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Socioeconomic status (SES) and cognitive outcomes are predicted by resting-state EEG in school-aged children 学龄儿童静息态脑电图对社会经济地位(SES)和认知结果的预测作用
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-29 DOI: 10.1016/j.dcn.2024.101468
Julie M. Schneider , Jeahong Kim , Sonali Poudel , Yune S. Lee , Mandy J. Maguire
Children’s socioeconomic status (SES) is related to patterns of intrinsic resting-state brain function that subserve relevant cognitive processes over the course of development. Although infant research has demonstrated the association between children’s environments, cognitive outcomes, and resting-state electroencephalography (rsEEG), it remains unknown how these aspects of their environment, tied to SES, impact neural and cognitive development throughout the school years. To address this gap, we applied a multivariate pattern analysis (MVPA) to rsEEG data to identify which neural frequencies at rest are differentially associated with unique aspects of socioeconomic status (SES; income and maternal education) and cognitive (vocabulary, working memory) outcomes among school-aged children (8–15 years). We find that the alpha frequency is associated with both income and maternal education, while lower gamma and theta fluctuations are tied to dissociable aspects of SES and cognitive outcomes. Specifically, changes in the gamma frequency are predictive of both maternal education and vocabulary outcome, while changes in the theta frequency are related to both income and working memory ability. The current findings extend our understanding of unique pathways by which SES influences cognitive and neural development in school-aged children.
儿童的社会经济地位(SES)与大脑固有的静息态功能模式有关,而这种功能是发育过程中相关认知过程的附属功能。尽管婴幼儿研究已经证明了儿童所处环境、认知结果和静息状态脑电图(rsEEG)之间的关联,但人们仍然不知道这些与社会经济地位相关的环境因素是如何影响儿童在整个学龄期的神经和认知发展的。为了填补这一空白,我们对 rsEEG 数据进行了多变量模式分析(MVPA),以确定哪些静息状态下的神经频率与学龄儿童(8-15 岁)的社会经济地位(SES;收入和母亲教育程度)和认知(词汇量、工作记忆)结果的独特方面有不同的关联。我们发现,α频率与收入和母亲教育程度都有关系,而较低的γ和θ波动则与社会经济地位和认知结果的不同方面有关。具体来说,伽马频率的变化可预测母亲的教育程度和词汇量结果,而θ频率的变化则与收入和工作记忆能力有关。目前的研究结果拓展了我们对社会经济地位影响学龄儿童认知和神经发育的独特途径的理解。
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引用次数: 0
Complex emotion processing and early life adversity in the Healthy Brain Network sample 健康大脑网络样本中的复杂情绪处理和早期生活逆境。
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-29 DOI: 10.1016/j.dcn.2024.101469
Emily J. Furtado , M. Catalina Camacho , Jenna H. Chin , Deanna M. Barch

Objective

Early life adversity (ELA) has shown to have negative impacts on mental health. One possible mechanism is through alterations in neural emotion processing. We sought to characterize how multiple indices of ELA were related to naturalistic neural socio-emotional processing.

Method

In 521 5–15-year-old participants from the Healthy Brain Network Biobank, we identified scenes that elicited activation of the Default Mode Network (DMN), Ventral Attention Network (VAN), Cingulo-Opercular Network (CON) and amygdala, all of which are networks shown to be associated with ELA. We used linear regression to examine associations between activation and ELA: negative parenting, social status, financial insecurity, neighborhood disadvantage, negative experiences, and parent psychopathology.

Results

We found DMN, VAN, CON and amygdala activation during sad/emotional, bonding, action, conflict, sad, or fearful scenes. Greater inconsistent discipline was associated with greater VAN activation during sad or emotional scenes.

Conclusion

Findings suggest that the DMN, VAN, CON networks and the amygdala support socio-emotional processing consistent with prior literature. Individuals who experienced inconsistent discipline may have greater sensitivity to parent–child separation signals. Since no other ELA–activation associations were found, it is possible that unpredictability may be more strongly associated with complex neural emotion processing than socio-economic status or negative life events.
