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Perceiving visual negative stimuli in schizophrenia and bipolar disorder: Meta-analytic evidence of a common altered thalamic-parahippocampal-basal ganglia circuit 精神分裂症和双相情感障碍的视觉负性刺激感知:丘脑-海马旁-基底神经节回路共同改变的meta分析证据
Q4 Neuroscience Pub Date : 2023-06-01 DOI: 10.1016/j.ynirp.2023.100173
Alessandro Grecucci , Chiara Orsini , Gaia Lapomarda , Sara Sorella , Irene Messina

Despite the kraepelinian differentiation of schizophrenia and bipolar disorder, several data questioned this net subdivision and suggested a continuity between the two. An expanded continuum hypothesis was suggested, assuming a common psychotic core between the two disorders, as well as cognitive and affective differences. The present study aimed to investigate similarities and differences between schizophrenia and bipolar disorder for what entails the affective dimension of the continuum. A coordinate-based meta-analytic approach on neuroimaging data was applied to understand differences and similarities in the visual perception of negative stimuli in the two groups. The activation likelihood estimation analysis included 41 experiments on schizophrenia (schizophrenia versus healthy controls) and 27 experiments on bipolar disorder (bipolar versus healthy controls). Our conjunction analysis results revealed the presence of shared functional abnormalities in thalamic, parahippocampal, and basal ganglia areas, suggesting that these patients share an altered circuit responsible for a heightened elaboration of negative emotional stimuli. The subtraction analysis highlighted that the two groups present differences too. Schizophrenia patients show widespread abnormalities in limbic, temporal, sub-lobar and midbrain regions possibly involved in emotional processing and hallucinations. On the other hand, bipolar patients show alterations in frontal areas associated with emotional appraisal, regulation, and response inhibition. This study sheds light on both similarities and differences in the emotional processing of schizophrenic and bipolar patients, and may help to better characterise the affective features of these two conditions along a continuum.

尽管精神分裂症和双相情感障碍有克拉佩里尼式的区分,但一些数据对这一净细分提出了质疑,并表明两者之间存在连续性。提出了一个扩展的连续体假说,假设这两种疾病之间存在共同的精神病核心,以及认知和情感差异。本研究旨在调查精神分裂症和双相情感障碍之间的相似性和差异,以了解连续体的情感维度。应用基于坐标的神经成像数据元分析方法来了解两组患者对负面刺激的视觉感知的差异和相似性。激活可能性估计分析包括41个关于精神分裂症的实验(精神分裂症与健康对照组)和27个关于双相情感障碍的实验(双相情感与健康对照)。我们的联合分析结果显示,丘脑、海马旁和基底神经节区域存在共同的功能异常,这表明这些患者共享一个改变的回路,负责加强负面情绪刺激的阐述。减法分析强调,这两组人也存在差异。精神分裂症患者在边缘、颞叶、叶下和中脑区域表现出广泛的异常,可能与情绪处理和幻觉有关。另一方面,双相情感障碍患者表现出与情绪评估、调节和反应抑制相关的额叶区域的改变。这项研究揭示了精神分裂症和双相情感障碍患者情绪处理的异同,并可能有助于更好地描述这两种情况的情感特征。
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引用次数: 0
Tracking the current in the Alzheimer's brain - Systematic differences between patients and healthy controls in the electric field induced by tDCS 跟踪阿尔茨海默氏症患者的大脑电流——tDCS诱导的电场在患者和健康对照组之间的系统性差异
Q4 Neuroscience Pub Date : 2023-06-01 DOI: 10.1016/j.ynirp.2023.100172
Ingrid Daae Rasmussen , Matthias Mittner , Nya Mehnwolo Boayue , Gábor Csifcsák , Per M. Aslaksen

Background

Several studies on patients with Alzheimer's disease (AD) have used transcranial direct current stimulation (tDCS) to enhance neural excitability in the left dorsolateral prefrontal cortex (lDLPFC). Interindividual differences in brain anatomy in AD patients pose a challenge to efficiently target the lDLPFC using scalp-based coordinates, calling for new and more precise tDCS protocols.

Objective

The purpose of this study was to explore how AD-related neuropathology affects the tDCS-induced electric field (EF) across different DLPFC montages using computational modeling.

