epicentres mediated the association of tau spreading and functional connectivity to epicentres suggesting a partial mediating effect of amyloid-beta deposition in tau epicentres on the local effect of tau spreading on functional connectivity. My findings provide strong support for the notion that tau spreading through connection is locally associated with disrupted functional connectivity between tau epicentre and non-epicentre regions independent of amyloid-beta pathology. Also, I defined several groups based on the relationship between tau spreading and functional disconnection, which provides quantitative assessment to investigate susceptibility or resilience to functional disconnection related to tau spreading. I showed that amyloid-beta, other copathologies and the apolipoprotein E epsilon 4 allele can be a leading factor towards vulnerability to tau relative functional disconnection.
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