whole brain

全脑
  • 文章类型: Journal Article
    目的:评估1-10例脑转移患者,每个都经过神经外科或立体定向放射外科治疗,海马保留全脑放疗(HS-WBRT)是否比标准WBRT更好地保留神经认知功能(NCF)。Further,评估HS-WBRT的III期随机试验在英国是否可行.
    方法:多中心,随机化,进行了开放标签II期试验,在WBRT或HS-WBRT的10个部分中将患者随机分配至30Gy。主要终点是治疗后4个月使用霍普金斯言语学习测试修订版(HVLT-R)的总召回率下降。为了评估这一点,我们的目标是在3年内招募84名患者。次要终点包括NCF的进一步措施,生活质量,功能独立的持续时间,治疗转移的局部控制,发展新的转移,海马区的疾病控制,总生存率,类固醇和抗癫痫药物的要求,和毒性。
    结果:由于比预期招募慢,试验提前结束。从2016年4月至2018年1月,23例患者被随机分组。随访中位数为25个月。15例患者(6例WBRT,9HS-WBRT)评估了主要终点;其中,在4个月的HVLT-R总回忆评分中,每个臂中的1经历了显著下降(p=0.8)。HS-WBRT手臂的患者经历了较少的失眠(p<0.01)和嗜睡(p<0.01)。其他次要终点没有差异。
    结论:在英国,HS-WBRT的III期随机试验目前不可行。由于迄今为止报道的大多数HS-WBRT随机试验都有共同的终点,包括NCF,应进行个体患者数据荟萃分析.
    OBJECTIVE: To assess in patients with 1-10 brain metastases, each of which has been treated by neurosurgery or stereotactic radiosurgery, whether hippocampal sparing whole brain radiotherapy (HS-WBRT) better spares neurocognitive function (NCF) than standard WBRT. Further, to assess whether a phase III randomised trial of HS-WBRT would be feasible in the UK.
    METHODS: A multicentre, randomised, open label phase II trial was undertaken, randomising patients to 30Gy in 10 fractions of WBRT or HS-WBRT. The primary endpoint was decline in Total recall using Hopkins Verbal Learning Test Revised (HVLT-R) at 4 months post treatment. To assess this, we aimed to recruit 84 patients over 3 years. Secondary endpoints included further measures of NCF, quality of life, duration of functional independence, local control of treated metastases, development of new metastases, disease control within the hippocampal regions, overall survival, steroid and antiepileptic medication requirements, and toxicity.
    RESULTS: The trial closed prematurely due to slower than anticipated recruitment. From April 2016 to January 2018, 23 patients were randomised. Follow up was a median of 25 months. Fifteen patients (6 WBRT, 9 HS-WBRT) were assessed for the primary endpoint; of these, 1 in each arm experienced significant decline in the 4-month HVLT-R Total recall score (p = 0.8). Patients in the HS-WBRT arm experienced less insomnia (p < 0.01) and drowsiness (p < 0.01). There were no differences in other secondary endpoints.
    CONCLUSIONS: A phase III randomised trial of HS-WBRT was shown not to be feasible at this time in the UK. As most randomised trials of HS-WBRT reported to date share common endpoints, including NCF, an individual patient data meta-analysis should be undertaken.
