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Differences in educational opportunity predict white matter development 教育机会的差异可预测白质发育情况
IF 4.7 2区 医学 Q1 Neuroscience Pub Date : 2024-04-22 DOI: 10.1016/j.dcn.2024.101386
Ethan Roy , Amandine Van Rinsveld , Pierre Nedelec , Adam Richie-Halford , Andreas M. Rauschecker , Leo P. Sugrue , Ariel Rokem , Bruce D. McCandliss , Jason D. Yeatman

Coarse measures of socioeconomic status, such as parental income or parental education, have been linked to differences in white matter development. However, these measures do not provide insight into specific aspects of an individual’s environment and how they relate to brain development. On the other hand, educational intervention studies have shown that changes in an individual’s educational context can drive measurable changes in their white matter. These studies, however, rarely consider socioeconomic factors in their results. In the present study, we examined the unique relationship between educational opportunity and white matter development, when controlling other known socioeconomic factors. To explore this question, we leveraged the rich demographic and neuroimaging data available in the ABCD study, as well the unique data-crosswalk between ABCD and the Stanford Education Data Archive (SEDA). We find that educational opportunity is related to accelerated white matter development, even when accounting for other socioeconomic factors, and that this relationship is most pronounced in white matter tracts associated with academic skills. These results suggest that the school a child attends has a measurable relationship with brain development for years to come.

父母收入或父母教育程度等社会经济地位的粗略衡量指标与白质发育的差异有关。然而,这些测量方法并不能深入了解个体所处环境的具体方面,以及这些方面与大脑发育的关系。另一方面,教育干预研究表明,个人教育环境的改变会导致白质发生可测量的变化。然而,这些研究很少在结果中考虑社会经济因素。在本研究中,我们考察了在控制其他已知社会经济因素的情况下,教育机会与白质发育之间的独特关系。为了探讨这个问题,我们利用了 ABCD 研究中丰富的人口统计学和神经影像学数据,以及 ABCD 和斯坦福教育数据档案(SEDA)之间独特的数据交叉。我们发现,即使考虑到其他社会经济因素,教育机会也与白质的加速发育有关,而且这种关系在与学术技能相关的白质束中最为明显。这些结果表明,孩子就读的学校与未来几年的大脑发育有着可测量的关系。
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引用次数: 0
Longitudinal associations between neighborhood safety and adolescent adjustment: The moderating role of affective neural sensitivity 邻里安全与青少年适应之间的纵向联系:情感神经敏感性的调节作用
IF 4.7 2区 医学 Q1 Neuroscience Pub Date : 2024-04-12 DOI: 10.1016/j.dcn.2024.101380
Tianying Cai , Beiming Yang , Zexi Zhou , Ka I. Ip , Emma K. Adam , Claudia M. Haase , Yang Qu

Research on social determinants of health has highlighted the influence of neighborhood characteristics (e.g., neighborhood safety) on adolescents’ health. However, it is less clear how changes in neighborhood environments play a role in adolescent development, and who are more sensitive to such changes. Utilizing the first three waves of data from the Adolescent Brain Cognitive Development (ABCD) project (N = 7932, M (SD) age = 9.93 (.63) years at T1; 51% boys), the present study found that increases in neighborhood safety were associated with decreased adolescent externalizing symptoms, internalizing symptoms, but not sleep disturbance over time, controlling for baseline neighborhood safety. Further, adolescents’ insula and anterior cingulate cortex (ACC) reactivity to positive emotional stimuli moderated the association between changes in neighborhood safety and adolescent adjustment. Among youth who showed higher, but not lower, insula and ACC reactivity to positive emotion, increases in neighborhood safety were linked with better adjustment. The current study contributes to the differential susceptibility literature by identifying affective neural sensitivity as a marker of youth’s susceptibility to changes in neighborhood environment. The findings highlight the importance of neighborhood safety for youth during the transition to adolescence, particularly for those with heightened affective neural sensitivity.

