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The importance of timing of socioeconomic disadvantage throughout development for depressive symptoms and brain structure 在整个成长过程中,处于社会经济不利地位的时间对抑郁症状和大脑结构的重要性。
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-09-13 DOI: 10.1016/j.dcn.2024.101449
Prior studies have reported associations between socioeconomic disadvantage, brain structure and mental health outcomes, but the timing of these relations is not well understood. Using prospective longitudinal data from the Avon Longitudinal Study of Parents and Children (ALSPAC), this preregistered study examined whether socioeconomic disadvantage related differentially to depressive symptoms (n=3012–3530) and cortical and subcortical structures (n=460–733) in emerging adults, depending on the timing of exposure to socioeconomic disadvantage. Family income in early childhood and own income measured concurrently were both significantly related to depressive symptoms in emerging adulthood. Similar results were observed for perceived financial strain. In contrast, only family income in early childhood was associated with brain structure in emerging adulthood, with positive associations with intracranial volume and total and regional cortical surface area. The findings suggest that both objective and subjective aspects of one’s financial standing throughout development relate to depressive symptoms in adulthood, but that specifically early life family income is related to brain structural features in emerging adulthood. This suggests that associations between socioeconomic disadvantage and brain structure originate early in neurodevelopment, highlighting the role of timing of socioeconomic disadvantage.
之前的研究已经报告了社会经济劣势、大脑结构和心理健康结果之间的关系,但对这些关系的发生时间还不甚了解。这项预先登记的研究利用雅芳父母与子女纵向研究(ALSPAC)的前瞻性纵向数据,考察了社会经济劣势是否与新兴成人的抑郁症状(n=3012-3530)以及大脑皮层和皮层下结构(n=460-733)有不同的关系,这取决于接触社会经济劣势的时间。幼儿期的家庭收入和同时测量的自身收入都与成年期的抑郁症状有显著关系。在感知到的经济压力方面也观察到类似的结果。相比之下,只有幼年时期的家庭收入与成年后的大脑结构有关,与颅内容积、皮质总面积和区域皮质面积呈正相关。研究结果表明,一个人在整个成长过程中经济状况的客观和主观方面都与成年后的抑郁症状有关,但特别是幼年时期的家庭收入与成年后的大脑结构特征有关。这表明,社会经济劣势与大脑结构之间的关联起源于神经发育的早期阶段,突出了社会经济劣势的时间选择所起的作用。
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引用次数: 0
Remote data collection of infant activity and sleep patterns via wearable sensors in the HEALthy Brain and Child Development Study (HBCD) 在 HEALthy 脑与儿童发育研究(HBCD)中通过可穿戴传感器远程收集婴儿活动和睡眠模式数据
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-09-13 DOI: 10.1016/j.dcn.2024.101446

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. Wearable and remote sensing technologies have advanced data collection outside of laboratory settings to enable exploring, in more detail, the associations of early experiences with brain development and social and health outcomes. In the HBCD Study, the Novel Technology/Wearable Sensors Working Group (WG-NTW) identified two primary data types to be collected: infant activity (by measuring leg movements) and sleep (by measuring heart rate and leg movements). These wearable technologies allow for remote collection in the natural environment. This paper illustrates the collection of such data via wearable technologies and describes the decision-making framework, which led to the currently deployed study design, data collection protocol, and derivatives, which will be made publicly available. Moreover, considerations regarding actual and potential challenges to adoption and use, data management, privacy, and participant burden were examined. Lastly, the present limitations in the field of wearable sensor data collection and analysis will be discussed in terms of extant validation studies, the difficulties in comparing performance across different devices, and the impact of evolving hardware/software/firmware.