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  • 文章类型: Journal Article
    细胞建筑学,器官和组织内的细胞组织,作为描绘各个区域的关键解剖学基础。它可以将皮质分割成具有独特结构和功能特征的不同区域。虽然传统的2D图集专注于通过单个切片对皮质区域进行细胞结构映射,复杂的皮质回旋和沟需要3D视角进行明确的解释。在这项研究中,我们使用荧光显微光学切片层析成像技术以0.65μm×0.65μm×3μm的分辨率获取整个猕猴大脑的建筑数据集。有了这些体积数据,皮质层状纹理在适当的视图平面中得到了显着呈现。此外,我们建立了一个立体坐标系来将细胞结构信息表示为基于表面的断层图像。利用这些细胞结构特征,我们能够将猕猴皮层三维地分成多个区域,这些区域表现出对比鲜明的建筑模式。还对小鼠进行了全脑分析,清楚地揭示了桶状皮质的存在并反映了该方法的生物学合理性。利用这些高分辨率连续数据集,我们的方法为探索大脑3D解剖结构的组织逻辑和病理机制提供了一个强大的工具。
    Cytoarchitecture, the organization of cells within organs and tissues, serves as a crucial anatomical foundation for the delineation of various regions. It enables the segmentation of the cortex into distinct areas with unique structural and functional characteristics. While traditional 2D atlases have focused on cytoarchitectonic mapping of cortical regions through individual sections, the intricate cortical gyri and sulci demands a 3D perspective for unambiguous interpretation. In this study, we employed fluorescent micro-optical sectioning tomography to acquire architectural datasets of the entire macaque brain at a resolution of 0.65 μm × 0.65 μm × 3 μm. With these volumetric data, the cortical laminar textures were remarkably presented in appropriate view planes. Additionally, we established a stereo coordinate system to represent the cytoarchitectonic information as surface-based tomograms. Utilizing these cytoarchitectonic features, we were able to three-dimensionally parcel the macaque cortex into multiple regions exhibiting contrasting architectural patterns. The whole-brain analysis was also conducted on mice that clearly revealed the presence of barrel cortex and reflected biological reasonability of this method. Leveraging these high-resolution continuous datasets, our method offers a robust tool for exploring the organizational logic and pathological mechanisms of the brain\'s 3D anatomical structure.
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  • 文章类型: Journal Article
    最近对自闭症谱系障碍(ASD)的研究已经确定了由相似的共激活模式(CAP)主导的复发状态,并揭示了基于种子的大规模脑网络中的功能障碍与临床症状之间的关联。然而,ASD中即时全脑动力学异常的存在仍不确定.在这项研究中,我们采用无种子CAP分析来确定ASD中的一过性脑活动构型并研究动态异常.我们利用了大量的多站点静息状态fMRI数据集,该数据集包括354名ASD患者和446名健康对照(HC,来自HC组和2)。CAP是通过时间K均值聚类从所有HC受试者的亚组(HC组1)产生的,识别四个上限。这四个CAP表现出默认模式网络(DMN)的激活或抑制,并分为两对空间相对的CAP。HC组2和ASD的CAPs通过其与HC组1的空间相似性来识别。与HC2组相比,患有ASD的人在涉及腹侧注意网络的CAPs中花费的时间更多,而在与执行控制和背侧注意网络相关的CAPs中花费的时间更少。支持向量机分析表明,CAPs的异常动态特征在多位点分类中达到了74.87%的准确率。此外,我们使用全脑动力学来预测ASD的症状严重程度。我们的发现从单一的瞬时角度揭示了ASD的全脑动态功能异常,强调DMN在ASD异常动态功能活动中的重要性,并提出时间动态技术为时变神经过程提供了新的见解。
    Recent studies on autism spectrum disorder (ASD) have identified recurring states dominated by similar coactivation pattern (CAP) and revealed associations between dysfunction in seed-based large-scale brain networks and clinical symptoms. However, the presence of abnormalities in moment-to-moment whole-brain dynamics in ASD remains uncertain. In this study, we employed seed-free CAP analysis to identify transient brain activity configurations and investigate dynamic abnormalities in ASD. We utilized a substantial multisite resting-state fMRI dataset consisting of 354 individuals with ASD and 446 healthy controls (HCs, from HC groups and 2). CAP were generated from a subgroup of all HC subjects (HC group 1) through temporal K-means clustering, identifying four CAPs. These four CAPs exhibited either the activation or inhibition of the default mode network (DMN) and were grouped into two pairs with opposing spatial CAPs. CAPs for HC group 2 and ASD were identified by their spatial similarity to those for HC group 1. Compared with individuals in HC group 2, those with ASD spent more time in CAPs involving the ventral attention network but less time in CAPs related to executive control and the dorsal attention network. Support vector machine analysis demonstrated that the aberrant dynamic characteristics of CAPs achieved an accuracy of 74.87% in multisite classification. In addition, we used whole-brain dynamics to predict symptom severity in ASD. Our findings revealed whole-brain dynamic functional abnormalities in ASD from a single transient perspective, emphasizing the importance of the DMN in abnormal dynamic functional activity in ASD and suggesting that temporally dynamic techniques offer novel insights into time-varying neural processes.