有关健康的社会决定因素的研究强调了邻里特征(如邻里安全)对青少年健康的影响。然而,邻里环境的变化如何影响青少年的成长,以及哪些人对这种变化更敏感,目前还不太清楚。本研究利用青少年大脑认知发展(ABCD)项目的前三波数据(样本数=7932,T1时年龄中位数(SD)=9.93(0.63)岁;51%为男孩)发现,在控制了基线邻里安全的情况下,邻里安全的增加与青少年外化症状和内化症状的减少有关,但与睡眠障碍无关。此外,青少年脑岛和前扣带回皮层(ACC)对积极情绪刺激的反应调节了邻里安全变化与青少年适应之间的关系。在脑岛和扣带皮层对积极情绪的反应性较高而非较低的青少年中,邻里安全感的提高与更好的适应性有关。本研究将情感神经敏感性确定为青少年易受邻里环境变化影响的标志,从而为差异易感性文献做出了贡献。研究结果强调了邻里安全对青少年向青春期过渡的重要性,尤其是对那些情感神经敏感性较高的青少年。
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引用次数: 0
White matter microstructure organization across the transition to fatherhood 白质微观结构组织跨越向父亲角色的转变
IF 4.7 2区 医学 Q1 Neuroscience Pub Date : 2024-04-12 DOI: 10.1016/j.dcn.2024.101374
Sofia I. Cárdenas , Yael Waizman , Van Truong , Pia Sellery , Sarah A. Stoycos , Fang-Cheng Yeh , Vidya Rajagopalan , Darby E. Saxbe

The transition to parenthood remains an understudied window of potential neuroplasticity in the adult brain. White matter microstructural (WMM) organization, which reflects structural connectivity in the brain, has shown plasticity across the lifespan. No studies have examined how WMM organization changes from the prenatal to postpartum period in men becoming fathers. This study investigates WMM organization in men transitioning to first-time fatherhood. We performed diffusion-weighted imaging to identify differences in WMM organization, as indexed by fractional anisotropy (FA). We also investigated whether FA changes were associated with fathers’ postpartum mental health. Associations between mental health and WMM organization have not been rarely examined in parents, who may be vulnerable to mental health problems. Fathers exhibited reduced FA at the whole-brain level, especially in the cingulum, a tract associated with emotional regulation. Fathers also displayed reduced FA in the corpus callosum, especially in the forceps minor, which is implicated in cognitive functioning. Postpartum depressive symptoms were linked with increases and decreases in FA, but FA was not correlated with perceived or parenting stress. Findings provide novel insight into fathers’ WMM organization during the transition to parenthood and suggest postpartum depression may be linked with fathers’ neuroplasticity during the transition to parenthood.

为人父母的过渡期仍然是成人大脑潜在神经可塑性的一个研究不足的窗口期。白质微结构(WMM)组织反映了大脑中的结构连接性,在整个生命周期中都表现出可塑性。目前还没有研究探讨过,从产前到产后,成为父亲的男性的白质微结构组织是如何变化的。本研究调查了初为人父的男性的WMM组织。我们进行了扩散加权成像,以确定以分数各向异性(FA)为指标的WMM组织的差异。我们还研究了FA变化是否与父亲的产后心理健康有关。心理健康和WMM组织之间的关系在父母身上还很少被研究,因为他们可能很容易出现心理健康问题。父亲在全脑水平上表现出FA减少,尤其是在与情绪调节相关的扣带回。父亲在胼胝体,尤其是与认知功能有关的小镊子中也显示出减少的FA。产后抑郁症状与 FA 的增减有关,但 FA 与感知压力或养育压力无关。研究结果为父亲在为人父母过程中的WMM组织提供了新的见解,并表明产后抑郁可能与父亲在为人父母过程中的神经可塑性有关。
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引用次数: 0
Examining neural responses to anticipating or receiving monetary rewards and the development of binge eating in youth. A registered report using data from the Adolescent Brain Cognitive Development (ABCD) study 研究预期或接受金钱奖励的神经反应与青少年暴饮暴食的发展。使用青少年大脑认知发展(ABCD)研究数据的注册报告
IF 4.7 2区 医学 Q1 Neuroscience Pub Date : 2024-04-11 DOI: 10.1016/j.dcn.2024.101377
Cassandra J. Lowe , Lindsay P. Bodell