HEALthy Brain and Child Development(HBCD)研究是一项多站点前瞻性纵向队列研究,将从胎儿期开始研究人脑、认知、行为、社会和情感发育,并计划研究整个幼儿期。可穿戴和遥感技术推进了实验室外的数据收集工作,从而能够更详细地探索早期经历与大脑发育以及社会和健康结果之间的关联。在 HBCD 研究中,新型技术/可穿戴传感器工作组(WG-NTW)确定了需要收集的两种主要数据类型:婴儿活动(通过测量腿部运动)和睡眠(通过测量心率和腿部运动)。这些可穿戴技术允许在自然环境中进行远程收集。本文阐述了通过可穿戴技术收集此类数据的方法,并介绍了决策框架,该框架促成了目前部署的研究设计、数据收集协议和衍生产品,这些都将公开发布。此外,本文还研究了在采用和使用、数据管理、隐私和参与者负担方面的实际和潜在挑战。最后,还将从现有的验证研究、比较不同设备性能的困难以及不断发展的硬件/软件/固件的影响等方面讨论可穿戴传感器数据收集和分析领域目前存在的局限性。
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引用次数: 0
A longitudinal study of the relationship between alcohol-related blackouts and attenuated structural brain development 与酒精有关的停电与大脑结构发育减弱之间关系的纵向研究。
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-09-13 DOI: 10.1016/j.dcn.2024.101448

Purpose

Alcohol-related blackouts (ARBs) are common in adolescents and emerging adults. ARBs may also be indicative of persistent, alcohol-related neurocognitive changes. This study explored ARBs as a predictor of altered structural brain development and associated cognitive correlates.

Methods

Longitudinal growth curve modeling estimated trajectories of brain volume across 6 years in participants from the National Consortium on Alcohol and Neurodevelopment in Adolescence (NCANDA) study (n = 800, 213 with lifetime ARB history). While controlling for demographics and overall alcohol use, ARB history was analyzed as a predictor of brain volume growth in regions associated with alcohol-related cognitive change. Post hoc analyses examined whether ARBs moderated relationships between brain morphology and cognition.

Results

ARBs significantly predicted attenuated development of fusiform gyrus and hippocampal volume at unique timepoints compared to overall alcohol use. Alcohol use without ARBs significantly predicted attenuated fusiform and hippocampal growth at earlier and later timepoints, respectively. Despite altered development in regions associated with memory, ARBs did not significantly moderate relationships between brain volume and cognitive performance.

Conclusion

ARBs and overall alcohol use predicted altered brain development in the fusiform gyrus and hippocampus at different timepoints, suggesting ARBs represent a unique marker of neurocognitive risk in younger drinkers.
目的:酒精相关性昏厥(ARBs)在青少年和新成人中很常见。ARB也可能表明与酒精相关的神经认知发生了持续性变化。本研究将 ARBs 作为大脑结构发育改变和相关认知关联的预测因子进行了探讨:纵向生长曲线模型估计了美国国家青少年酒精与神经发育联合会(NCANDA)研究参与者(n = 800,其中 213 人终生服用 ARB)6 年的脑容量轨迹。在控制人口统计学和总体酒精使用情况的同时,对与酒精相关的认知变化区域的脑容量增长进行了预测分析。事后分析检验了抗逆转录酶抑制剂是否调节了大脑形态与认知之间的关系:结果:与总体饮酒情况相比,ARBs 可明显预测在特定时间点纺锤形回和海马体积的减小。不使用抗逆转录酶抑制剂的酗酒者在较早和较晚的时间点分别会明显预测到纺锤形回和海马体积发育的减弱。尽管与记忆相关区域的发育发生了改变,但ARBs并没有明显缓和脑容量与认知表现之间的关系:结论:ARBs和总体饮酒情况预示着纺锤形回和海马在不同时间点的大脑发育发生了改变,这表明ARBs是年轻饮酒者神经认知风险的独特标志。
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引用次数: 0
Neural processing of speech sounds at premature and term birth: ERPs and MMR between 32 and 42 weeks of gestation 早产儿和足月儿语言声音的神经处理:妊娠 32 至 42 周期间的 ERP 和 MMR
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-09-10 DOI: 10.1016/j.dcn.2024.101444
Prenatal listening experience reportedly modulates how humans process speech at birth, but little is known about how speech perception develops throughout the perinatal period. The present experiment assessed the neural event-related potentials (ERP) and mismatch responses (MMR) to native vowels in 99 neonates born between 32 and 42 weeks of gestation. The vowels elicited reliable ERPs in newborns whose gestational age at time of experiment was at least 36 weeks and 1 day (36 + 1). The ERPs reflected spectral distinctions between vowel onsets from age 36 weeks + 6 days and durational distinctions at vowel offsets from age 37 weeks + 6 days. Starting at age 40 + 4, there was evidence of neural discrimination of vowel length, indexed by a negative MMR response. The present findings extend our understanding of the earliest stages of speech perception development in that they pinpoint the ages at which the cortex reliably responds to the phonetic characteristics of individual speech sounds and discriminates a native phoneme contrast. The age at which the brain reliably differentiates vowel onsets coincides with what is considered term age in many countries (37 weeks + 0 days of gestational age). Future studies should investigate to what extent the perinatal maturation of the cortical responses to speech sounds is modulated by the ambient language.
据报道,产前听力经验会调节人类在出生时处理语音的方式,但人们对整个围产期语音感知的发展却知之甚少。本实验评估了妊娠 32 至 42 周间出生的 99 名新生儿对母语元音的神经事件相关电位(ERP)和错配反应(MMR)。在实验时胎龄至少为 36 周零 1 天(36 + 1)的新生儿中,元音可引起可靠的 ERP。ERP反映了36周+6天后元音起始点的频谱差异,以及37周+6天后元音偏移点的持续时间差异。从 40+4 周岁开始,有证据表明神经系统对元音长度的辨别,并以负性 MMR 反应为指标。本研究结果扩展了我们对语音感知发展早期阶段的认识,因为它们精确定位了大脑皮层对单个语音的语音特征做出可靠反应并分辨母语音素对比的年龄。大脑能可靠区分元音起音的年龄与许多国家认为的足月年龄(胎龄37周+0天)相吻合。未来的研究应探讨围产期大脑皮层对语音的反应成熟在多大程度上受环境语言的影响。
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引用次数: 0
An introduction to the HEALthy Brain and Child Development Study (HBCD) study HEALthy 脑与儿童发展研究(HBCD)简介
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-09-07 DOI: 10.1016/j.dcn.2024.101441