目的:早期生活逆境(ELA)已被证明会对心理健康产生负面影响。一种可能的机制是通过改变神经情绪处理。我们试图描述 ELA 的多个指数与自然神经社会情绪处理的关系:在健康脑网络生物库的 521 名 5-15 岁参与者中,我们确定了能引起默认模式网络 (DMN)、腹侧注意网络 (VAN)、鞘膜-眼球网络 (CON) 和杏仁核激活的场景,所有这些网络都被证明与 ELA 相关。我们使用线性回归法研究了激活与幼儿语言学习之间的关联:负面养育、社会地位、经济不安全、邻里关系不利、负面经历和父母的精神病理学:我们发现,在悲伤/情绪、亲情、行动、冲突、悲伤或恐惧场景中,DMN、VAN、CON和杏仁核被激活。结论:研究结果表明,在悲伤或情绪场景中,管教不一致程度越高,VAN激活程度越高:研究结果表明,DMN、VAN、CON网络和杏仁核支持社会情感处理,这与之前的文献一致。经历过不一致管教的个体可能对亲子分离信号更为敏感。由于没有发现其他ELA激活关联,因此与社会经济地位或负面生活事件相比,不可预测性可能与复杂的神经情绪处理有更强的关联。
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引用次数: 0
The brain’s structural connectivity and pre-reading abilities in young children with prenatal alcohol exposure 产前接触酒精的幼儿的大脑结构连通性和预阅读能力
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-23 DOI: 10.1016/j.dcn.2024.101467
Mohammad Ghasoub , Meaghan Perdue , Xiangyu Long , Claire Donnici , Preeti Kar , Ben Gibbard , Chris Tortorelli , Carly McMorris , Deborah Dewey , Catherine Lebel
Children with prenatal alcohol exposure (PAE) may develop a range of neurological and behavioral deficits, including reading and language disorders. Studying the brain’s structural connectivity and its relationship to pre-reading/reading skills in young children with PAE can help understand the roots of reading deficits associated with PAE. 363 diffusion MRI scans from 135 children (114 scans from 53 children with PAE) were collected between ages 3–7 years. Children completed NEPSY-II Phonological Processing and Speeded Naming to assess pre-reading skills at each scan. Structural brain network properties were assessed in 16 regions from both hemispheres using graph theory. Linear mixed models were used to account for repeated measures within participants. Children with PAE had significantly lower pre-reading scores than unexposed children, and significantly lower graph theory metrics across bilateral reading networks. Moreover, PAE significantly moderated the associations between Phonological Processing and global efficiency and nodal degree in the bilateral and left hemisphere reading networks, such that children with PAE had stronger associations than unexposed controls. No significant associations were found for Speeded Naming. Our results suggest that brain alterations may underlie early pre-reading difficulties in children with PAE.