Method

Forty-eight realistic head models were created from structural magnetic resonance scans of AD patients and healthy controls collected from a publicly available database. We compared the tDCS-induced EF in different montages applied in the literature, in addition to a high definition (HD)-tDCS montage centered at electrode F3.

Results

There was an overall global reduction in EF strength in the patient group, probably due to structural alterations that were also identified in the patient group. A widespread distribution of the EF was found across the frontal lobe for bipolar montages, while HD-tDCS yielded more focal stimulation, mainly restricted to the lDLPFC. Minor differences in the EF distribution were found when comparing the HD-tDCS montages.

Conclusion

Neurodegenerative alterations present in patients with AD affect the magnitude, distribution and variability of the EF. HD-tDCS montages provide more focal stimulation of the target area, compared to bipolar montages with to pronounced group differences between AD patients and healthy matched controls. This finding poses substantial limitations to the comparison of cognitive effects of tDCS both between patients and controls and within patients at different stages of disease progression.

背景几项针对阿尔茨海默病(AD)患者的研究使用经颅直流电刺激(tDCS)来增强左背外侧前额叶皮层(lDLPFC)的神经兴奋性。AD患者大脑解剖结构的个体间差异对使用基于头皮的坐标有效定位lDLPFC提出了挑战,需要新的、更精确的tDCS协议。本研究的目的是通过计算模型探讨AD相关神经病理学如何影响不同DLPFC蒙太奇的tDCS诱导电场(EF)。方法从公开数据库中收集AD患者和健康对照的结构磁共振扫描,建立48个逼真的头部模型。我们比较了文献中应用的不同蒙太奇中tDCS诱导的EF,以及以电极F3为中心的高清(HD)-tDCS蒙太奇。结果患者组的EF强度总体上降低,可能是由于患者组中也发现了结构改变。在双极蒙太奇的额叶中发现EF的广泛分布,而HD tDCS产生了更多的局灶刺激,主要局限于lDLPFC。在比较HD tDCS蒙太奇时发现EF分布的微小差异。结论AD患者的神经退行性改变影响EF的大小、分布和变异性。与双相蒙太奇相比,HD tDCS蒙太奇对目标区域提供了更多的局灶性刺激,AD患者和健康对照组之间存在显著的组间差异。这一发现对tDCS在患者和对照之间以及在疾病进展的不同阶段的患者内的认知效果的比较造成了实质性的限制。
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引用次数: 0
Graph analysis of resting state functional brain networks and associations with cognitive outcomes in survivors of pediatric brain tumor 儿童脑肿瘤幸存者静息状态脑功能网络及其与认知结果关联的图表分析
Q4 Neuroscience Pub Date : 2023-06-01 DOI: 10.1016/j.ynirp.2023.100178
Eric S. Semmel , Vince D. Calhoun , Frank Hillary , Robin Morris , Tricia Z. King

Survivors of pediatric brain tumors often live with long-term cognitive difficulties related to brain changes associated with the tumor itself as well as treatments such as radiation therapy. The present study used graph theory to examine functional network properties in this population and whether graph metrics relate to core cognitive skills: attention, working memory, and processing speed. 31 survivors and 31 matched controls completed neuropsychological testing and functional magnetic resonance imaging. Neuroimaging was preprocessed and spatially constrained ICA was completed, followed by calculation of area under the curve values of graph metrics. Results revealed a significant difference such that brain tumor survivors exhibited less small-world properties. This was found to be related to working memory, such that less small-worldness in the network was related to poorer performance. Furthermore, hub regions appear to be particularly vulnerable to disruption. Comparison to results of microstructural network analysis from a similar sample suggest functional connectivity graph metrics provide different and complementary information and additional post-hoc analyses are also discussed. These findings reveal that survivors of pediatric brain tumor indeed display significant differences in functional brain networks that are quantifiable by graph theory and build a foundation to better understand how metrics such as small-worldness can be used to predict long-term cognitive outcomes in adulthood. Ongoing neuroimaging research may play a part in precision medicine determining treatment protocols and interventions for pediatric brain tumor patients.

