Developmental neuroimaging

  • 文章类型: Journal Article
    Noonan综合征和1型神经纤维瘤病是与Ras-丝裂原活化蛋白激酶信号通路基因中的致病变异相关的遗传条件。两者都会过度激活Ras-丝裂原激活的蛋白激酶途径的信号传导,并表现出神经精神疾病的高患病率。Further,Noonan综合征和1型神经纤维瘤病的动物模型和人类影像学研究显示两种情况下的白质异常。虽然这些发现表明Ras-丝裂原激活的蛋白激酶通路对白质的超激活作用,目前尚不清楚这些效应是综合征特异性的还是通路特异性的.为了表征Noonan综合征和1型神经纤维瘤病对人类白质微结构完整性的影响,并识别潜在的综合征特异性对个体束微结构完整性的影响,我们收集了Noonan综合征患儿(n=24)的弥散加权成像数据,神经纤维瘤病1型(n=28)和年龄和性别匹配的对照(n=31)。我们使用体素对照临床组(Noonan综合征或1型神经纤维瘤病)和对照,基于道和沿道分析。结果包括体素方面,基于束和沿束的分数各向异性,轴向扩散率,径向扩散率和平均扩散率。Noonan综合征和1型神经纤维瘤病表现出相似的模式,即部分各向异性降低和轴向扩散增加。径向扩散系数,以及相对于对照和不同空间模式的白质平均扩散系数。Noonan综合征比1型神经纤维瘤病对白质完整性的空间影响更大,通过各向异性分数测量。与1型神经纤维瘤病(d=0.4)相比,基于赛道的分析还表明Noonan综合征的效应幅度存在差异,各向异性分数总体较低。在管道层面,在相关区域中检测到Noonan综合征对分数各向异性的特定影响(上纵向,钩骨和弓形束状;P<0.012),与对照组相比,在call体中检测到1型神经纤维瘤病的特异性作用(P<0.037)。沿束分析的结果与基于束的分析的结果一致,表明影响沿受影响的束普遍存在。总之,我们发现Ras-丝裂原活化蛋白激酶通路的致病变异体与通过在发育中的脑扩散测量的白质异常相关.总的来说,Noonan综合征和1型神经纤维瘤病显示对分数各向异性和弥散标量的共同影响,以及特定的独特效果,即,Noonan综合征的颞顶额叶(半球内)和1型神经纤维瘤病的call体(半球间)。观察到的特定效应不仅证实了来自努南综合征和1型神经纤维瘤病的独立队列的先前观察结果,而且还告知了个体束的综合征特异性易感性。因此,这些发现表明了精确的潜在目标,现有药物的以大脑为中心的结果测量,如MEK抑制剂,作用于Ras-丝裂原活化蛋白激酶途径。
    Noonan syndrome and neurofibromatosis type 1 are genetic conditions linked to pathogenic variants in genes of the Ras-mitogen-activated protein kinase signalling pathway. Both conditions hyper-activate signalling of the Ras-mitogen-activated protein kinase pathway and exhibit a high prevalence of neuropsychiatric disorders. Further, animal models of Noonan syndrome and neurofibromatosis type 1 and human imaging studies show white matter abnormalities in both conditions. While these findings suggest Ras-mitogen-activated protein kinas pathway hyper-activation effects on white matter, it is unknown whether these effects are syndrome-specific or pathway-specific. To characterize the effect of Noonan syndrome and neurofibromatosis type 1 on human white matter\'s microstructural integrity and discern potential syndrome-specific influences on microstructural integrity of individual tracts, we collected diffusion-weighted imaging data from children with Noonan syndrome (n = 24), neurofibromatosis type 1 (n = 28) and age- and sex-matched controls (n = 31). We contrasted the clinical groups (Noonan syndrome or neurofibromatosis type 1) and controls using voxel-wise, tract-based and along-tract analyses. Outcomes included voxel-wise, tract-based and along-tract fractional anisotropy, axial diffusivity, radial diffusivity and mean diffusivity. Noonan syndrome and neurofibromatosis type 1 showed similar patterns of reduced fractional anisotropy and increased axial diffusivity, radial diffusivity, and mean diffusivity on white matter relative to controls and different spatial patterns. Noonan syndrome presented a more extensive spatial effect than neurofibromatosis type 1 on white matter integrity as measured by fractional anisotropy. Tract-based analysis also demonstrated differences in effect magnitude with overall lower fractional anisotropy in Noonan syndrome compared to neurofibromatosis type 1 (d = 0.4). At