Age-related changes in brain signal variability in autism spectrum disorder.

IF 5.5 1区 医学 Q1 GENETICS & HEREDITY Molecular Autism Pub Date : 2025-02-08 DOI:10.1186/s13229-024-00631-3
Priyanka Sigar, Nicholas Kathrein, Elijah Gragas, Lauren Kupis, Lucina Q Uddin, Jason S Nomi
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To identify dimensional relationships between age, group, and rMSSD, we utilized interaction regressors for group x age and group x quadratic age. Within a subset of individuals with ASD (269 subjects), we explored the relationship between rMSSD and ADI-RRB scores, both with and without age considerations. The relationship between rMSSD and ADI-RRB scores was further analyzed while accounting for linear and quadratic age. Additionally, we investigated the relationship between BSV, age, and ADI-RRB scores using interaction regressors for age x RRB and quadratic age x RRB.</p><p><strong>Results: </strong>When controlling for linear age effects, we observed significant group differences between individuals with ASD and TD individuals in the default-mode network (DMN) and visual network, with decreased BSV in ASD. Similarly, controlling for quadratic age effects revealed significant group differences in the DMN and visual network. 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Abstract

Background: Brain signal variability (BSV) is an important understudied aspect of brain function linked to cognitive flexibility and adaptive behavior. Autism spectrum disorder (ASD) is a neurodevelopmental condition characterized by social communication difficulties and restricted and repetitive behaviors (RRBs). While atypical brain function has been identified in individuals with ASD using fMRI task-activation and functional connectivity approaches, little is known about age-related relationships with resting-state BSV and repetitive behaviors in ASD.

Methods: We conducted a cross-sectional examination of resting-state BSV and its relationship with age and RRBs in a cohort of individuals with Autism Brain Imaging Data Exchange (n = 351) and typically developing (TD) individuals (n = 402) aged 5-50 years obtained from the Autism Brain Imaging Data Exchange. RRBs were assessed using the Autism Diagnostic Interview-Revised (ADI-RRB) scale. BSV was quantified using the root-mean-square successive difference (rMSSD) of the resting-state fMRI time series. We examined categorical group differences in rMSSD between ASD and TD groups, controlling for both linear and quadratic age. To identify dimensional relationships between age, group, and rMSSD, we utilized interaction regressors for group x age and group x quadratic age. Within a subset of individuals with ASD (269 subjects), we explored the relationship between rMSSD and ADI-RRB scores, both with and without age considerations. The relationship between rMSSD and ADI-RRB scores was further analyzed while accounting for linear and quadratic age. Additionally, we investigated the relationship between BSV, age, and ADI-RRB scores using interaction regressors for age x RRB and quadratic age x RRB.

Results: When controlling for linear age effects, we observed significant group differences between individuals with ASD and TD individuals in the default-mode network (DMN) and visual network, with decreased BSV in ASD. Similarly, controlling for quadratic age effects revealed significant group differences in the DMN and visual network. In both cases, individuals with ASD showed decreased BSV compared with TD individuals in these brain regions. The group × age interaction demonstrated significant group differences in the DMN, and visual network brain areas, indicating that rMSSD was greater in older individuals compared with younger individuals in the ASD group, while rMSSD was greater in younger individuals compared with older individuals in the TD group. The group × quadratic age interaction showed significant differences in the brain regions included in DMN, with an inverted U-shaped rMSSD-age relationship in ASD (higher rMSSD in younger individuals that slightly increased into middle age before decreasing) and a U-shaped rMSSD-age relationship in TD (higher rMSSD in younger and older individuals compared with middle-aged individuals). When controlling for linear and quadratic age effects, we found a significant positive association between rMSSD and ADI-RRB scores in brain regions within the DMN, salience, and visual network. While no significant results were observed for the linear age × RRB interaction, a significant association between quadratic age and ADI-RRB scores emerged in the DMN, dorsal attention network, and sensorimotor network. Individuals with high ADI-RRB scores exhibited an inverted U-shaped relationship between rMSSD and age, with lower rMSSD levels observed in both younger and older individuals, and higher rMSSD in middle-aged individuals. Those with mid-range ADI-RRB scores displayed a weak inverted U-shaped rMSSD-age association. In contrast, individuals with low ADI-RRB scores showed a U-shaped rMSSD-age association, with higher rMSSD levels in younger and older individuals, but a lower rMSSD in middle-aged individuals.