The fundamental organization of the human brain is established before birth, with rapid growth continuing over the first postnatal years. Children exposed before or after birth to various biological (e.g., substance exposure) or psychosocial hazards (e.g., maltreatment) are at elevated likelihood of deviating from a typical developmental trajectory, which in turn can be associated with psychological, behavioral, and physical health sequelae. In the HEALthy Brain and Child Development (HBCD) Study, a multi-site prospective longitudinal cohort study, brain, physical, biological, cognitive, behavioral, social, and emotional development is being examined starting in pregnancy and planned through age 10 (data are sampled at varying degrees of granularity depending on age, with more dense sampling earlier in life). HBCD aims to determine the short- and long-term impacts of a variety of both harmful and protective factors, including prenatal substance use, on developmental trajectories through early childhood. Organized as a nationwide consortium across 27 sites, the HBCD Study will collect multimodal data that will be made publicly available on a yearly basis, through a data use application and approval process. Here we provide an overview of the HBCD Study design, sampling, protocol development, and data management. Data collected through HBCD will be fundamental to informing future prenatal and early childhood interventions and policies to promote wellbeing and resilience in all children.

人类大脑的基本组织结构在出生前就已建立,并在出生后的最初几年里持续快速增长。儿童在出生前或出生后暴露于各种生物(如药物接触)或社会心理危害(如虐待),偏离典型发育轨迹的可能性就会升高,进而与心理、行为和身体健康后遗症相关联。HEALthy Brain and Child Development(HBCD)研究是一项多地点前瞻性纵向队列研究,该研究从孕期开始,计划到 10 岁对大脑、身体、生物、认知、行为、社交和情感发育进行检查(数据采样的粒度因年龄而异,生命早期的采样更为密集)。HBCD 旨在确定各种有害因素和保护因素(包括产前药物使用)对幼儿期发育轨迹的短期和长期影响。HBCD 研究由全国 27 个研究机构组成,将收集多模态数据,并通过数据使用申请和审批程序,每年向公众提供这些数据。在此,我们将概述 HBCD 研究的设计、取样、方案制定和数据管理。通过 HBCD 收集到的数据将为未来的产前和儿童早期干预措施和政策提供基础信息,以促进所有儿童的福祉和适应能力。
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引用次数: 0
A framework for integrating neural development and social networks in adolescence 整合青春期神经发育和社交网络的框架。
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-09-04 DOI: 10.1016/j.dcn.2024.101442