the tract level, Noonan syndrome-specific effects on fractional anisotropy were detected in association tracts (superior longitudinal, uncinate and arcuate fasciculi; P < 0.012), and neurofibromatosis type 1-specific effects were detected in the corpus callosum (P < 0.037) compared to controls. Results from along-tract analyses aligned with results from tract-based analyses and indicated that effects are pervasive along the affected tracts. In conclusion, we find that pathogenic variants in the Ras-mitogen-activated protein kinase pathway are associated with white matter abnormalities as measured by diffusion in the developing brain. Overall, Noonan syndrome and neurofibromatosis type 1 show common effects on fractional anisotropy and diffusion scalars, as well as specific unique effects, namely, on temporoparietal-frontal tracts (intra-hemispheric) in Noonan syndrome and on the corpus callosum (inter-hemispheric) in neurofibromatosis type 1. The observed specific effects not only confirm prior observations from independent cohorts of Noonan syndrome and neurofibromatosis type 1 but also inform on syndrome-specific susceptibility of individual tracts. Thus, these findings suggest potential targets for precise, brain-focused outcome measures for existing medications, such as MEK inhibitors, that act on the Ras-mitogen-activated protein kinase pathway.
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  • 文章类型: Journal Article
    已经提出了诸如交互式专业化和成熟框架之类的总体理论来描述人类功能性大脑发育。然而,这些框架尚未在fMRI文献中进行系统检查.视觉处理是神经影像学中研究最充分的领域之一,在这一领域的研究最近已经扩展到包括自然主义范式,以促进在年轻年龄范围内的研究,允许在整个童年对这些框架进行深入的批判性评估。为此,我们对94项发育性视觉功能磁共振成像研究进行了范围审查,包括传统的实验任务和自然主义研究,跨多个子域(早期视觉处理,特定类别的高阶处理,自然主义视觉处理)。我们发现跨域,许多研究报告了逐步发展,但是很少有研究描述适应成熟或交互式专业化框架所必需的回归或紧急变化。我们的研究结果表明,需要扩展发展框架,并更清晰地报告渐进和回归变化,随着动力良好,纵向研究。
    Overarching theories such as the interactive specialization and maturational frameworks have been proposed to describe human functional brain development. However, these frameworks have not yet been systematically examined across the fMRI literature. Visual processing is one of the most well-studied fields in neuroimaging, and research in this area has recently expanded to include naturalistic paradigms that facilitate study in younger age ranges, allowing for an in-depth critical appraisal of these frameworks across childhood. To this end, we conducted a scoping review of 94 developmental visual fMRI studies, including both traditional experimental task and naturalistic studies, across multiple sub-domains (early visual processing, category-specific higher order processing, naturalistic visual processing). We found that across domains, many studies reported progressive development, but few studies describe regressive or emergent changes necessary to fit the maturational or interactive specialization frameworks. Our findings suggest a need for the expansion of developmental frameworks and clearer reporting of both progressive and regressive changes, along with well-powered, longitudinal studies.