Conclusion: These findings highlight age-related atypical BSV patterns in ASD and their association with repetitive behaviors, contributing to the growing literature on understanding alterations in functional brain maturation in ASD.

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自闭症谱系障碍中脑信号变异性的年龄相关变化。
背景:脑信号变异性(BSV)是与认知灵活性和适应性行为相关的脑功能的一个重要的未被充分研究的方面。自闭症谱系障碍(Autism spectrum disorder, ASD)是一种以社会沟通困难和限制性重复行为(restricted and repetition behavior, RRBs)为特征的神经发育障碍。虽然使用fMRI任务激活和功能连接方法在ASD患者中发现了非典型脑功能,但对于ASD中静息状态BSV和重复行为与年龄相关的关系知之甚少。方法:我们对从自闭症脑成像数据交换中获得的5-50岁自闭症脑成像数据交换个体(n = 351)和典型发育(TD)个体(n = 402)进行静息状态BSV及其与年龄和RRBs的关系进行横断面检查。RRBs采用自闭症诊断访谈-修订(ADI-RRB)量表进行评估。采用静息状态fMRI时间序列的均方根连续差(rMSSD)量化BSV。我们检查了ASD组和TD组之间rMSSD的分类组差异,控制了线性和二次年龄。为了确定年龄、群体和rMSSD之间的维度关系,我们使用了x组年龄和x组二次年龄的交互回归因子。在一组ASD患者(269名受试者)中,我们探讨了rMSSD和ADI-RRB评分之间的关系,无论是否考虑年龄因素。在考虑线性和二次年龄的情况下,进一步分析rMSSD与ADI-RRB评分之间的关系。此外,我们使用年龄x RRB和二次年龄x RRB的交互回归因子调查了BSV、年龄和ADI-RRB评分之间的关系。结果:在控制线性年龄效应的情况下,我们观察到ASD个体和TD个体在默认模式网络(DMN)和视觉网络上存在显著的组间差异,ASD个体的BSV下降。同样,控制二次年龄效应显示DMN和视觉网络的组间差异显著。在这两种情况下,与TD患者相比,ASD患者在这些脑区显示出较低的BSV。组×年龄交互作用显示DMN和视觉网络脑区存在显著的组间差异,表明ASD组中老年人rMSSD高于年轻人,而TD组中年轻人rMSSD高于老年人。组×二次年龄交互作用显示DMN所包含的脑区存在显著差异,ASD中rMSSD与年龄呈倒u型关系(年轻个体rMSSD较高,进入中年后略有增加,然后下降),TD中rMSSD与年龄呈u型关系(年轻和老年个体rMSSD高于中年个体)。在控制线性和二次年龄效应后,我们发现rMSSD和ADI-RRB分数在DMN、显著性和视觉网络内的大脑区域之间存在显著的正相关。虽然没有观察到线性年龄与RRB相互作用的显著结果,但二次年龄与ADI-RRB评分在DMN、背侧注意网络和感觉运动网络中出现了显著关联。ADI-RRB得分高的个体rMSSD与年龄呈倒u型关系,年轻人和老年人的rMSSD水平都较低,中年人的rMSSD水平较高。中等ADI-RRB评分的患者表现出弱的倒u型rmssd -年龄关联。相反,低ADI-RRB评分的个体rMSSD与年龄呈u型相关,年轻人和老年人rMSSD水平较高,但中年人rMSSD水平较低。结论:这些发现强调了ASD中与年龄相关的非典型BSV模式及其与重复行为的关联,有助于越来越多的文献了解ASD中功能性脑成熟的变化。
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来源期刊
Molecular Autism
Molecular Autism GENETICS & HEREDITY-NEUROSCIENCES
CiteScore
12.10
自引率
1.60%
发文量
44
审稿时长
17 weeks
期刊介绍: Molecular Autism is a peer-reviewed, open access journal that publishes high-quality basic, translational and clinical research that has relevance to the etiology, pathobiology, or treatment of autism and related neurodevelopmental conditions. Research that includes integration across levels is encouraged. Molecular Autism publishes empirical studies, reviews, and brief communications.
期刊最新文献
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