Intervention-induced plasticity of flexibility and learning mechanisms in ASD
干预引起的自闭症谱系障碍灵活性和学习机制的可塑性
基本信息
- 批准号:10454197
- 负责人:
- 金额:$ 20.26万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2021
- 资助国家:美国
- 起止时间:2021-07-21 至 2026-05-31
- 项目状态:未结题
- 来源:
- 关键词:18 year oldAdaptive BehaviorsAddressAdolescenceAttentionBehaviorBehavioralBiological MarkersBrainCanis familiarisCategoriesChildClinicalCognitiveCognitive TherapyComputer ModelsCoupledDevelopmentDistrict of ColumbiaEffectiveness of InterventionsEnrollmentEnvironmentExecutive DysfunctionExhibitsFeedbackFunctional Magnetic Resonance ImagingGenerationsHeterogeneityImpairmentIndividualIndividual DifferencesInfrastructureIntellectual and Developmental Disabilities Research CentersIntelligenceInterventionInvestigationKnowledgeLearningLightLinkMedialMemoryMental HealthMethodologyModelingOutcomeOutcome MeasurePerformancePrediction of Response to TherapyPrefrontal CortexRecording of previous eventsResearch PersonnelResourcesRestRoterSpecificityTemporal LobeTestingTimeTreatment outcomeUniversitiesYouthadolescent with autism spectrum disorderautism spectrum disorderautistic childrenbasebehavior measurementbehavioral responsebench to bedsidecase controlcomorbiditydesignexecutive functionexperienceflexibilityimprovedindividual variationintervention effectneural correlateneurobehavioralneuroimagingneuromechanismnovelpersonalized medicineprototyperelating to nervous systemresponseskillssocialsocial skillssuccesstransfer learningtreatment response
项目摘要
PROJECT SUMMARY
This exploratory project between CNH and Georgetown University leverages the DC-IDDRC
infrastructure and its Neuroimaging, Neurobehavioral and Clinical Translational Cores to test
mechanistic hypotheses about individual differences in the ability to transfer learned knowledge to novel
settings in Autism Spectrum Disorders (ASD). The history of ASD intervention is rife with poor real-world
outcomes and high heterogeneity in generalization success (1). One known contributing factor is executive
dysfunction, particularly behavioral inflexibility (2, 3). Understanding this nexus of learning and executive function
(4) likely holds the key to resolving the generalization challenge in ASD, but it has received little attention. The
proposed project aims to elucidate the association between learning and flexibility by testing whether
intervening to promote flexible behavior in ASD changes learning and associated neural mechanisms.
The scientific premise of the proposed study is that flexible use of learned concepts depends on generating
prototypes, whereas learning tuned to individual exemplars promotes specificity (5, 6). Current models of concept
learning (7) have used computational modeling of individual generalization performance and model-based
functional magnetic resonance imaging (m-fMRI) to attribute prototype-generation to ventral medial prefrontal
cortex (vmPFC) and exemplar-biased learning to the medial temporal lobes (MTL) (8). We propose that
variability in prototype/exemplar learning mechanisms is associated with behavioral flexibility and
explains differences in adaptive and treatment outcomes. We employ a longitudinal case-controlled design
in 54 14-18 year old youth with ASD at 3 time-points 8 months apart, each including m-fMRI during category
learning and behavioral measurement of executive and adaptive function. Aim 1 tests the hypothesis that
individual variation in learning biases (prototype/exemplar) and their neural correlates predicts
behavioral flexibility (Time1) and is stable over time (Time2). Aim 2 tests plasticity of learning
mechanisms induced by a cognitive-behavioral intervention for flexibility (Unstuck-and-On-Target) that
targets development of prototypical knowledge (9). Intervention will strengthen prototype learning, and
associated vmPFC involvement will be associated with better behavioral response to intervention. Aim 3 tests
hypothesis about intervention-induced plasticity of intrinsic functional connectivity. Stronger resting-
state functional connectivity between MTL and vmPFC specifically and network connectivity of the MTL
subsystem of the default mode network (10) will be associated with prototype learning and intervention response.