儿童脑肿瘤的幸存者通常生活在与肿瘤本身相关的大脑变化以及放射治疗等治疗相关的长期认知困难中。本研究使用图论来检验这一群体的功能网络特性,以及图度量是否与核心认知技能有关:注意力、工作记忆和处理速度。31名幸存者和31名匹配的对照完成了神经心理测试和功能磁共振成像。对神经成像进行预处理,完成空间约束ICA,然后计算图度量的曲线下面积值。结果显示了一个显著的差异,使得脑肿瘤幸存者表现出较少的小世界特性。这被发现与工作记忆有关,因此网络中较小的世界感与较差的性能有关。此外,枢纽地区似乎特别容易受到干扰。与类似样本的微观结构网络分析结果的比较表明,函数连通图度量提供了不同的互补信息,还讨论了额外的事后分析。这些发现表明,儿童脑瘤的幸存者确实在功能性脑网络方面表现出显著差异,这些差异可以通过图论进行量化,并为更好地理解如何使用小世界等指标来预测成年后的长期认知结果奠定了基础。正在进行的神经影像学研究可能在精确医学确定儿童脑肿瘤患者的治疗方案和干预措施方面发挥作用。
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引用次数: 1
Introduction of ultra-high-field MR brain imaging in infants: vital parameters, temperature and comfort 介绍婴儿超高场磁共振脑成像:关键参数,温度和舒适度
Q4 Neuroscience Pub Date : 2023-06-01 DOI: 10.1016/j.ynirp.2023.100175
I.M. van Ooijen , K.V. Annink , M.J.N.L. Benders , J. Dudink , T. Alderliesten , F. Groenendaal , M.L. Tataranno , M.H. Lequin , J.M. Hoogduin , F. Visser , A.J.E. Raaijmakers , D.W.J. Klomp , E.C. Wiegers , J.P. Wijnen , N.E. van der Aa

Background

Brain MRI in infants at ultra-high-field scanners might improve diagnostic quality, but safety should be evaluated first. In our previous study, we reported simulated specific absorption rates and acoustic noise data at 7 Tesla.

Methods

In this study, we included twenty infants between term-equivalent age and three months of age. The infants were scanned on a 7 Tesla MRI directly after their clinically indicated 3 Tesla brain MRI scan. Vital parameters, temperature, and comfort were monitored throughout the process. Brain temperature was estimated during the MRI scans using proton MR spectroscopy.

Results

We found no significant differences in vital parameters, temperature, and comfort during and after 7 Tesla MRI scans, compared to 3 Tesla MRI scans.

Conclusions

These data confirm our hypothesis that scanning infants at 7 Tesla MRI appears to be safe and we identified no additional risks from scanning at 3 Tesla MRI.

背景使用超高场扫描仪对婴儿进行脑MRI检查可能会提高诊断质量,但应首先评估安全性。在我们之前的研究中,我们报告了7 Tesla的模拟比吸收率和声学噪声数据。方法在本研究中,包括20名足月等效年龄至3个月大的婴儿。婴儿在进行临床指示的3特斯拉脑部MRI扫描后,直接进行7特斯拉MRI扫描。在整个过程中监测重要参数、温度和舒适度。在核磁共振扫描期间,使用质子核磁共振波谱来估计大脑温度。结果与3次特斯拉核磁共振扫描相比,在7次特斯拉磁共振扫描期间和之后,我们发现生命参数、温度和舒适度没有显著差异。结论这些数据证实了我们的假设,即用7特斯拉MRI扫描婴儿似乎是安全的,并且我们发现用3特斯拉MRI扫描没有额外的风险。
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引用次数: 0
Trait absorption is not reliably associated with brain structure or resting-state functional connectivity 特质吸收与大脑结构或静息状态功能连接不可靠
Q4 Neuroscience Pub Date : 2023-06-01 DOI: 10.1016/j.ynirp.2023.100171
Manesh Girn , R. Nathan Spreng , Daniel S. Margulies , Michiel Van Elk , Michael Lifshitz

Trait ‘absorption’ is a psychological construct with a rich history that was initially born from early work on hypnotic suggestibility. Absorption characterizes an individual's tendency to become effortlessly engrossed in the contents of experience, whether in terms of external sensory phenomena or internal imagery and fantasy, and is reliably associated with a constellation of psychological, cognitive, and behavioral traits. Here, we conducted a comprehensive neuroimaging investigation of associations between trait absorption and the brain. In particular, we assessed multivariate relationships between absorption scores and neuroimaging measures of grey matter density, as well as static and dynamic resting-state functional connectivity. We investigated these relationships using partial least squares in a discovery dataset (n = 201) and then attempted to reproduce results in an independent replication dataset (n = 68). Results revealed a lack of significant associations between absorption and grey matter density across both datasets, and a significant association between absorption and static resting-state functional connectivity in the discovery dataset which was not replicated in the replication dataset. Additional control analyses further indicated the lack of a reliable brain-absorption relationship, whereas we found a replicable association between the closely related trait of ‘openness to experience’ and resting-state functional connectivity. We conclude that absorption is not reliably associated with brain structure or function in the present datasets and discuss factors that may have contributed to this result. This study serves as the first comprehensive and adequately powered investigation of the neural correlates of absorption and motivates future studies to refine the conceptualization of this perplexing trait.