Adolescence is a developmental period characterized by increasingly complex and influential peer contexts. Concurrently, developmental changes in neural circuits, particularly those related to social cognition, affective salience, and cognitive control, contribute to individuals’ social interactions and behaviors. However, while adolescents’ behaviors and overall outcomes are influenced by the entirety of their social environments, insights from developmental and social neuroscience often come from studies of individual relationships or specific social actors. By capturing information about both adolescents’ individual relations and their larger social contexts, social network analysis offers a powerful opportunity to enhance our understanding of how social factors interact with adolescent development. In this review, we highlight the relevant features of adolescent social and neural development that should be considered when integrating social network analysis and neuroimaging methods. We focus on broad themes of adolescent development, including identity formation, peer sensitivity, and the pursuit of social goals, that serve as potential mechanisms for the relations between neural processes and social network features. With these factors in mind, we review the current research and propose future applications of these methods and theories.

青春期是一个以日益复杂和具有影响力的同伴环境为特征的发育时期。与此同时,神经回路的发展变化,尤其是与社会认知、情感显著性和认知控制相关的神经回路的发展变化,也会对个体的社会互动和行为产生影响。然而,虽然青少年的行为和整体结果受到其整个社会环境的影响,但发育和社会神经科学的见解往往来自于对个体关系或特定社会行为者的研究。社会网络分析既能捕捉青少年个体关系的信息,也能捕捉他们所处的更大社会环境的信息,这为我们进一步了解社会因素是如何与青少年的发展相互影响的提供了有力的契机。在这篇综述中,我们强调了在整合社会网络分析和神经成像方法时应考虑的青少年社会和神经发展的相关特征。我们将重点放在青少年发展的广泛主题上,包括身份的形成、同伴敏感性和对社会目标的追求,这些都是神经过程与社会网络特征之间关系的潜在机制。考虑到这些因素,我们回顾了当前的研究,并提出了这些方法和理论的未来应用。
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引用次数: 0
Altered associations between white matter structure and psychopathology in previously institutionalized adolescents 曾被机构收容的青少年的白质结构与精神病理学之间的关系发生了改变。
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-09-03 DOI: 10.1016/j.dcn.2024.101440

Previously institutionalized adolescents show increased risk for psychopathology, though placement into high-quality foster care can partially mitigate this risk. White matter (WM) structure is associated with early institutional rearing and psychopathology in youth. Here we investigate associations between WM structure and psychopathology in previously institutionalized youth. Adolescent psychopathology data were collected using the MacArthur Health and Behavior Questionnaire. Participants underwent diffusion MRI, and data were processed using fixel-based analyses. General linear models investigated interactions between institutionalization groups and psychopathology on fixel metrics. Supplementary analyses also examined the main effects of psychopathology and institutionalization group on fixel metrics. Ever–Institutionalized children included 41 randomized to foster care (Mage=16.6), and 40 to care-as-usual (Mage=16.7)). In addition, 33 participants without a history of institutionalization were included as a reference group (Mage=16.9). Ever–Institutionalized adolescents displayed altered general psychopathology–fixel associations within the cerebellar peduncles, inferior longitudinal fasciculi, corticospinal tract, and corpus callosum, and altered externalizing–fixel associations within the cingulum and fornix. Our findings indicate brain–behavior associations reported in the literature may not be generalizable to all populations. Previously institutionalized youth may develop differential brain development, which in turn leads to altered neural correlates of psychopathology that are still apparent in adolescence.