产前酒精暴露(PAE)儿童可能会出现一系列神经和行为缺陷,包括阅读和语言障碍。研究患有 PAE 的幼儿的大脑结构连接性及其与前阅读/阅读技能的关系有助于了解与 PAE 相关的阅读障碍的根源。该研究收集了 135 名 3-7 岁儿童的 363 次弥散核磁共振成像扫描(其中 114 次扫描来自 53 名 PAE 患儿)。儿童在每次扫描时都完成了 NEPSY-II 语音处理和快速命名,以评估阅读前的技能。利用图论评估了大脑两个半球 16 个区域的结构网络特性。采用线性混合模型对参与者进行重复测量。患有 PAE 的儿童的阅读前得分明显低于未接触 PAE 的儿童,双侧阅读网络的图论指标也明显低于未接触 PAE 的儿童。此外,PAE 对语音加工与双侧和左半球阅读网络的整体效率和结点度之间的关联有明显的调节作用,因此 PAE 儿童比未暴露的对照组儿童有更强的关联。在快速命名方面没有发现明显的关联。我们的研究结果表明,大脑的改变可能是 PAE 儿童早期前阅读困难的原因。
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引用次数: 0
Navigating ethical and legal challenges in the HEALthy Brain and Child Development Study: Lessons learned from the ethics, law, policy working group 在 HEALthy 脑与儿童发育研究中应对伦理和法律挑战:伦理、法律、政策工作组的经验教训。
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-21 DOI: 10.1016/j.dcn.2024.101460
Jenny Kingsley , Barbara Andraka-Christou , Seema K. Shah , Paul Spicer , Sharlene Newman , Pilar N. Ossorio , The HBCD ELP WG
The HEALthy Brain and Child Development (HBCD) Study, a multi-site prospective longitudinal cohort study, will examine human brain, cognitive, behavioral, social, and emotional development beginning prenatally and planned through early childhood. The HBCD study has faced several ethical and legal challenges due to its goal of enrolling pregnant people (including those with substance use disorder) and their newborns. Challenges not fully anticipated at the outset emerged from the rapidly changing legal landscape around reproductive rights in the United States. By embedding scholars in bioethics and law within research teams and engaging them in conversation with each other and other study personnel, we were able to address many challenges proactively and respond promptly to unanticipated challenges. In this paper, we highlight several important ethical and legal challenges that arose from the first phase of funding through the beginning of participant enrollment. We explain the methods used to address these challenges, the ethical and legal tradeoffs that arose, and the resolution of challenges through the design of the study. Based on this experience, we provide recommendations for research teams, sponsors, and reviewers to address legal risks and promote the ethical conduct of studies with pregnant people and caregivers. We highlight the importance of collaboration with bioethics and legal scholars in studies involving complex and evolving legal risks, as well as the necessity of designing robust approaches to informed consent and maintaining participant trust while navigating ethical challenges in research.
HEALthy Brain and Child Development(HBCD)研究是一项多站点前瞻性纵向队列研究,将从产前开始并计划到幼儿期对人类大脑、认知、行为、社交和情感发育进行研究。由于 HBCD 研究的目标是招募孕妇(包括药物滥用症患者)及其新生儿,因此面临着一些伦理和法律方面的挑战。由于美国围绕生殖权利的法律环境变化迅速,因此出现了一些一开始没有完全预料到的挑战。通过将生命伦理学和法学学者纳入研究团队,并让他们与其他研究人员相互交流,我们能够积极应对许多挑战,并对未预料到的挑战做出迅速反应。在本文中,我们将重点介绍从第一阶段筹资到开始招募参与者期间出现的几个重要的伦理和法律挑战。我们解释了应对这些挑战的方法、出现的伦理和法律权衡,以及通过研究设计解决挑战的方法。基于这些经验,我们为研究团队、申办者和评审人员提供了建议,以应对法律风险并促进孕妇和护理人员研究的伦理进行。我们强调了在涉及复杂和不断变化的法律风险的研究中与生命伦理学和法律学者合作的重要性,以及在应对研究中的伦理挑战时设计强有力的知情同意方法和维护参与者信任的必要性。
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引用次数: 0
Enhancing causal inference in population-based neuroimaging data in children and adolescents 加强基于人群的儿童和青少年神经影像数据的因果推理。
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-19 DOI: 10.1016/j.dcn.2024.101465
Rachel Visontay , Lindsay M. Squeglia , Matthew Sunderland , Emma K. Devine , Hollie Byrne , Louise Mewton
Recent years have seen the increasing availability of large, population-based, longitudinal neuroimaging datasets, providing unprecedented capacity to examine brain-behavior relationships in the neurodevelopmental context. However, the ability of these datasets to deliver causal insights into brain-behavior relationships relies on the application of purpose-built analysis methods to counter the biases that otherwise preclude causal inference from observational data. Here we introduce these approaches (i.e., propensity score-based methods, the ‘G-methods’, targeted maximum likelihood estimation, and causal mediation analysis) and conduct a review to determine the extent to which they have been applied thus far in the field of developmental cognitive neuroscience. We identify just eight relevant studies, most of which employ propensity score-based methods. Many approaches are entirely absent from the literature, particularly those that promote causal inference in settings with complex, multi-wave data and repeated neuroimaging assessments. Causality is central to an etiological understanding of the relationship between the brain and behavior, as well as for identifying targets for prevention and intervention. Careful application of methods for causal inference may help the field of developmental cognitive neuroscience approach these goals.