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  • 文章类型: Preprint
    近年来,使用精确功能图谱对个体功能性大脑组织进行表征为成年人提供了重要见解。然而,关于人类发育过程中脑功能组织的个体差异的个体差异知之甚少,但是在高可塑性时期,系统组织的精确表征可能对促进终身健康的发现最有影响力。在早期开发过程中收集和分析精确的fMRI数据具有独特的挑战,并强调了改进数据采集的新方法的重要性。processing,以及婴儿样本的分析策略。这里,我们调查了成人MRI研究中两种方法的适用性,多回波(ME)数据采集和热噪声去除,采用分布校正主成分分析(NORDIC)降噪,来自三名新生儿的精确功能磁共振成像数据。与成年人的榜样相比,从婴儿的ME数据计算的T2*弛豫时间更长,并且在整个大脑中变化更大,指出ME采集是优化发育功能磁共振成像的有前途的工具。通过NORDIC进行热去噪的应用增加了tSNR和功能连接的整体强度以及婴儿ME数据中功能连接矩阵的半可靠性。虽然我们与NORDIC去噪相关的发现与成人文献一致,但ME数据采集显示出很高的前景,其在发育样本中的应用需要进一步研究。目前的工作揭示了我们对发育脑成像最佳技术的理解的差距,并强调了进一步发展特定的方法进步和优化的需要。面向婴儿的精确功能成像。
    The characterization of individual functional brain organization with Precision Functional Mapping has provided important insights in recent years in adults. However, little is known about the ontogeny of inter-individual differences in brain functional organization during human development, but precise characterization of systems organization during periods of high plasticity might be most influential towards discoveries promoting lifelong health. Collecting and analyzing precision fMRI data during early development has unique challenges and emphasizes the importance of novel methods to improve data acquisition, processing, and analysis strategies in infant samples. Here, we investigate the applicability of two such methods from adult MRI research, multi-echo (ME) data acquisition and thermal noise removal with Noise reduction with distribution corrected principal component analysis (NORDIC), in precision fMRI data from three newborn infants. Compared to an adult example subject, T2* relaxation times calculated from ME data in infants were longer and more variable across the brain, pointing towards ME acquisition being a promising tool for optimizing developmental fMRI. The application of thermal denoising via NORDIC increased tSNR and the overall strength of functional connections as well as the split-half reliability of functional connectivity matrices in infant ME data. While our findings related to NORDIC denoising are coherent with the adult literature and ME data acquisition showed high promise, its application in developmental samples needs further investigation. The present work reveals gaps in our understanding of the best techniques for developmental brain imaging and highlights the need for further developmentally-specific methodological advances and optimizations, towards precision functional imaging in infants.
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  • 文章类型: Journal Article
    母亲的压力可以塑造从子宫开始的长期儿童神经发育。压力从母亲传递给后代的一种机制是通过母体皮质醇的改变,可以穿过胎盘并与胎儿大脑中富含糖皮质激素受体的区域结合,比如海马。尽管先前的研究已经证明了母亲产前压力和皮质醇水平与儿童大脑发育之间的关联,我们缺乏有关这些关联在出生前和出生后混杂影响前的起源程度的信息.孕妇(n=77)完成了关于当前感知压力的问卷,抑郁症状,和焦虑症状,提供了三到四个唾液皮质醇样本,并在妊娠中期或中期完成了胎儿静息状态功能MRI扫描(平均胎龄=32.8周)。基于体素种子的连通性分析显示,较高的产前自我报告的困扰和较高的母体皮质醇水平与胎儿海马功能连通性的可分离差异相对应。具体来说,自我报告的困扰与海马和右后顶叶关联皮层之间的正功能耦合增加相关,而较高的母体皮质醇与背前扣带皮质和左内侧前额叶皮质的海马正耦合更强。此外,产妇痛苦之间的联系,但不是母体皮质醇,胎儿海马连接受胎儿性别调节。这些结果表明,产前应激和外周皮质醇水平可能通过独特的机制影响胎儿海马发育。