Binge eating is characterized as eating a large amount of food and feeling a loss of control while eating. However, the neurobiological mechanisms associated with the onset and maintenance of binge eating are largely unknown. Recent neuroimaging work has suggested that increased responsivity within reward regions of the brain to the anticipation or receipt of rewards is related to binge eating; however, limited longitudinal data has precluded understanding of the role of reward responsivity in the development of binge eating. The current study used data from the Adolescent Brain and Cognitive Development® (ABCD) longitudinal study dataset to assess whether heightened neural responses to different phases of reward processing (reward anticipation and receipt) (1) differentiated individuals with binge eating from matched controls, and (2) predicted the onset of binge eating in an "at risk" sample. Consistent with hypotheses, heightened neural responsivity in the right caudate and bilateral VS during reward anticipation differentiated youth with and without binge eating. Moreover, greater VS response to reward anticipation predicted binge eating two years later. Neural responses to reward receipt also were consistent with hypotheses, such that heightened VS and OFC responses differentiated youth with and without binge eating and predicted the presence of binge eating two years later. Findings from the current study suggest that hypersensitivity to rewards may contribute to the development of binge eating during early adolescence.

暴饮暴食的特点是进食大量食物并在进食时感到失控。然而,与暴食的发生和维持相关的神经生物学机制在很大程度上还不为人所知。最近的神经影像学研究表明,大脑奖赏区域对预期或收到奖赏的反应性增加与暴食有关;然而,由于纵向数据有限,人们无法了解奖赏反应性在暴食发展过程中的作用。本研究利用青少年大脑和认知发展®(ABCD)纵向研究数据集的数据来评估神经系统对奖赏处理不同阶段(奖赏预期和奖赏接收)的反应是否增强:(1)将暴食患者与匹配的对照组区分开来;(2)预测 "高危 "样本中暴食的发生。与假设一致的是,在奖赏预期过程中,右侧尾状体和双侧VS的神经反应性增强,从而区分了暴食症青少年和非暴食症青少年。此外,VS 对奖赏预期的更大反应预示着两年后的暴食。神经系统对奖赏接收的反应也与假设一致,如VS和OFC反应增强可区分有暴食和无暴食的青少年,并预测两年后是否出现暴食。本研究的结果表明,对奖赏的超敏反应可能是导致青少年暴食的原因之一。
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引用次数: 0
Childhood adversity is associated with reduced BOLD response in inhibitory control regions amongst preadolescents from the ABCD study 童年逆境与 ABCD 研究中青少年抑制控制区的 BOLD 反应降低有关
IF 4.7 2区 医学 Q1 Neuroscience Pub Date : 2024-04-09 DOI: 10.1016/j.dcn.2024.101378
Elizabeth A. Stinson , Ryan M. Sullivan , Gabriella Y. Navarro , Alexander L. Wallace , Christine L. Larson , Krista M. Lisdahl

Adolescence is characterized by dynamic neurodevelopment, which poses opportunities for risk and resilience. Adverse childhood experiences (ACEs) confer additional risk to the developing brain, where ACEs have been associated with alterations in functional magnetic resonance imaging (fMRI) BOLD signaling in brain regions underlying inhibitory control. Socioenvironmental factors like the family environment may amplify or buffer against the neurodevelopmental risks associated with ACEs. Using baseline to Year 2 follow-up data from the Adolescent Brain Cognitive Development (ABCD) Study, the current study examined how ACEs relate to fMRI BOLD signaling during successful inhibition on the Stop Signal Task in regions associated with inhibitory control and examined whether family conflict levels moderated that relationship. Results showed that greater ACEs were associated with reduced BOLD response in the right opercular region of the inferior frontal gyrus and bilaterally in the pre-supplementary motor area, which are key regions underlying inhibitory control. Further, greater BOLD response was correlated with less impulsivity behaviorally, suggesting reduced activation may not be behaviorally adaptive at this age. No significant two or three-way interactions with family conflict levels or time were found. Findings highlight the continued utility of examining the relationship between ACEs and neurodevelopmental outcomes and the importance of intervention/prevention of ACES.