近年来,基于人群的大型纵向神经影像数据集越来越多,为研究神经发育背景下的大脑行为关系提供了前所未有的能力。然而,这些数据集能否深入揭示大脑与行为之间的因果关系,有赖于应用专门的分析方法来消除偏差,否则就无法从观察数据中得出因果推论。在此,我们将介绍这些方法(即基于倾向分数的方法、"G 方法"、有针对性的最大似然估计和因果中介分析),并进行综述,以确定迄今为止这些方法在发育认知神经科学领域的应用程度。我们仅发现了八项相关研究,其中大部分采用了基于倾向分数的方法。许多方法在文献中完全缺失,尤其是那些能在复杂、多波数据和重复神经影像评估的环境中促进因果推断的方法。因果关系对于从病因学角度理解大脑与行为之间的关系以及确定预防和干预目标至关重要。谨慎应用因果推断方法可能有助于发育认知神经科学领域接近这些目标。
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引用次数: 0
Delay discounting in adolescence depends on whom you wait for: Evidence from a functional neuroimaging study 青春期的延迟折现取决于你在等谁?功能神经影像学研究的证据
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-18 DOI: 10.1016/j.dcn.2024.101463
Lotte H. van Rijn , Suzanne van de Groep , Michelle Achterberg , Lara Wierenga , Barbara R. Braams , Valeria Gazzola , Berna Güroğlu , Christian Keysers , Lucres Nauta-Jansen , Anna van Duijvenvoorde , Lydia Krabbendam , Eveline A. Crone
With age, adolescents increasingly demonstrate the ability to forgo immediate, smaller rewards in favor of larger delayed rewards, indicating reduced delay discounting. Adolescence is also a time of social reorientation, where decisions not only involve weighing immediate against future outcomes, but also consequences for self versus those for others. In this functional Magnetic Resonance Imaging study, we examined the neural correlates of immediate and delayed reward choices where the delayed outcomes could benefit self, friends, or unknown others. A total of 196 adolescent twins aged 14–17 completed a social delay discounting task, with fMRI data acquired from 174 participants. Out of these, 156 adolescents had valid fMRI data, and 138 adolescents had observations in every condition. Adolescents more often chose the immediate reward when it was larger, and when the delay was longer. Area-under-the-curve (AUC) comparisons revealed that behavior differed across delay-beneficiaries, with AUC being highest for the self, followed by friends, and lowest for unknown others. This suggests that adolescents are more willing to wait for rewards for self. Neuroimaging analyses showed increased activity in the midline areas medial prefrontal cortex (MPFC) and precuneus, as well as bilateral temporal parietal junction (TPJ) when considering delayed reward for unknown others and friends compared to self. A whole-brain interaction with choice showed that the bilateral insula and right dorsolateral prefrontal cortex (DLPFC) were more active for delayed choices for unknown others and for immediate choices for friends and self. This underscores that the neuro-cognitive processing of how delays reduce the value of rewards depends on closeness of the beneficiary.