特质“吸收”是一个有着丰富历史的心理学概念,最初诞生于早期关于催眠暗示性的研究。吸收是个体毫不费力地全神贯注于体验内容的特征,无论是从外部感官现象还是从内部意象和幻想来看,它都与一系列心理、认知和行为特征可靠地联系在一起。在这里,我们对特征吸收与大脑之间的关系进行了全面的神经影像学研究。特别是,我们评估了吸收评分与灰质密度的神经成像测量以及静态和动态静息状态功能连接之间的多变量关系。我们在发现数据集(n=201)中使用偏最小二乘法研究了这些关系,然后试图在独立的复制数据集(n=68)中重现结果。结果显示,在两个数据集中,吸收和灰质密度之间缺乏显著关联,在发现数据集中,吸收和静态静息状态功能连接之间存在显著关联,而在复制数据集中没有复制。额外的对照分析进一步表明,缺乏可靠的大脑吸收关系,而我们发现“对体验的开放性”这一密切相关的特征与静息状态功能连接之间存在可复制的联系。我们得出结论,在目前的数据集中,吸收与大脑结构或功能并不可靠,并讨论了可能导致这一结果的因素。这项研究是对吸收的神经相关性的首次全面和充分的研究,并推动未来的研究完善这一令人困惑的特征的概念。
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引用次数: 0
Exploring interhemispheric connectivity using the directional tract density patterns of the corpus callosum 利用胼胝体定向束密度模式探索半球间连接
Q4 Neuroscience Pub Date : 2023-06-01 DOI: 10.1016/j.ynirp.2023.100174
Ali Demir , H. Diana Rosas

The corpus callosum (CC) is one of the most important interhemispheric white matter tracts that connects interrelated regions of the cerebral cortex. Its disruption has been investigated in previous studies and has been found to play an important role in several neurodegenerative disorders. Currently available methods to assess the interhemispheric connectivity of the CC have several limitations: i) they require the a priori identification of specific cortical regions as targets or seeds, ii) they are limited by the characterization of only small components of the structure, primarily voxels that constitute the mid-sagittal slice, and iii) they use global measures of microstructural integrity, which provide only limited characterization. In order to address some of these limitations, we developed a novel method that enables the characterization of white matter tracts covering the structure of CC, from the mid-sagittal plane to corresponding regions of cortex, using directional tract density patterns (dTDPs). We demonstrate that different regions of CC have distinctive dTDPs that reflect a unique regional topology. We conducted a pilot study using this approach to evaluate two different datasets collected from healthy subjects, and we demonstrate that this method is reliable, reproducible, and independent of diffusion acquisition parameters, suggesting its potential applicability to clinical applications.

胼胝体(CC)是连接大脑皮层相关区域的最重要的半球间白质束之一。先前的研究已经对其破坏进行了研究,并发现其在几种神经退行性疾病中发挥着重要作用。目前可用的评估CC半球间连接性的方法有几个局限性:i)它们需要先验地将特定的皮层区域识别为目标或种子,ii)它们仅受结构的小组件(主要是构成中矢状切片的体素)的特征的限制,以及iii)它们使用微观结构完整性的全局度量,这仅提供有限的表征。为了解决其中的一些局限性,我们开发了一种新的方法,该方法能够使用定向束密度模式(dTDP)来表征覆盖CC结构的白质束,从中矢状面到皮层的相应区域。我们证明CC的不同区域具有独特的dTDP,反映了独特的区域拓扑结构。我们使用这种方法进行了一项试点研究,以评估从健康受试者收集的两个不同的数据集,我们证明了这种方法是可靠的、可重复的,并且独立于扩散采集参数,这表明它可能适用于临床应用。
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引用次数: 0
Sex differences in brain volumes and psychological distress: The first hundred brains cohort of the longitudinal adolescent brain study 脑容量和心理困扰的性别差异:青少年大脑纵向研究的第一个百脑队列
Q4 Neuroscience Pub Date : 2023-06-01 DOI: 10.1016/j.ynirp.2023.100167
Jacob M. Levenstein , Christina Driver , Amanda Boyes , Marcella Parker , Zack Shan , Jim Lagopoulos , Daniel F. Hermens