青春期的特点是神经系统的动态发育,这为风险和恢复能力的提高提供了机会。童年的不良经历(ACEs)会给发育中的大脑带来额外的风险,ACEs 与抑制控制基础脑区的功能磁共振成像(fMRI)BOLD 信号的改变有关。家庭环境等社会环境因素可能会放大或缓冲与 ACE 相关的神经发育风险。本研究利用青少年大脑认知发展(ABCD)研究从基线到第二年的随访数据,考察了ACE与抑制控制相关区域在停止信号任务中成功抑制时fMRI BOLD信号的关系,并考察了家庭冲突水平是否会调节这种关系。结果表明,ACE越大,额叶下回右侧厣区和双侧前辅助运动区的BOLD反应就越低,而这两个区域正是抑制控制的关键区域。此外,更高的 BOLD 反应与更少的行为冲动相关,这表明在这个年龄段,激活减少可能不具有行为适应性。没有发现与家庭冲突程度或时间有明显的双向或三向交互作用。研究结果凸显了研究 ACE 与神经发育结果之间关系的持续实用性,以及干预/预防 ACES 的重要性。
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引用次数: 0
Neurodevelopmental trajectories of cerebellar grey matter associated with verbal abilities in males with autism spectrum disorder 与自闭症谱系障碍男性言语能力相关的小脑灰质神经发育轨迹
IF 4.7 2区 医学 Q1 Neuroscience Pub Date : 2024-04-09 DOI: 10.1016/j.dcn.2024.101379
Jana Klaus , Catherine J. Stoodley , Dennis J.L.G. Schutter

Autism spectrum disorder (ASD) is a neurodevelopmental condition frequently associated with structural cerebellar abnormalities. Whether cerebellar grey matter volumes (GMV) are linked to verbal impairments remains controversial. Here, the association between cerebellar GMV and verbal abilities in ASD was examined across the lifespan. Lobular segmentation of the cerebellum was performed on structural MRI scans from the ABIDE I dataset in male individuals with ASD (N=144, age: 8.5–64.0 years) and neurotypical controls (N=188; age: 8.0–56.2 years). Stepwise linear mixed effects modeling including group (ASD vs. neurotypical controls), lobule-wise GMV, and age was performed to identify cerebellar lobules which best predicted verbal abilities as measured by verbal IQ (VIQ). An age-specific association between VIQ and GMV of bilateral Crus II was found in ASD relative to neurotypical controls. In children with ASD, higher VIQ was associated with larger GMV of left Crus II but smaller GMV of right Crus II. By contrast, in adults with ASD, higher VIQ was associated with smaller GMV of left Crus II and larger GMV of right Crus II. These findings indicate that relative to the contralateral hemisphere, an initial reliance on the language-nonspecific left cerebellar hemisphere is offset by more typical right-lateralization in adulthood.