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  • 文章类型: Journal Article
    低频经颅超声刺激(TUS)允许以高空间分辨率改变大脑功能并到达深层目标。然而,TUS效应的时程在很大程度上仍然未知.我们将TUS应用于三种不同猴子的三个大脑目标:前内侧前额叶皮质,补充运动区和周围前扣带皮质。对于每一个,在TUS后30-150分钟内获得了1项静息状态功能磁共振成像,以及1项无刺激(对照).我们捕获了基于种子的大脑连通性的动态变化和个体基础。我们还评估了个体之间以及目标同质性和预测TUS变化的大脑特征之间。我们发现,TUS提示异质性功能连接改变,但仍保留某些一致的变化;我们确定了6个变化的时间过程,包括短暂和长时间的变化;我们发现大脑改变可以部分预测。总之,我们的结果强调了TUS诱导异质性功能连接改变.从更多的技术角度来看,我们还强调需要考虑大脑随时间的变化,而不仅仅是在快照期间观察到的;要考虑个体间的变异性,因为个体之间的变化可能存在很大差异.
    Low-frequency transcranial ultrasound stimulation (TUS) allows to alter brain functioning with a high spatial resolution and to reach deep targets. However, the time-course of TUS effects remains largely unknown. We applied TUS on three brain targets for three different monkeys: the anterior medial prefrontal cortex, the supplementary motor area and the perigenual anterior cingulate cortex. For each, one resting-state fMRI was acquired between 30 and 150 min after TUS as well as one without stimulation (control). We captured seed-based brain connectivity changes dynamically and on an individual basis. We also assessed between individuals and between targets homogeneity and brain features that predicted TUS changes. We found that TUS prompts heterogenous functional connectivity alterations yet retain certain consistent changes; we identified 6 time-courses of changes including transient and long duration alterations; with a notable degree of accuracy we found that brain alterations could partially be predicted. Altogether, our results highlight that TUS induces heterogeneous functional connectivity alterations. On a more technical point, we also emphasize the need to consider brain changes over-time rather than just observed during a snapshot; to consider inter-individual variability since changes could be highly different from one individual to another.
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  • 文章类型: Journal Article
    这项研究提出了一种结局预测方法,以提高基于全脑特征多样性的缺血性卒中结局预测的准确性和有效性,不使用患者基本信息和病变图像特征。
    在这项研究中,我们直接从动态磁化率对比灌注加权成像(DSC-PWI)中提取动态影像组学特征(DRF),并进一步从最小强度投影(MinIP)图中提取静态影像组学特征(SRF)和静态编码特征(SEF),这是从DSC-PWI图像的时间维度生成的。在从DRF的组合中选择整个大脑特征之后,SRF,和SEF通过Lasso算法,各种机器和深度学习模型被用于评估Ffuse在预测卒中结局中的作用.
    实验结果表明,从DRF产生的特征Ffuse,SRF,SEF(Resnet18)优于其他单一和组合特征,在机器学习模型和深度学习模型上都取得了0.971的最佳平均得分,95%CI分别为(0.703,0.877)和(0.92,0.983)。分别。此外,深度学习模型通常比机器学习模型表现更好。
    我们研究中使用的方法可以在不分割缺血性病变的情况下实现对卒中结果的准确评估,这对快速,高效,和准确的临床中风治疗。
    UNASSIGNED: This study proposed an outcome prediction method to improve the accuracy and efficacy of ischemic stroke outcome prediction based on the diversity of whole brain features, without using basic information about patients and image features in lesions.
    UNASSIGNED: In this study, we directly extracted dynamic radiomics features (DRFs) from dynamic susceptibility contrast perfusion-weighted imaging (DSC-PWI) and further extracted static radiomics features (SRFs) and static encoding features (SEFs) from the minimum intensity projection (MinIP) map, which was generated from the time dimension of DSC-PWI images. After selecting whole brain features Ffuse from the combinations of DRFs, SRFs, and SEFs by the Lasso algorithm, various machine and deep learning models were used to evaluate the role of Ffuse in predicting stroke outcomes.
    UNASSIGNED: The experimental results show that the feature Ffuse generated from DRFs, SRFs, and SEFs (Resnet 18) outperformed other single and combination features and achieved the best mean score of 0.971 both on machine learning models and deep learning models and the 95% CI were (0.703, 0.877) and (0.92, 0.983), respectively. Besides, the deep learning models generally performed better than the machine learning models.