    Maternal stress can shape long-term child neurodevelopment beginning in utero. One mechanism by which stress is transmitted from mothers to their offspring is via alterations in maternal cortisol, which can cross the placenta and bind to glucocorticoid receptor-rich regions in the fetal brain, such as the hippocampus. Although prior studies have demonstrated associations between maternal prenatal stress and cortisol levels with child brain development, we lack information about the extent to which these associations originate prior to birth and prior to confounding postnatal influences. Pregnant mothers (n = 77) completed questionnaires about current perceived stress, depressive symptoms, and anxiety symptoms, provided three to four salivary cortisol samples, and completed a fetal resting-state functional MRI scan during their second or third trimester of pregnancy (mean gestational age = 32.8 weeks). Voxelwise seed-based connectivity analyses revealed that higher prenatal self-reported distress and higher maternal cortisol levels corresponded to dissociable differences in fetal hippocampal functional connectivity. Specifically, self-reported distress was correlated with increased positive functional coupling between the hippocampus and right posterior parietal association cortex, while higher maternal cortisol was associated with stronger positive hippocampal coupling with the dorsal anterior cingulate cortex and left medial prefrontal cortex. Moreover, the association between maternal distress, but not maternal cortisol, on fetal hippocampal connectivity was moderated by fetal sex. These results suggest that prenatal stress and peripheral cortisol levels may shape fetal hippocampal development through unique mechanisms.
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  • 文章类型: Journal Article
    注意力不集中和多动症出现在光谱上,可能会影响儿童感知世界和与世界互动的方式。我们调查了注意力不集中和过度活跃特征的规范变异是否与脑功能差异有关,当孩子们观看适合年龄的电视节目的片段时。收集了81名4-7岁儿童的功能磁共振成像(fMRI)数据和父母报告的注意力不集中和多动特征。在混合效应模型中使用受试者间相关性(ISC)分析数据,以确定注意力不集中和过度活跃的特征是否与fMRI对视频的反应的特质相关。我们假设平均注意力不集中和多动症得分较高的儿童对比在这些特征上平均得分较低的儿童对显示出更少的个体间大脑同步性。视频观看涉及广泛的视觉,听觉,默认模式和背侧前额区。在许多这些地区,注意力不集中和过度活跃与ISC密切相关。我们的发现表明,没有ADHD的儿童的注意力不集中和多动特征与自然主义视频刺激的神经处理不同程度地相关。这可能对理解具有不同水平的这些特征的儿童如何在不受约束的条件下处理视听信息产生影响。
    Inattention and hyperactivity present on a spectrum and may influence the way children perceive and interact with the world. We investigated whether normative variation in inattentive and hyperactive traits was associated with differences in brain function, while children watched clips from an age-appropriate television program. Functional magnetic resonance imaging (fMRI) data and parent reports of inattention and hyperactivity traits were collected from 81 children 4-7 years of age with no parent-reported diagnoses. Data were analyzed using intersubject correlations (ISCs) in mixed effects models to determine if inattentive and hyperactive traits were associated with idiosyncrasy of fMRI response to the video. We hypothesized that pairs of children with higher average inattention and hyperactivity scores would show less interindividual brain synchrony to one another than pairs with lower average scores on these traits. Video watching engaged widespread visual, auditory, default mode and dorsal prefrontal regions. Inattention and hyperactivity were separably associated with ISC in many of these regions. Our findings suggest that the spectrum of inattention and hyperactivity traits in children without ADHD are differentially associated with neural processing of naturalistic video stimuli, which may have implications for understanding how children with different levels of these traits process audiovisual information in unconstrained conditions.