随着年龄的增长,青少年越来越多地表现出能够放弃即时的、较小的回报,而选择较大的延迟回报,这表明延迟折现减少了。青春期也是社会重新定位的时期,在这个时期做出的决定不仅要权衡眼前和未来的结果,还要权衡对自己和对他人的后果。在这项功能磁共振成像研究中,我们考察了在延迟结果可能使自己、朋友或未知他人受益的情况下,即时和延迟奖励选择的神经相关性。共有 196 名 14-17 岁的青少年双胞胎完成了社交延迟折扣任务,其中 174 人获得了 fMRI 数据。其中,156 名青少年获得了有效的 fMRI 数据,138 名青少年在每个条件下都进行了观察。当即时奖励较大和延迟时间较长时,青少年更常选择即时奖励。曲线下面积(AUC)比较显示,不同延迟受益者的行为各不相同,自己的AUC最高,其次是朋友,而未知他人的AUC最低。这表明青少年更愿意为自己等待奖励。神经影像学分析表明,在考虑对未知他人和朋友的延迟奖励时,中线区域内侧前额叶皮层(MPFC)和楔前区以及双侧颞顶叶交界处(TPJ)的活动比考虑对自己的延迟奖励时有所增加。与选择有关的全脑交互作用显示,双侧脑岛和右侧背外侧前额叶皮层(DLPFC)在对未知他人的延迟选择以及对朋友和自己的即时选择中更为活跃。这突出表明,神经认知对延迟如何降低奖励价值的处理取决于受益人的亲密程度。
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引用次数: 0
Responsible use of population neuroscience data: Towards standards of accountability and integrity. 负责任地使用群体神经科学数据:制定问责和诚信标准。
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-18 DOI: 10.1016/j.dcn.2024.101466
Sandra A Brown, Hugh Garavan, Terry L Jernigan, Susan F Tapert, Rebekah S Huber, Daniel Lopez, Traci Murray, Gayathri Dowling, Elizabeth A Hoffman, Lucina Q Uddin

This editorial focuses on the issue of data misuse which is increasingly evidenced in social media as well as some premiere scientific journals. This issue is of critical importance to open science projects in general, and ABCD in particular, given the broad array of biological, behavioral and environmental information collected on this American sample of 12.000 youth and parents. ABCD data are already widely used with over 1000 publications and twice as many citations per year as expected (relative citation index based on year, field and journal). However, the adverse consequences of misuse of data, and inaccurate interpretation of emergent findings from this precedent setting study may have profound impact on disadvantaged populations and perpetuate biases and societal injustices.

这篇社论的重点是数据滥用问题,这一问题在社交媒体和一些主要科学期刊中日益明显。这个问题对于开放式科学项目,尤其是 ABCD 项目至关重要,因为在这个由 1.2 万名青少年和家长组成的美国样本中收集了大量的生物、行为和环境信息。ABCD 数据已被广泛使用,发表了 1000 多篇论文,每年的引用次数是预期的两倍(基于年份、领域和期刊的相对引用指数)。然而,对数据的滥用以及对这项开创先河的研究得出的新发现的不准确解释所造成的不良后果,可能会对弱势群体产生深远影响,并使偏见和社会不公正现象长期存在。
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引用次数: 0
Early childhood family threat and longitudinal amygdala-mPFC circuit development: Examining cortical thickness and gray matter-white matter contrast 童年早期的家庭威胁与杏仁核-前脑皮质回路的纵向发展:检查皮质厚度和灰质-白质对比
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-16 DOI: 10.1016/j.dcn.2024.101462
Sandra Thijssen , Yllza Xerxa , Linn B. Norbom , Maaike Cima , Henning Tiemeier , Christian K. Tamnes , Ryan L. Muetzel
Early threat-associated cortical thinning may be interpreted as accelerated cortical development. However, non-adaptive processes may show similar macrostructural changes. Examining cortical thickness (CT) together with grey/white-matter contrast (GWC), a proxy for intracortical myelination, may enhance the interpretation of CT findings. In this prospective study, we examined associations between early life family-related threat (harsh parenting, family conflict, and neighborhood safety) and CT and GWC development from late childhood to middle adolescence. MRI was acquired from 4200 children (2069 boys) from the Generation R study at ages 8, 10 and 14 years (in total 6114 scans), of whom 1697 children had >1 scans. Linear mixed effect models were used to examine family factor-by-age interactions on amygdala volume, caudal and rostral anterior cingulate (ACC) and medial orbitofrontal cortex (mOFC) CT and GWC. A neighborhood safety-by-age-interaction was found for rostral ACC GWC, suggesting less developmental change in children from unsafe neighborhoods. Moreover, after more stringent correction for motion, family conflict was associated with greater developmental change in CT but less developmental change in GWC. Results suggest that early threat may blunt ACC GWC development. Our results, therefore, do not provide evidence for accelerated threat-associated structural development of the amygdala-mPFC circuit between ages 8–14 years.