    UNASSIGNED: The method used in our study can achieve an accurate assessment of stroke outcomes without segmentation of ischemic lesions, which is of great significance for rapid, efficient, and accurate clinical stroke treatment.
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  • 文章类型: Journal Article
    越来越多的动物和临床研究证据表明,网络过度兴奋(NH)可能是早期阿尔茨海默病(AD)的重要病理生理过程和潜在治疗目标。功能性连通性(FC)的测量已被提出作为NH的有希望的生物标志物,但尚不清楚哪种测量对兴奋/抑制平衡的早期变化具有最高的敏感性。
    我们旨在使用计算方法测试不同FC措施在最早阶段检测NH的性能。
    我们使用活动依赖性变性的全脑计算模型来模拟进行性AD病理和NH。我们研究了FC的四种测量是否以及在什么阶段(振幅包络相关性校正[AECc],相位滞后指数[PLI],联合排列熵[JPE]和一种新的度量:相位滞后时间[PLT])可以检测早期AD病理生理学。
    活性依赖性变性模型复制了与临床数据一致的光谱变化,并显示出NH增加。与作为金标准的相对θ功率相比,AECc和PLI在检测早期NH和AD相关的神经生理异常方面的敏感性较低。而JPE和PLT显示出更高的灵敏度和优异的测试特性。
    新的FC措施,更好地检测神经活动和连通性的快速波动,在检测早期神经生理异常,特别是AD中的NH方面,可能优于众所周知的措施,例如AECc和PLI。这些标记物可以改善早期诊断和治疗目标识别。
    UNASSIGNED: There is increasing evidence from animal and clinical studies that network hyperexcitability (NH) may be an important pathophysiological process and potential target for treatment in early Alzheimer\'s disease (AD). Measures of functional connectivity (FC) have been proposed as promising biomarkers for NH, but it is unknown which measure has the highest sensitivity for early-stage changes in the excitation/inhibition balance.
    UNASSIGNED: We aim to test the performance of different FC measures in detecting NH at the earliest stage using a computational approach.
    UNASSIGNED: We use a whole brain computational model of activity dependent degeneration to simulate progressive AD pathology and NH. We investigate if and at what stage four measures of FC (amplitude envelope correlation corrected [AECc], phase lag index [PLI], joint permutation entropy [JPE] and a new measure: phase lag time [PLT]) can detect early-stage AD pathophysiology.
    UNASSIGNED: The activity dependent degeneration model replicates spectral changes in line with clinical data and demonstrates increasing NH. Compared to relative theta power as a gold standard the AECc and PLI are shown to be less sensitive in detecting early-stage NH and AD-related neurophysiological abnormalities, while the JPE and the PLT show more sensitivity with excellent test characteristics.
    UNASSIGNED: Novel FC measures, which are better in detecting rapid fluctuations in neural activity and connectivity, may be superior to well-known measures such as the AECc and PLI in detecting early phase neurophysiological abnormalities and in particular NH in AD. These markers could improve early diagnosis and treatment target identification.
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  • 文章类型: Journal Article
    孤立性REM睡眠行为障碍(iRBD)是突触核蛋白病的早期阶段,大多数患者进展为帕金森病(PD)或相关疾病。PD中的定量敏感性作图(QSM)已经确定了黑质(SN)中以及基底神经节和皮质中的病理性铁积累。跨iRBD分析全脑QSM,PD,健康对照(HC)可能有助于确定前驱突触核蛋白病中神经变性的程度。70名新生PD患者,70例iRBD患者,60例HCs行3TMRI。获取T1和磁化率加权图像,并将其处理为空间标准化的QSM。在全脑和上脑干水平上比较所有组的基于体素的灰质磁化率差异分析,统计阈值设置为家庭误差校正的p值<0.05。全脑分析表明,与PD和HC相比,iRBD患者的双侧额顶叶皮层的易感性增加。根据皮质厚度分析,这与皮质变薄无关。与iRBD相比,PD患者左杏仁核和海马区的易感性增加。上脑干分析显示,与HC相比,双侧SN对PD和iRBD的易感性增加;变化主要位于前一组的黑体1和后一组的黑体2中。在iRBD组中,多巴胺转运蛋白SPECT异常与黑体1的易感性增加相关.iRBD患者比偶然的早期PD队列显示更大的额顶叶皮质受累,表明亚临床神经病理学更为广泛。黑质中的多巴胺能变性与易感性增加平行,主要在黑体1.