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  • 文章类型: Journal Article
    强迫症(OCS)在青春期很常见,但通常不符合强迫症的诊断阈值。然而,强迫症和阈值下OCS都与经历其他严重精神疾病的可能性增加有关。包括抑郁和自杀意念.不幸的是,关于OCS神经生物学的信息有限。
    这里,我们对来自费城神经发育队列的大量青少年样本(分析n=832)进行了首次OCS脑成像研究。我们使用专注于不同神经解剖学尺度的互补分析方法研究了静息态功能磁共振成像的功能连通性。从已知的功能系统到全连接体测试。
    我们发现了一个强大的全连接体模式,OCS相关差异,以及涉及已知功能系统的特定异常的证据,包括背侧和腹侧注意力,额顶叶,和默认模式系统。脑灌注成像和高分辨率结构成像分析未显示OCS相关差异,与功能连接的域特异性一致。
    这里报道的大脑连接体与OCS的关联,连同其临床相关性的早期研究,支持OCS作为精神病风险的早期标志物的潜力,这可能会增强我们对青少年精神病理学发病机制的理解。
    Obsessive-compulsive symptomatology (OCS) is common in adolescence but usually does not meet the diagnostic threshold for obsessive-compulsive disorder. Nevertheless, both obsessive-compulsive disorder and subthreshold OCS are associated with increased likelihood of experiencing other serious psychiatric conditions, including depression and suicidal ideation. Unfortunately, there is limited information on the neurobiology of OCS.
    Here, we undertook one of the first brain imaging studies of OCS in a large adolescent sample (analyzed n = 832) from the Philadelphia Neurodevelopmental Cohort. We investigated resting-state functional magnetic resonance imaging functional connectivity using complementary analytic approaches that focus on different neuroanatomical scales, from known functional systems to connectome-wide tests.
    We found a robust pattern of connectome-wide, OCS-related differences, as well as evidence of specific abnormalities involving known functional systems, including dorsal and ventral attention, frontoparietal, and default mode systems. Analysis of cerebral perfusion imaging and high-resolution structural imaging did not show OCS-related differences, consistent with domain specificity to functional connectivity.
    The brain connectomic associations with OCS reported here, together with early studies of its clinical relevance, support the potential for OCS as an early marker of psychiatric risk that may enhance our understanding of mechanisms underlying the onset of adolescent psychopathology.
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  • 文章类型: Journal Article
    对大脑解剖结构的洞察对于神经发育障碍的早期发现很重要,比如诵读困难.FreeSurfer是最常用的自动化软件工具之一,用于研究大脑形态。然而,FreeSurfer提供的结果的质量控制通常被忽略,并可能导致错误的统计推断。额外的手动编辑数据可能是一个解决方案,虽然不是没有时间和资源的成本。过去在成年人中进行的关于比较FreeSurfer自动化方法和没有额外手动编辑的研究表明,尽管编辑可能导致某些地区方法之间的形态学测量存在显着差异,它不会显著改变检测临床差异的敏感性.鉴于自动化方法更有可能在儿科数据中失败,而且本质上是更嘈杂的数据,我们在本研究中调查了FreeSurfer是否可以完全自动应用,或者是否需要对儿科样本中的T1图像进行额外的手动编辑.具体来说,在阅读网络的6个感兴趣区域(ROIs)中,对有或没有阅读障碍的5~6岁儿童的皮质厚度和表面积测量值进行了比较,同时进行和不进行额外的手动编辑.结果表明,额外的编辑导致形态学测量的统计差异,但是这些差异在受试者之间是一致的,并且揭示有和没有阅读障碍的儿童之间形态学测量统计差异的敏感性不受影响,尽管根据所使用的方法,轻微显著发现的结论可能会有所不同。因此,我们的结果表明,在FreeSurfer中对阅读相关区域进行额外的人工编辑对儿科样本的获益有限.