Neurodevelopment during early childhood and adolescence are recognised as critical periods, with potential life-long lasting impacts on mental health and wellbeing. The time-frame of these neurodevelopmental changes also correspond to one in five individuals aged 9–17 years old being diagnosed with a mental health condition. Furthermore, sex-based differences in the diagnosed prevalence of mental health conditions are also well characterised and can be leveraged to differentiate development of brain structures between sexes throughout childhood and adolescence. During adolescence, early observed mental health symptoms, alongside measures of brain development, may provide utility toward understanding both the onset timing of various mental conditions, and a neurobiological explanation for disproportionate prevalence's among sexes. This study aims to determine sex differences in psychological distress levels and structural brain volume relationships in early adolescents. To address this question, we first present and then utilise the ‘first hundred brains’ (FHB) cohort, a multimodal dataset of 12-to-13 year-olds individuals enrolled in the Longitudinal Adolescent Brain Study (LABS). The FHB dataset consists of 101 unique individuals (47 female), aged 13.01 ± 0.55 years. Psychological distress was measured using the Kessler-10, a self-report questionnaire probing recent experiences of anxiety and depression symptoms. All participants underwent 3T MRI brain scans. T1-weighted structural scans were processed using FreeSurfer's Sequence Adaptive Multimodal segmentation pipeline, with volume measurements from 39 regions of interest included in the analyses. Findings revealed that compared to age matched males, early adolescent females have significantly higher psychological distress as well as significantly larger hippocampi and ventral diencephalon, bilaterally. Correlational analyses revealed a significant positive association between psychological distress scores and right amygdala volumes for males, but not in females, or the combined cohort. In this initial analysis of the FHB dataset, we have identified significant sex differences in psychological distress, brain volumes, and the relationships between these two metrics. With the peak age-of-onset for many psychiatric disorders occurring during adolescence, research focused on youth mental health vulnerability and opportunity for early detection, prevention and improvement is vitally important.

儿童早期和青少年时期的神经发育被认为是关键时期,对心理健康和幸福有潜在的终身影响。这些神经发育变化的时间框架也对应于每五个9-17岁的人中就有一个被诊断患有心理健康状况。此外,心理健康状况诊断患病率中基于性别的差异也得到了很好的表征,可以用来区分整个儿童和青少年时期性别之间大脑结构的发育。在青春期,早期观察到的心理健康症状,以及大脑发育的测量,可能有助于了解各种心理状况的发病时间,并为性别间不成比例的患病率提供神经生物学解释。本研究旨在确定早期青少年心理困扰水平和脑容量结构关系的性别差异。为了解决这个问题,我们首先提出并利用“前一百个大脑”(FHB)队列,这是一个12至13岁青少年大脑纵向研究(LABS)的多模式数据集。FHB数据集由101个独特的个体(47名女性)组成,年龄13.01±0.55岁。心理困扰是使用Kessler-10来测量的,这是一种自我报告的问卷,调查最近的焦虑和抑郁症状。所有参与者都接受了3T核磁共振脑部扫描。T1加权结构扫描使用FreeSurfer的序列自适应多模式分割流水线进行处理,分析中包括39个感兴趣区域的体积测量。研究结果显示,与年龄匹配的男性相比,青春期早期的女性双侧的心理困扰明显更高,海马和腹侧间脑也明显更大。相关分析显示,男性的心理困扰评分与右侧杏仁核体积之间存在显著的正相关,但女性或联合队列中没有。在对FHB数据集的初步分析中,我们发现了心理困扰、脑容量以及这两个指标之间的关系方面的显著性别差异。随着许多精神疾病的发病高峰年龄发生在青春期,关注青少年心理健康脆弱性和早期发现、预防和改善机会的研究至关重要。
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引用次数: 0
Neural processing of goal and non-goal-directed movements on the smartphone 智能手机上目标和非目标定向运动的神经处理
Q4 Neuroscience Pub Date : 2023-06-01 DOI: 10.1016/j.ynirp.2023.100164
Ruchella Kock, Enea Ceolini, Lysanne Groenewegen, Arko Ghosh