    Isolated REM sleep behavior disorder (iRBD) is an early stage of synucleinopathy with most patients progressing to Parkinson\'s disease (PD) or related conditions. Quantitative susceptibility mapping (QSM) in PD has identified pathological iron accumulation in the substantia nigra (SN) and variably also in basal ganglia and cortex. Analyzing whole-brain QSM across iRBD, PD, and healthy controls (HC) may help to ascertain the extent of neurodegeneration in prodromal synucleinopathy. 70 de novo PD patients, 70 iRBD patients, and 60 HCs underwent 3 T MRI. T1 and susceptibility-weighted images were acquired and processed to space standardized QSM. Voxel-based analyses of grey matter magnetic susceptibility differences comparing all groups were performed on the whole brain and upper brainstem levels with the statistical threshold set at family-wise error-corrected p-values <.05. Whole-brain analysis showed increased susceptibility in the bilateral fronto-parietal cortex of iRBD patients compared to both PD and HC. This was not associated with cortical thinning according to the cortical thickness analysis. Compared to iRBD, PD patients had increased susceptibility in the left amygdala and hippocampal region. Upper brainstem analysis revealed increased susceptibility within the bilateral SN for both PD and iRBD compared to HC; changes were located predominantly in nigrosome 1 in the former and nigrosome 2 in the latter group. In the iRBD group, abnormal dopamine transporter SPECT was associated with increased susceptibility in nigrosome 1. iRBD patients display greater fronto-parietal cortex involvement than incidental early-stage PD cohort indicating more widespread subclinical neuropathology. Dopaminergic degeneration in the substantia nigra is paralleled by susceptibility increase, mainly in nigrosome 1.
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  • 文章类型: Journal Article
    线性混合效应模型(LME)是一种通用方法,可以解释观测之间的依赖性。许多具有复杂设计的大规模神经成像数据集增加了对LME的需求;然而,由于其繁重的计算要求,LME很少用于全脑成像分析。在本文中,我们介绍了一种快速有效的混合效果算法(FEMA),使全脑顶点,逐体素,和大样本中的全连接体LME分析可能。我们通过广泛的模拟来验证FEMA,表明固定效应的估计等同于标准最大似然估计,但计算速度提高了几个数量级。我们通过研究年龄对感兴趣区域水平和顶点皮层厚度的横截面和纵向影响来证明FEMA的适用性,以及来自静息状态功能磁共振成像的全连接体功能连接值,使用来自青少年脑认知发育SM研究4.0版的纵向成像数据。我们的分析揭示了青春期早期顶点皮层厚度和连接体宽连接值的年度变化的不同空间模式,突出大脑成熟的关键时刻。对真实数据的模拟和应用表明,FEMA能够对大量神经成像指标和感兴趣变量之间的关系进行高级调查,同时考虑复杂的研究设计。包括重复的措施和家庭结构,以快速有效的方式。FEMA的源代码可通过以下网址获得:https://github.com/cmig-research-group/cmig_tools/。
    The linear mixed-effects model (LME) is a versatile approach to account for dependence among observations. Many large-scale neuroimaging datasets with complex designs have increased the need for LME; however LME has seldom been used in whole-brain imaging analyses due to its heavy computational requirements. In this paper, we introduce a fast and efficient mixed-effects algorithm (FEMA) that makes whole-brain vertex-wise, voxel-wise, and connectome-wide LME analyses in large samples possible. We validate FEMA with extensive simulations, showing that the estimates of the fixed effects are equivalent to standard maximum likelihood estimates but obtained with orders of magnitude improvement in computational speed. We demonstrate the applicability of FEMA by studying the cross-sectional and longitudinal effects of age on region-of-interest level and vertex-wise cortical thickness, as well as connectome-wide functional connectivity values derived from resting state functional MRI, using longitudinal imaging data from the Adolescent Brain Cognitive DevelopmentSM Study release 4.0. Our analyses reveal distinct spatial patterns for the annualized changes in vertex-wise cortical thickness and connectome-wide connectivity values in early adolescence, highlighting a critical time of brain maturation. The simulations and application to real data show that FEMA enables advanced investigation of the relationships between large numbers of neuroimaging metrics and variables of interest while considering complex study designs, including repeated measures and family structures, in a fast and efficient manner. The source code for FEMA is available via: https://github.com/cmig-research-group/cmig_tools/.