自闭症谱系障碍(ASD)是一种经常与小脑结构异常有关的神经发育疾病。小脑灰质体积(GMV)是否与言语障碍有关仍存在争议。在此,我们研究了ASD患者在整个生命周期中小脑灰质体积与言语能力之间的关系。根据ABIDE I数据集的结构性核磁共振成像扫描结果,对男性ASD患者(144人,年龄:8.5-64.0岁)和神经典型对照组(188人,年龄:8.0-56.2岁)的小脑进行小叶分割。通过逐步线性混合效应建模(包括组别(ASD vs. 神经畸形对照组)、小脑小叶GMV和年龄)来确定最能预测以言语智商(VIQ)衡量的言语能力的小脑小叶。与神经正常对照组相比,ASD 患儿的 VIQ 与双侧 Crus II 的 GMV 之间存在年龄特异性关联。在患有 ASD 的儿童中,VIQ 越高,左侧嵴椎 II 的 GMV 越大,而右侧嵴椎 II 的 GMV 越小。相比之下,在患有 ASD 的成人中,较高的 VIQ 与较小的左侧十字ⅡGMV 和较大的右侧十字ⅡGMV 相关。这些研究结果表明,相对于对侧半球而言,最初对语言无特异性的左侧小脑半球的依赖在成年后被更典型的右侧化所抵消。
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引用次数: 0
Developmentally sensitive multispectral cortical connectivity profiles serving visual selective attention 服务于视觉选择性注意的发育敏感多谱皮层连接图谱
IF 4.7 2区 医学 Q1 Neuroscience Pub Date : 2024-04-01 DOI: 10.1016/j.dcn.2024.101371
Jake J. Son , Abraham D. Killanin , Yasra Arif , Hallie J. Johnson , Hannah J. Okelberry , Lucas Weyrich , Yu-Ping Wang , Vince D. Calhoun , Julia M. Stephen , Brittany K. Taylor , Tony W. Wilson

Throughout childhood and adolescence, the brain undergoes significant structural and functional changes that contribute to the maturation of multiple cognitive domains, including selective attention. Selective attention is crucial for healthy executive functioning and while key brain regions serving selective attention have been identified, their age-related changes in neural oscillatory dynamics and connectivity remain largely unknown. We examined the developmental sensitivity of selective attention circuitry in 91 typically developing youth aged 6 – 13 years old. Participants completed a number-based Simon task while undergoing magnetoencephalography (MEG) and the resulting data were preprocessed and transformed into the time-frequency domain. Significant oscillatory brain responses were imaged using a beamforming approach, and task-related peak voxels in the occipital, parietal, and cerebellar cortices were used as seeds for subsequent whole-brain connectivity analyses in the alpha and gamma range. Our key findings revealed developmentally sensitive connectivity profiles in multiple regions crucial for selective attention, including the temporoparietal junction (alpha) and prefrontal cortex (gamma). Overall, these findings suggest that brain regions serving selective attention are highly sensitive to developmental changes during the pubertal transition period.

在整个童年和青少年时期,大脑的结构和功能会发生重大变化,这些变化有助于多个认知领域的成熟,包括选择性注意。选择性注意对健康的执行功能至关重要,虽然服务于选择性注意的关键脑区已被确定,但它们在神经振荡动力学和连通性方面与年龄相关的变化在很大程度上仍不为人所知。我们对 91 名 6-13 岁发育正常的青少年的选择性注意回路的发育敏感性进行了研究。受试者在完成基于数字的西蒙任务的同时接受脑磁图(MEG)检查,所得数据经过预处理后转换到时频域。利用波束成形方法对重要的大脑振荡反应进行成像,并将枕叶、顶叶和小脑皮层中与任务相关的峰值体素作为种子,用于随后的阿尔法和伽马范围的全脑连接分析。我们的主要研究结果表明,在对选择性注意至关重要的多个区域,包括颞顶叶交界处(α)和前额叶皮层(γ),存在对发育敏感的连接特征。总体而言,这些研究结果表明,在青春期过渡期,大脑中的选择性注意区域对发育变化高度敏感。
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引用次数: 0
Stimulus shapes strategy: Effects of stimulus characteristics and individual differences in academic achievement on the neural mechanisms engaged during the N-back task 刺激塑造策略:刺激特征和学习成绩的个体差异对 N-回溯任务中神经机制的影响
IF 4.7 2区 医学 Q1 Neuroscience Pub Date : 2024-04-01 DOI: 10.1016/j.dcn.2024.101372
Daniel R. Leopold , Hyojeong Kim , Kenneth W. Carlson , Mikaela A. Rowe , Boman R. Groff , Moriah P. Major , Erik G. Willcutt , Laurie E. Cutting , Marie T. Banich