早期与威胁相关的皮质变薄可能被解释为皮质发育加速。然而,非适应过程也可能表现出类似的宏观结构变化。将皮质厚度(CT)与灰质/白质对比度(GWC)(皮质内髓鞘化的替代物)一起检查,可能会增强对 CT 结果的解释。在这项前瞻性研究中,我们研究了早期生活中与家庭相关的威胁(严厉的养育方式、家庭冲突和邻里安全)与儿童晚期至青春期中期的 CT 和 GWC 发展之间的关系。我们采集了R一代研究中4200名儿童(2069名男孩)8岁、10岁和14岁时的核磁共振成像(共6114次扫描),其中1697名儿童接受了>1扫描。线性混合效应模型用于研究家庭因素与年龄之间在杏仁核体积、前扣带回尾部和喙部以及内侧眶额皮层 CT 和 GWC 方面的相互作用。研究发现,喙状扣带回 GWC 与邻里安全存在年龄交互作用,这表明来自不安全邻里的儿童的发育变化较小。此外,在对运动进行更严格的校正后,家庭冲突与 CT 的较大发育变化相关,但与 GWC 的较小发育变化相关。结果表明,早期威胁可能会阻碍儿童听觉协调中心 GWC 的发展。因此,我们的研究结果并不能证明,在8-14岁期间,杏仁核-前额叶回路上与威胁相关的结构发展会加速。
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引用次数: 0
Brain-phenotype predictions of language and executive function can survive across diverse real-world data: Dataset shifts in developmental populations 大脑表型对语言和执行功能的预测可以在不同的真实世界数据中存活:发育人群中的数据集转移。
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-16 DOI: 10.1016/j.dcn.2024.101464
Brendan D. Adkinson , Matthew Rosenblatt , Javid Dadashkarimi , Link Tejavibulya , Rongtao Jiang , Stephanie Noble , Dustin Scheinost
Predictive modeling potentially increases the reproducibility and generalizability of neuroimaging brain-phenotype associations. Yet, the evaluation of a model in another dataset is underutilized. Among studies that undertake external validation, there is a notable lack of attention to generalization across dataset-specific idiosyncrasies (i.e., dataset shifts). Research settings, by design, remove the between-site variations that real-world and, eventually, clinical applications demand. Here, we rigorously test the ability of a range of predictive models to generalize across three diverse, unharmonized developmental samples: the Philadelphia Neurodevelopmental Cohort (n=1291), the Healthy Brain Network (n=1110), and the Human Connectome Project in Development (n=428). These datasets have high inter-dataset heterogeneity, encompassing substantial variations in age distribution, sex, racial and ethnic minority representation, recruitment geography, clinical symptom burdens, fMRI tasks, sequences, and behavioral measures. Through advanced methodological approaches, we demonstrate that reproducible and generalizable brain-behavior associations can be realized across diverse dataset features. Results indicate the potential of functional connectome-based predictive models to be robust despite substantial inter-dataset variability. Notably, for the HCPD and HBN datasets, the best predictions were not from training and testing in the same dataset (i.e., cross-validation) but across datasets. This result suggests that training on diverse data may improve prediction in specific cases. Overall, this work provides a critical foundation for future work evaluating the generalizability of brain-phenotype associations in real-world scenarios and clinical settings.