The discrete behavioral events captured on the smartphone touchscreen may help unravel real-world neural processing. We find that neural signals (EEG) surrounding a touchscreen event show a distinctly contralateral motor preparation followed by visual processing, and the consolidation of information. We leveraged these events in conjunction with kinematic recordings of the thumb and an artificial neural network to separate highly similar movements according to whether they resulted in a smartphone touch (goal-directed) or not (non-goal-directed). Despite their kinematic similarity, the signatures of neural control of movement and the post-movement processing were substantially dampened for the non-goal-directed movements, and these movements uniquely evoked error-related signals. We speculate that these apparently unnecessary movements are common in the real world and although inconsequential the brain provides limited motor preparation and tracks the action outcome. The neural signals surrounding discrete smartphone events can enable the study of neural processes that are difficult to capture in conventional laboratory-based tasks.

智能手机触摸屏上捕捉到的离散行为事件可能有助于解开现实世界中的神经处理。我们发现,触摸屏事件周围的神经信号(EEG)显示出明显的对侧运动准备,随后是视觉处理和信息整合。我们将这些事件与拇指的运动学记录和人工神经网络结合起来,根据它们是否导致智能手机触摸(目标导向)或(非目标导向)来分离高度相似的动作。尽管它们在运动学上相似,但对于非目标定向运动,运动的神经控制和运动后处理的特征被显著抑制,并且这些运动独特地引发了与误差相关的信号。我们推测,这些看似不必要的动作在现实世界中很常见,尽管无关紧要,但大脑提供的运动准备和跟踪动作结果有限。围绕离散智能手机事件的神经信号可以研究传统实验室任务中难以捕捉的神经过程。
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引用次数: 0
Successful reproduction of a large EEG study across software packages 跨软件包成功复制大型脑电图研究
Q4 Neuroscience Pub Date : 2023-06-01 DOI: 10.1016/j.ynirp.2023.100169
Aya Kabbara , Nina Forde , Camille Maumet , Mahmoud Hassan

As an active field of research and with the development of state-of-the-art algorithms to analyze EEG datasets, the parametrization of Electroencephalography (EEG) analysis workflows has become increasingly flexible and complex, with a great variety of methodological options and tools to be selected at each step. This high analytical flexibility can be problematic as it can yield to variability in research outcomes. Therefore, growing attention has been recently paid to understand the potential impact of different methodological decisions on the reproducibility of results.

In this paper, we aim to examine how sensitive the results of EEG analyses are to variations in preprocessing with different software tools. We reanalyzed the shared EEG data (N = 500) from (Williams et al., 2021) using three of the most commonly used open-source Matlab-based EEG software tools: EEGLAB, Brainstorm and FieldTrip. After reproducing the same original preprocessing workflow in each software, the resulting event-related potentials (ERPs) were qualitatively and quantitatively compared in order to examine the degree of consistency/discrepancy between software packages. Our findings show a good degree of convergence in terms of the general profile of ERP waveforms, peak latencies and effect size estimates related to specific signal features. However, considerable variability was also observed in the magnitude of the absolute voltage observed with each software package as reflected by the similarity values and observed statistical differences at particular channels and time instants. In conclusion, we believe that this study provides valuable clues to better understand the impact of the software tool on the analysis of EEG results.

作为一个活跃的研究领域,随着分析脑电图数据集的最先进算法的发展,脑电图(EEG)分析工作流程的参数化变得越来越灵活和复杂,每一步都要选择各种方法和工具。这种高度的分析灵活性可能会产生问题,因为它可能会导致研究结果的可变性。因此,最近人们越来越关注了解不同方法决策对结果再现性的潜在影响。在本文中,我们的目的是研究不同软件工具的脑电分析结果对预处理变化的敏感性。我们使用三种最常用的基于Matlab的开源脑电图软件工具:EEGLAB、Brainstorm和FieldTrip,重新分析了(Williams et al.,2021)中的共享脑电图数据(N=500)。在每个软件中复制相同的原始预处理工作流程后,对产生的事件相关电位(ERP)进行定性和定量比较,以检查软件包之间的一致性/差异程度。我们的研究结果表明,在ERP波形的总体轮廓、峰值潜伏期和与特定信号特征相关的效应大小估计方面具有良好的收敛性。然而,在用每个软件包观察到的绝对电压的幅度中也观察到相当大的可变性,如在特定通道和时刻的相似性值和观察到的统计差异所反映的。总之,我们相信这项研究为更好地理解软件工具对脑电图结果分析的影响提供了有价值的线索。
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引用次数: 0
Predicting neurodevelopmental outcomes from neonatal cortical microstructure: A conceptual replication study 从新生儿皮层微观结构预测神经发育结果:一项概念复制研究
Q4 Neuroscience Pub Date : 2023-06-01 DOI: 10.1016/j.ynirp.2023.100170
Andrea Gondová , Sara Neumane , Yann Leprince , Jean-François Mangin , Tomoki Arichi , Jessica Dubois