This fMRI study of 126 youth explored whether the neural mechanisms underlying the N-back task, commonly used to examine executive control over the contents of working memory, are associated with individual differences in academic achievement in reading and math. Moreover, the study explored whether these relationships occur regardless of the nature of the stimulus being manipulated in working memory (letters, numbers, nonsense shapes) or whether these relationships are specific to achievement domain and stimulus type (i.e., letters for reading and numbers for math). The results indicated that higher academic achievement in each of reading and math was associated with greater activation of dorsolateral prefrontal cortex in the N-back task regardless of stimulus type (i.e., did not differ for letters and numbers), suggesting that at least some aspects of the neural mechanisms underlying these academic domains are executive in nature. In addition, regardless of level of academic achievement, prefrontal regions were engaged to a greater degree for letters than numbers than nonsense shapes. In contrast, nonsense shapes yielded greater hippocampal activation than letters and numbers. Potential reasons for this pattern of findings are discussed.

这项对 126 名青少年进行的 fMRI 研究探讨了 N-后退任务(通常用于检查对工作记忆内容的执行控制)的神经机制是否与阅读和数学学习成绩的个体差异有关。此外,该研究还探讨了这些关系的发生是否与工作记忆中被操纵的刺激物(字母、数字、无意义图形)的性质无关,或者这些关系是否与成绩领域和刺激物类型(即阅读中的字母和数学中的数字)有关。研究结果表明,无论刺激类型如何(即字母和数字没有差异),阅读和数学成绩越高,N-back 任务中背外侧前额叶皮层的激活程度就越高(即字母和数字没有差异),这表明这些学术领域的神经机制至少在某些方面具有执行性。此外,无论学习成绩高低,前额叶区域对字母的参与程度都高于对数字的参与程度,也高于对无意义图形的参与程度。相反,与字母和数字相比,无意义图形对海马区的激活程度更高。本文讨论了这种发现模式的潜在原因。
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引用次数: 0
The promise and pitfalls of a strength-based approach to child poverty and neurocognitive development: Implications for policy 以实力为基础的儿童贫困和神经认知发展方法的前景与陷阱:对政策的影响
IF 4.7 2区 医学 Q1 Neuroscience Pub Date : 2024-04-01 DOI: 10.1016/j.dcn.2024.101375
Meriah L. DeJoseph , Monica E. Ellwood-Lowe , Dana Miller-Cotto , David Silverman , Katherine Adams Shannon , Gabriel Reyes , Divyangana Rakesh , Willem E. Frankenhuis

There has been significant progress in understanding the effects of childhood poverty on neurocognitive development. This progress has captured the attention of policymakers and promoted progressive policy reform. However, the prevailing emphasis on the harms associated with childhood poverty may have inadvertently perpetuated a deficit-based narrative, focused on the presumed shortcomings of children and families in poverty. This focus can have unintended consequences for policy (e.g., overlooking strengths) as well as public discourse (e.g., focusing on individual rather than systemic factors). Here, we join scientists across disciplines in arguing for a more well-rounded, “strength-based” approach, which incorporates the positive and/or adaptive developmental responses to experiences of social disadvantage. Specifically, we first show the value of this approach in understanding normative brain development across diverse human environments. We then highlight its application to educational and social policy, explore pitfalls and ethical considerations, and offer practical solutions to conducting strength-based research responsibly. Our paper re-ignites old and recent calls for a strength-based paradigm shift, with a focus on its application to developmental cognitive neuroscience. We also offer a unique perspective from a new generation of early-career researchers engaged in this work, several of whom themselves have grown up in conditions of poverty. Ultimately, we argue that a balanced strength-based scientific approach will be essential to building more effective policies.