Our approach is novel, methodologically in the use of individualized characterization of learning mechanisms,
and theoretically in unifying learning and executive function to explain mechanisms of treatment response and
heterogeneity in treatment outcome in ASD. Findings will inform larger investigations of personalized treatments
for promoting adaptive behavior in ASD.
项目概要
CNH 和乔治城大学之间的这一探索性项目利用了 DC-IDDRC
基础设施及其神经影像、神经行为和临床转化核心进行测试
关于将学到的知识转移到小说中的能力的个体差异的机制假设
自闭症谱系障碍 (ASD) 中的设置。 ASD 干预的历史充满了糟糕的现实世界
结果和泛化成功的高度异质性 (1)。一个已知的影响因素是执行力
功能障碍,特别是行为僵化 (2, 3)。了解学习和执行功能的这种联系
(4) 可能是解决自闭症谱系障碍泛化挑战的关键,但它很少受到关注。这
拟议项目旨在通过测试是否可以阐明学习与灵活性之间的关联
促进自闭症谱系障碍患者灵活行为的干预会改变学习和相关的神经机制。
本研究的科学前提是,所学概念的灵活使用取决于生成
原型,而针对个体范例进行调整的学习可以促进特异性 (5, 6)。当前的概念模型
学习(7)已经使用了个体泛化性能的计算建模和基于模型的
功能磁共振成像(m-fMRI)将原型生成归因于腹侧内侧前额叶
皮质 (vmPFC) 和内侧颞叶 (MTL) 的范例偏向学习 (8)。我们建议
原型/范例学习机制的可变性与行为灵活性和
解释了适应性和治疗结果的差异。我们采用纵向病例对照设计
在 54 名患有 ASD 的 14-18 岁青少年中,在相隔 8 个月的 3 个时间点进行研究,每个时间点均包括类别期间的 m-fMRI
执行和适应功能的学习和行为测量。目标 1 检验假设
学习偏差(原型/范例)的个体差异及其神经相关预测
行为灵活性(时间 1)并且随着时间的推移保持稳定(时间 2)。目标 2 测试学习的可塑性
由认知行为干预引起的灵活性机制(Unstuck-and-On-Target)
目标是开发原型知识 (9)。干预将加强原型学习,并且
相关的 vmPFC 参与将与对干预的更好的行为反应相关。目标 3 测试
关于干预引起的内在功能连接可塑性的假设。更强的休息-
状态 MTL 和 vmPFC 之间的功能连接以及 MTL 的网络连接
默认模式网络(10)的子系统将与原型学习和干预响应相关联。
我们的方法是新颖的,在方法论上使用学习机制的个性化特征,
并在理论上统一学习和执行功能,以解释治疗反应和
ASD 治疗结果的异质性。研究结果将为更大规模的个性化治疗研究提供信息
促进自闭症谱系障碍 (ASD) 的适应性行为。
项目成果
期刊论文数量(0)
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{{ truncateString('LAUREN KENWORTHY', 18)}}的其他基金
A longitudinal study identifying psychological and service delivery targets to improve daily living skills and quality of life outcomes among transition-age autistic youth
一项纵向研究,确定心理和服务提供目标,以提高过渡年龄自闭症青少年的日常生活技能和生活质量
- 批准号:
10719680 - 财政年份:2023
- 资助金额:
$ 20.26万 - 项目类别:
Intervention-induced plasticity of flexibility and learning mechanisms in ASD
干预引起的自闭症谱系障碍灵活性和学习机制的可塑性
- 批准号:
10686095 - 财政年份:2021
- 资助金额:
$ 20.26万 - 项目类别:
Intervention-induced plasticity of flexibility and learning mechanisms in ASD
干预引起的自闭症谱系障碍灵活性和学习机制的可塑性
- 批准号:
10237686 - 财政年份:2021
- 资助金额:
$ 20.26万 - 项目类别:
Characterization of executive function dimensions across pediatric psychiatric disorders
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9471432 - 财政年份:2016
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Characterization of executive function dimensions across pediatric psychiatric disorders
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10347473 - 财政年份:2016
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