曾被机构收容的青少年显示出更高的精神病理学风险,尽管将其安置到高质量的寄养机构可以部分缓解这种风险。白质(WM)结构与早期机构抚养和青少年精神病理学有关。在此,我们研究了曾被送入福利院的青少年的白质结构与精神病理学之间的关系。我们使用麦克阿瑟健康和行为问卷收集了青少年的心理病理学数据。参与者接受了弥散核磁共振成像检查,并使用基于固定值的分析方法对数据进行了处理。一般线性模型研究了机构化组别和精神病理学对fixel指标的交互作用。补充分析还研究了精神病理学和机构化组别对fixel指标的主要影响。曾经被机构收容的儿童包括41名被随机分配到寄养机构(Mage=16.6)和40名被随机分配到常规护理机构(Mage=16.7)的儿童。)此外,还包括 33 名无机构收容史的参与者作为参照组(Mage=16.9)。曾经被机构收容的青少年在小脑脚、下纵筋束、皮质脊髓束和胼胝体内显示出改变的一般精神病理学-固定点关联,在齿顶和穹窿内显示出改变的外部化-固定点关联。我们的研究结果表明,文献中报道的大脑与行为之间的关联可能并不适用于所有人群。曾被机构收容的青少年可能会出现不同的大脑发育,进而导致心理病理学的神经相关性发生改变,而这些改变在青少年时期仍然很明显。
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引用次数: 0
Leveraging the science of early life predictability to inform policies promoting child health 利用生命早期可预测性科学为促进儿童健康的政策提供信息
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-08-31 DOI: 10.1016/j.dcn.2024.101437

Addressing the tremendous burden of early-life adversity requires constructive dialogues between scientists and policy makers to improve population health. Whereas dialogues focused on several aspects of early-life adversity have been initiated, discussion of an underrecognized form of adversity that has been observed across multiple contexts and cultures is only now emerging. Here we provide evidence for “why unpredictability?”, including: 1. Evidence that exposures to unpredictability affect child neurodevelopment, with influences that persist into adulthood. 2. The existence of a translational non-human animal model of exposure to early life unpredictability that can be capitalized upon to causally probe neurobiological mechanisms. 3. Evidence that patterns of signals in the early environment promote brain maturation across species. 4. The uneven distribution of unpredictability across demographic populations that illuminates a possible focal point for enhancing health equity. We then outline the potential of unpredictability in terms of the “what”; that is, how might the concept of unpredictability be leveraged to inform policy? We emphasize the importance of interdisciplinary and community partnerships to the success of this work and describe our community-engaged research project. Finally, we highlight opportunities for the science of unpredictability to inform policies in areas such as screening, immigration, criminal justice, education, childcare, child welfare, employment, healthcare and housing.

要解决早年逆境造成的巨大负担,需要科学家和政策制定者之间开展建设性对话,以改善人口健康。尽管针对生命早期逆境几个方面的对话已经开始,但对一种未被充分认识的逆境形式的讨论现在才刚刚兴起,这种逆境形式在多种背景和文化中都被观察到。在此,我们提供了 "为什么不可预测 "的证据,包括1.有证据表明,暴露于不可预测性会影响儿童的神经发育,这种影响会持续到成年。2.2. 存在一种非人类动物转化模型,该模型暴露于生命早期的不可预测性,可用于因果探究神经生物学机制。3.有证据表明,早期环境中的信号模式会促进不同物种大脑的成熟。4.不可预测性在不同人群中的分布不均,这为提高健康公平性提供了一个可能的焦点。然后,我们从 "什么 "的角度概述了不可预测性的潜力;也就是说,如何利用不可预测性的概念为政策提供信息?我们强调跨学科和社区合作对于这项工作取得成功的重要性,并介绍了我们的社区参与研究项目。最后,我们强调了不可预测性科学为筛查、移民、刑事司法、教育、儿童保育、儿童福利、就业、医疗保健和住房等领域的政策提供信息的机会。
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引用次数: 0
The role (and limits) of developmental neuroscience in determining adolescents’ autonomy rights: The case for reproductive and voting rights 发育神经科学在确定青少年自主权方面的作用(和局限性):生殖权和投票权案例
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-08-31 DOI: 10.1016/j.dcn.2024.101435

Neuroscientific evidence documenting continued neural development throughout adolescence has been leveraged in advocacy for more lenient treatment of adolescents in the criminal justice system. In recent years, developmental science, including neuroscience, has progressed and enabled more nuanced interpretations of what continuing neural development in adolescence likely means functionally for adolescents’ capabilities. However, oversimplified interpretations equating continuing neural development to overall “immaturity” are frequently used to make the case that adolescents should have fewer legal rights to make decisions on their own behalf, including regarding reproductive and voting rights. Here we address ongoing debates about adolescents’ autonomy rights and whether such rights should be expanded or restricted. We review extant neuroscientific and developmental research that can inform these debates. We call for: (1) a more nuanced application of developmental neuroscience to specific rights issues in specific contexts; (2) additional research designed to inform our understanding of the developmental benefits or harms of rights-based policies on young people over time; and (3) the grounding of developmental neuroscientific research on adolescents within a human rights framework. We offer suggestions to developmental and neuroscience scholars on how to discuss the science of adolescent development with those seeking guidance in their design of law and policy.