预测模型有可能提高神经成像脑表型关联的可重复性和可推广性。然而,在另一个数据集中对模型的评估却未得到充分利用。在进行外部验证的研究中,明显缺乏对跨数据集特异性(即数据集偏移)通用性的关注。研究环境在设计上消除了真实世界和最终临床应用所需的站点间差异。在这里,我们严格测试了一系列预测模型在三种不同的、未协调的发育样本中的泛化能力:费城神经发育队列(n=1291)、健康大脑网络(n=1110)和发育中的人类连接组项目(n=428)。这些数据集在年龄分布、性别、种族和少数族裔代表性、招募地域、临床症状负担、fMRI 任务、序列和行为测量等方面存在很大差异,数据集之间的异质性很高。通过先进的方法论,我们证明了在不同的数据集特征中可以实现可重复和可推广的大脑行为关联。研究结果表明,尽管数据集之间存在很大差异,但基于功能连接组的预测模型仍具有稳健性。值得注意的是,就 HCPD 和 HBN 数据集而言,最佳预测不是来自同一数据集的训练和测试(即交叉验证),而是来自跨数据集的训练和测试。这一结果表明,在特定情况下,在不同数据上进行训练可能会提高预测效果。总之,这项工作为今后评估大脑表型关联在现实世界和临床环境中的可推广性奠定了重要基础。
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引用次数: 0
Leveraging mixed-effects location scale models to assess the ERP mismatch negativity’s psychometric properties and trial-by-trial neural variability in toddler-mother dyads 利用混合效应位置标度模型评估ERP失配负性的心理测量特性和幼儿-母亲二人组的逐次试验神经变异性。
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-12 DOI: 10.1016/j.dcn.2024.101459
Serena K. Mon , Brittany L. Manning , Lauren S. Wakschlag , Elizabeth S. Norton
Trial-by-trial neural variability, a measure of neural response stability, has been examined in relation to behavioral indicators using summary measures, but these methods do not characterize meaningful processes underlying variability. Mixed-effects location scale models (MELSMs) overcome these limitations by accounting for predictors and covariates of variability but have been rarely used in developmental studies. Here, we applied MELSMs to the ERP auditory mismatch negativity (MMN), a neural measure often related to language and psychopathology. 84 toddlers and 76 mothers completed a speech-syllable MMN paradigm. We extracted early and late MMN mean amplitudes from trial-level waveforms. We first characterized our sample’s psychometric properties using MELSMs and found a wide range of subject-level internal consistency. Next, we examined the relation between toddler MMNs with theoretically relevant child behavioral and maternal variables. MELSMs offered better model fit than analyses that assumed constant variability. We found significant individual differences in trial-by-trial variability but no significant associations between toddler variability and their language, irritability, or mother variability indices. Overall, we illustrate how MELSMs can characterize psychometric properties and answer questions about individual differences in variability. We provide recommendations and resources as well as example code for analyzing trial-by-trial neural variability in future studies.
逐次试验的神经变异性是神经反应稳定性的一种测量方法,已使用总结性测量方法对其与行为指标的关系进行了研究,但这些方法并不能描述变异性背后有意义的过程。混合效应位置标度模型(MELSMs)通过考虑变异性的预测因素和协变量克服了这些局限性,但在发育研究中却很少使用。在此,我们将 MELSMs 应用于 ERP 听觉错配负性(MMN),这是一种通常与语言和精神病理学相关的神经测量方法。84 名幼儿和 76 名母亲完成了一个语音-音节 MMN 范例。我们从试验水平波形中提取了早期和晚期 MMN 平均振幅。我们首先使用 MELSMs 对样本的心理测量特性进行了描述,并发现了广泛的受试者水平内部一致性。接下来,我们研究了幼儿 MMN 与理论上相关的儿童行为和母亲变量之间的关系。与假定变异性恒定的分析相比,MELSMs 提供了更好的模型拟合度。我们发现逐次试验变异性存在明显的个体差异,但幼儿变异性与其语言、烦躁或母亲变异性指数之间没有明显的关联。总之,我们说明了 MELSM 如何描述心理测量特性并回答有关变异性个体差异的问题。我们提供了在未来研究中分析逐次试验神经变异性的建议和资源以及示例代码。
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引用次数: 0
期刊
Developmental Cognitive Neuroscience
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