在了解儿童贫困对神经认知发展的影响方面取得了重大进展。这一进展引起了政策制定者的关注,并推动了渐进式政策改革。然而,对与儿童贫困相关的危害的普遍强调可能无意中延续了一种以赤字为基础的叙事,其重点是贫困儿童和家庭的假定缺陷。这种关注可能会对政策(如忽视优点)和公众讨论(如关注个人因素而非系统因素)产生意想不到的后果。在此,我们与各学科的科学家一起,主张采用一种更全面的、"基于优势 "的方法,这种方法包含了对社会弱势经历的积极和/或适应性发展反应。具体而言,我们首先展示了这种方法在理解不同人类环境中大脑正常发育方面的价值。然后,我们强调了这种方法在教育和社会政策中的应用,探讨了其中的陷阱和伦理问题,并为负责任地开展基于优势的研究提供了切实可行的解决方案。我们的论文重新点燃了过去和最近关于基于力量的范式转变的呼声,重点是其在发展认知神经科学中的应用。我们还提供了从事这项工作的新一代早期研究人员的独特视角,其中几位研究人员本身就是在贫困环境中长大的。最终,我们认为,一种平衡的、以力量为基础的科学方法对于制定更有效的政策至关重要。
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引用次数: 0
A general exposome factor explains individual differences in functional brain network topography and cognition in youth 一般暴露组因素可解释青少年大脑功能网络拓扑和认知的个体差异
IF 4.7 2区 医学 Q1 Neuroscience Pub Date : 2024-04-01 DOI: 10.1016/j.dcn.2024.101370
Arielle S. Keller , Tyler M. Moore , Audrey Luo , Elina Visoki , Mārtiņš M. Gataviņš , Alisha Shetty , Zaixu Cui , Yong Fan , Eric Feczko , Audrey Houghton , Hongming Li , Allyson P. Mackey , Oscar Miranda-Dominguez , Adam Pines , Russell T. Shinohara , Kevin Y. Sun , Damien A. Fair , Theodore D. Satterthwaite , Ran Barzilay

Childhood environments are critical in shaping cognitive neurodevelopment. With the increasing availability of large-scale neuroimaging datasets with deep phenotyping of childhood environments, we can now build upon prior studies that have considered relationships between one or a handful of environmental and neuroimaging features at a time. Here, we characterize the combined effects of hundreds of inter-connected and co-occurring features of a child’s environment (“exposome”) and investigate associations with each child’s unique, multidimensional pattern of functional brain network organization (“functional topography”) and cognition. We apply data-driven computational models to measure the exposome and define personalized functional brain networks in pre-registered analyses. Across matched discovery (n=5139, 48.5% female) and replication (n=5137, 47.1% female) samples from the Adolescent Brain Cognitive Development study, the exposome was associated with current (ages 9–10) and future (ages 11–12) cognition. Changes in the exposome were also associated with changes in cognition after accounting for baseline scores. Cross-validated ridge regressions revealed that the exposome is reflected in functional topography and can predict performance across cognitive domains. Importantly, a single measure capturing a child’s exposome could more accurately and parsimoniously predict cognition than a wealth of personalized neuroimaging data, highlighting the importance of children’s complex, multidimensional environments in cognitive neurodevelopment.

童年环境对认知神经发育至关重要。随着对儿童环境进行深度表型的大规模神经成像数据集的日益普及,我们现在可以在以往研究的基础上,更进一步地考虑一个或少数几个环境特征与神经成像特征之间的关系。在这里,我们描述了儿童所处环境("暴露体")中数百个相互关联且同时出现的特征的综合影响,并研究了这些特征与每个儿童独特的、多维的大脑功能网络组织模式("功能拓扑")和认知之间的关联。我们应用数据驱动的计算模型来测量暴露组,并在预先登记的分析中定义个性化的大脑功能网络。在青少年大脑认知发展研究的匹配发现样本(n=5139,女性占48.5%)和复制样本(n=5137,女性占47.1%)中,暴露组与当前(9-10岁)和未来(11-12岁)的认知相关。在考虑基线分数后,暴露组的变化也与认知的变化相关。交叉验证脊回归显示,暴露组反映在功能拓扑中,并能预测各认知领域的表现。重要的是,与丰富的个性化神经影像数据相比,捕捉儿童暴露组的单一测量方法能更准确、更合理地预测认知能力,这凸显了儿童复杂、多维环境在认知神经发育中的重要性。
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Developmental Cognitive Neuroscience
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