Machine learning combined with large-scale neuroimaging databases has been proposed as a promising tool for improving our understanding of the behavioural emergence and early prediction of the neurodevelopmental outcome. A recent example of this strategy is a study by Ouyang et al. (2020) which suggested that cortical microstructure quantified by diffusion MRI through fractional anisotropy (FA) metric in preterm and full-term neonates can lead to effective prediction of language and cognitive outcomes at 2 years of corrected age as assessed by Bayley Scales of Infant and Toddler Development, Third Edition (BSID-III) composite scores. Given the important need for robust and generalisable tools which can reliably predict the neurodevelopmental outcome of preterm infants, we aimed to replicate the conclusions of this work using a larger independent dataset from the developing Human Connectome Project dataset (dHCP, third release) with early MRI and BSID-III evaluation at 18 months of corrected age. We then aimed to extend the validation of the proposed predictive pipeline through the study of different cohorts (the largest one included 295 neonates, with gestational age between 29 and 42 week and post-menstrual age at MRI between 31 and 45 weeks). This allowed us to evaluate whether some limitations of the original study (mainly small sample size and limited variability in the input and output features used in the predictive models) would influence the prediction results. In contrast to the original study that inspired the current work, our prediction results did not outcompete the random levels. Furthermore, these negative results persisted even when the study settings were expanded. Our findings suggest that the cortical microstructure close to birth described by DTI-FA measures might not be sufficient for a reliable prediction of BSID-III scores during toddlerhood, at least in the current setting, i.e. generally older cohorts and a different processing pipeline. Our inability to conceptually replicate the results of the original study is in line with the previously reported replicability issues within the machine learning field and demonstrates the challenges in defining the good set of practices for the implementation and validation of reliable predictive tools in the neurodevelopmental (and other) fields.

机器学习与大规模神经成像数据库相结合已被认为是一种很有前途的工具,可以提高我们对行为出现的理解和对神经发育结果的早期预测。这一策略的最近一个例子是欧阳等人的一项研究。(2020)该研究表明,通过分数各向异性(FA)测量,通过扩散MRI对早产儿和足月新生儿的皮层微观结构进行量化,可以有效预测2岁校正年龄时的语言和认知结果,第三版(BSID-III)综合评分。鉴于对能够可靠预测早产儿神经发育结果的强大和通用工具的重要需求,我们旨在使用一个更大的独立数据集来复制这项工作的结论,该数据集来自正在开发的人类连接体项目数据集(dHCP,第三版),并在18个月校正年龄时进行早期MRI和BSID-III评估。然后,我们旨在通过对不同队列的研究来扩展所提出的预测管道的验证(最大的队列包括295名新生儿,胎龄在29至42周之间,MRI检查月经后年龄在31至45周之间)。这使我们能够评估原始研究的一些局限性(主要是小样本量和预测模型中使用的输入和输出特征的有限可变性)是否会影响预测结果。与启发当前工作的原始研究相比,我们的预测结果并没有超过随机水平。此外,即使扩大了研究范围,这些负面结果仍然存在。我们的研究结果表明,DTI-FA测量所描述的接近出生时的皮层微观结构可能不足以可靠预测蹒跚学步期间的BSID-III评分,至少在目前的情况下是这样,即通常年龄较大的队列和不同的处理管道。我们无法在概念上复制原始研究的结果,这与之前报道的机器学习领域的可复制性问题一致,并表明了在神经发育(和其他)领域定义可靠预测工具的实施和验证的良好实践的挑战。
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