    Insights into brain anatomy are important for the early detection of neurodevelopmental disorders, such as dyslexia. FreeSurfer is one of the most frequently applied automatized software tools to study brain morphology. However, quality control of the outcomes provided by FreeSurfer is often ignored and could lead to wrong statistical inferences. Additional manual editing of the data may be a solution, although not without a cost in time and resources. Past research in adults on comparing the automatized method of FreeSurfer with and without additional manual editing indicated that although editing may lead to significant differences in morphological measures between the methods in some regions, it does not substantially change the sensitivity to detect clinical differences. Given that automated approaches are more likely to fail in pediatric-and inherently more noisy-data, we investigated in the current study whether FreeSurfer can be applied fully automatically or additional manual edits of T1-images are needed in a pediatric sample. Specifically, cortical thickness and surface area measures with and without additional manual edits were compared in six regions of interest (ROIs) of the reading network in 5-to-6-year-old children with and without dyslexia. Results revealed that additional editing leads to statistical differences in the morphological measures, but that these differences are consistent across subjects and that the sensitivity to reveal statistical differences in the morphological measures between children with and without dyslexia is not affected, even though conclusions of marginally significant findings can differ depending on the method used. Thereby, our results indicate that additional manual editing of reading-related regions in FreeSurfer has limited gain for pediatric samples.
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  • 文章类型: Journal Article
    We studied developmental plasticity using functional magnetic resonance imaging (fMRI) in a preterm infant with brain injury on structural MRI. fMRI showed preserved brain function and subsequent neurodevelopment was within the normal range. Multimodal neuroimaging including fMRI can improve understanding of neural plasticity after preterm birth and brain injury.
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  • 文章类型: Journal Article
    Recent resting-state functional MRI investigations have demonstrated that much of the large-scale functional network architecture supporting motor, sensory and cognitive functions in older pediatric and adult populations is present in term- and prematurely-born infants. Application of new analytical approaches can help translate the improved understanding of early functional connectivity provided through these studies into predictive models of neurodevelopmental outcome. One approach to achieving this goal is multivariate pattern analysis, a machine-learning, pattern classification approach well-suited for high-dimensional neuroimaging data. It has previously been adapted to predict brain maturity in children and adolescents using structural and resting state-functional MRI data. In this study, we evaluated resting state-functional MRI data from 50 preterm-born infants (born at 23-29weeks of gestation and without moderate-severe brain injury) scanned at term equivalent postmenstrual age compared with data from 50 term-born control infants studied within the first week of life. Using 214 regions of interest, binary support vector machines distinguished term from preterm infants with 84% accuracy (p<0.0001). Inter- and intra-hemispheric connections throughout the brain were important for group categorization, indicating that widespread changes in the brain\'s functional network architecture associated with preterm birth are detectable by term equivalent age. Support vector regression enabled quantitative estimation of birth gestational age in single subjects using only term equivalent resting state-functional MRI data, indicating that the present approach is sensitive to the degree of disruption of brain development associated with preterm birth (using gestational age as a surrogate for the extent of disruption). This suggests that support vector regression may provide a means for predicting neurodevelopmental outcome in individual infants.
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  • 文章类型: Journal Article
    Spatial and functional gradients of development have been described for the maturation of cerebral gray and white matter using histological and radiological approaches. We evaluated these patterns in very preterm (VPT) infants using diffusion tensor imaging. Data were obtained from 3 groups: 1) 22 VPT infants without white matter injury (WMI), of whom all had serial MRI studies during the neonatal period, 2) 19 VPT infants with WMI, of whom 3 had serial MRI studies and 3) 12 healthy, term-born infants. Regions of interest were placed in the cortical gray and adjacent white matter in primary motor, primary visual, visual association, and prefrontal regions. From the MRI data at term-equivalent postmenstrual age, differences in mean diffusivity were found in all areas between VPT infants with WMI and the other 2 groups. In contrast, minimal differences in fractional anisotropy were found between the 3 groups. These findings suggest that cortical maturation is delayed in VPT infants with WMI when compared with term control infants and VPT infants without WMI. From the serial MRI data from VPT infants, synchronous development between gray and white matter was evident in all areas and all groups, with maturation in primary motor and sensory regions preceding that of association areas. This finding highlights the regionally varying but locally synchronous nature of the development of cortical gray matter and its adjacent white matter.
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