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  • 文章类型: Journal Article
    感觉运动整合涉及感觉输入的前馈和折返处理。与抓握相关的运动活动先于视觉对象处理,并被认为会影响视觉对象处理。然而,虽然折返反馈的重要性在感知中已经确立,自上而下的动作调制和参与这一过程的神经回路受到的关注较少。特定于动作的意图会影响人类皮层中视觉信息的处理吗?使用提示分离功能磁共振成像范式,我们发现特定于动作的指令处理(手动对齐与把握)只有在定向刺激的视觉呈现之后才变得明显,早在初级视觉皮层中发生,并延伸到背侧视觉流,电机和前置电机区域。Further,背河面积aIPS,已知参与物体操纵,初级视觉皮层显示出与额叶任务相关的功能连接,顶叶和颞区,与从背侧和腹侧视觉流区域重入反馈修改视觉输入以准备行动的想法一致。重要的是,与任务相关的调制和连接都专门链接到任务的对象呈现阶段,建议在处理行动目标中发挥作用。我们的结果表明,预期的手动行动有一个早期的,无处不在,以及对视觉皮层处理的不同影响。
    Sensorimotor integration involves feedforward and reentrant processing of sensory input. Grasp-related motor activity precedes and is thought to influence visual object processing. Yet, while the importance of reentrant feedback is well established in perception, the top-down modulations for action and the neural circuits involved in this process have received less attention. Do action-specific intentions influence the processing of visual information in the human cortex? Using a cue-separation fMRI paradigm, we found that action-specific instruction processing (manual alignment vs. grasp) became apparent only after the visual presentation of oriented stimuli, and occurred as early as in the primary visual cortex and extended to the dorsal visual stream, motor and premotor areas. Further, dorsal stream area aIPS, known to be involved in object manipulation, and the primary visual cortex showed task-related functional connectivity with frontal, parietal and temporal areas, consistent with the idea that reentrant feedback from dorsal and ventral visual stream areas modifies visual inputs to prepare for action. Importantly, both the task-dependent modulations and connections were linked specifically to the object presentation phase of the task, suggesting a role in processing the action goal. Our results show that intended manual actions have an early, pervasive, and differential influence on the cortical processing of vision.
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  • 文章类型: Journal Article
    理解和绘制人类连接体是神经科学的一项长期努力,然而,在冷冻切片过程中,与人脑大尺寸相关的重大挑战仍未解决。虽然大脑较小,比如啮齿动物和马尾猴,一直是以前连接组学项目的重点,处理更大的人类大脑需要重大的技术进步。这项研究解决了在对齐的神经解剖学坐标中以最小的组织损伤冷冻大大脑的问题,有利于大规模无畸变冷冻切片。我们报告了最有效和稳定的冷冻技术,利用适当的冷冻保护选择和利用工程工具,如大脑主模式,定制设计的模具,和一个连续的温度监测系统。这种标准化的冷冻方法可以实现高质量,无失真组织学,允许全世界的研究人员在细胞水平上探索人类大脑的复杂性。我们的方法结合了神经科学和工程技术,以有限的资源解决这一长期挑战,提高发达国家以外的大规模科学努力的可及性,促进不同的方法,促进合作。
    Understanding and mapping the human connectome is a long-standing endeavor of neuroscience, yet the significant challenges associated with the large size of the human brain during cryosectioning remain unsolved. While smaller brains, such as rodents and marmosets, have been the focus of previous connectomics projects, the processing of the larger human brain requires significant technological advancements. This study addresses the problem of freezing large brains in aligned neuroanatomical coordinates with minimal tissue damage, facilitating large-scale distortion-free cryosectioning. We report the most effective and stable freezing technique utilizing an appropriate choice of cryoprotection and leveraging engineering tools such as brain master patterns, custom-designed molds, and a continuous temperature monitoring system. This standardized approach to freezing enables high-quality, distortion-free histology, allowing researchers worldwide to explore the complexities of the human brain at a cellular level. Our approach combines neuroscience and engineering technologies to address this long-standing challenge with limited resources, enhancing accessibility of large-scale scientific endeavors beyond developed countries, promoting diverse approaches, and fostering collaborations.
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