有神经科学证据表明,神经系统在整个青春期都在持续发育,因此有人主张在刑事司法系统中给予青少年更宽松的待遇。近年来,包括神经科学在内的发育科学不断进步,对青少年神经系统的持续发育在功能上对青少年能力的影响有了更细致的解释。然而,将神经持续发育等同于整体 "不成熟 "的过于简单化的解释经常被用来证明青少年应该拥有较少的代表自己做出决定的合法权利,包括生育权和投票权。在此,我们将讨论目前关于青少年自主权的争论,以及是应该扩大还是限制青少年的自主权。我们回顾了现有的神经科学和发育研究,这些研究可以为这些辩论提供参考。我们呼吁(1)将发育神经科学更细致地应用于特定背景下的特定权利问题;(2)开展更多的研究,以帮助我们了解基于权利的政策对青少年随着时间推移而产生的发育益处或危害;以及(3)将有关青少年的发育神经科学研究建立在人权框架内。我们就如何与那些寻求法律和政策设计指导的学者讨论青少年发展科学问题向发展和神经科学学者提出了建议。
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引用次数: 0
Identifying developmental changes in functional brain connectivity associated with cognitive functioning in children and adolescents with ADHD 确定与多动症儿童和青少年认知功能相关的大脑功能连接的发展变化
IF 4.6 2区 医学 Q1 NEUROSCIENCES Pub Date : 2024-08-22 DOI: 10.1016/j.dcn.2024.101439

Youth diagnosed with Attention-Deficit/Hyperactivity Disorder (ADHD) often show deficits in various measures of higher-level cognition, such as, executive functioning. Poorer cognitive functioning in children with ADHD has been associated with differences in functional connectivity across the brain. However, little is known about the developmental changes to the brain’s functional properties linked to different cognitive abilities in this cohort. To characterize these changes, we analyzed fMRI data (ADHD = 373, NT = 106) collected while youth between the ages of 6 and 16 watched a short movie-clip. We applied machine learning models to identify patterns of network connectivity in response to movie-watching that differentially predict cognitive abilities in our cohort. Using out-of-sample cross validation, our models successfully predicted IQ, visual spatial, verbal comprehension, and fluid reasoning in children (ages 6 – 11), but not in adolescents with ADHD (ages 12–16). Connections with the default mode, memory retrieval, and dorsal attention were driving prediction during early and middle childhood, but connections with the somatomotor, cingulo-opercular, and frontoparietal networks were more important in middle childhood. This work demonstrated that machine learning approaches can identify distinct functional connectivity profiles associated with cognitive abilities at different developmental stages in children and adolescents with ADHD.

被诊断出患有注意力缺陷/多动障碍(ADHD)的青少年通常在各种高层次认知(如执行功能)的测量中表现出缺陷。多动症儿童较差的认知功能与大脑功能连接的差异有关。然而,人们对这一群体中与不同认知能力相关的大脑功能特性的发育变化知之甚少。为了描述这些变化,我们分析了在 6 至 16 岁青少年观看短片时收集的 fMRI 数据(ADHD = 373,NT = 106)。我们应用机器学习模型来识别网络连接对观看电影的响应模式,这种模式可以对我们队列中的认知能力做出不同的预测。通过样本外交叉验证,我们的模型成功地预测了儿童(6-11 岁)的智商、视觉空间能力、言语理解能力和流体推理能力,但不能预测多动症青少年(12-16 岁)的这些能力。在儿童早期和中期,与默认模式、记忆检索和背侧注意的连接是预测的驱动力,但在儿童中期,与躯体运动、丘脑和额顶网络的连接更为重要。这项研究表明,机器学习方法可以识别与多动症儿童和青少年不同发育阶段认知能力相关的不同功能连接特征。
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引用次数: 0
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Developmental Cognitive Neuroscience
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