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Effects of elastic therapeutic taping on reducing drooling in children with neurological disorders: a systematic review of randomized controlled trials. 弹性治疗胶带对减少神经系统疾病患儿流口水的影响:随机对照试验的系统回顾。
IF 4.1 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-12-19 DOI: 10.1186/s11689-024-09584-3
Krystal Tsz Ting Lam, Alex Tsz Wai Hung, Kendy Lau, Eric Kam Pui Lee

Background & aims: Effective treatment for anterior drooling in children with neurological disorders can lead to improved social interactions, reduced physical complications such as perioral infections, and enhanced quality of life for both patients and their parents. Elastic therapeutic taping (ETT) has emerged a novel intervention for drooling, but its evidence was limited. This study systematically reviewed the effectiveness of ETT on reducing anterior drooling in children with neurological disorders.

Methods: Multiple electronic databases, such as Ovid MEDLINE, Embase, and Cochrane Library were searched from inception till 30th October 2024. Randomized controlled trials (RCTs) were included if they: (a) used ETT as a treatment for drooling or swallowing difficulties; (b) included participants aged < 18 years old; (c) included participants with anterior drooling and neurological disorders; (d) compared effects of ETT alone or combined with other treatments (e.g. oral motor therapy (OMT)) with no taping, sham taping or other treatments, and (e) published in English. The Cochrane Risk-of-Bias tool was used to assess risk of bias for the included studies.

Results: Seven parallel-arm RCTs, which were conducted in South/southwest Asia, Africa, South America and Middle East, were included. In total, 220 children aged 1 to 11 were included, of which 97 received solely ETT in 4 studies, while 24 received ETT plus OMT in 2 studies. ETT combined with OMT was more effective in reducing drooling in the included 2 RCTs, though the results of ETT alone were inconsistent, likely due to heterogeneity observed in control conditions, application methods, and outcome measures. No side effects were reported in all studies.

Conclusions: This review suggests that ETT combined with OMT is effective in reducing drooling in children with neurological disorders, with no evidence of side effects.

Trial registration: (PROSPERO no.: CRD42023488664).

背景与目的:对神经系统疾病儿童前口流口水的有效治疗可以改善社会交往,减少口腔周围感染等身体并发症,提高患者及其父母的生活质量。弹性治疗胶带(ETT)是一种治疗流口水的新方法,但其证据有限。本研究系统回顾了ETT对减少神经系统疾病患儿前路流口水的效果。方法:检索自成立至2024年10月30日的Ovid MEDLINE、Embase、Cochrane Library等多个电子数据库。纳入随机对照试验(rct),如果它们:(a)使用ETT治疗流口水或吞咽困难;结果:纳入了在南亚/西南亚、非洲、南美和中东进行的7项平行对照随机对照试验。共纳入220例1 ~ 11岁儿童,其中4项研究97例单纯接受ETT治疗,2项研究24例接受ETT + OMT治疗。在纳入的2项rct中,ETT联合OMT在减少流口水方面更有效,尽管单独ETT的结果不一致,可能是由于在对照条件、应用方法和结局测量中观察到的异质性。所有研究均未发现副作用。结论:本综述提示ETT联合OMT可有效减少神经系统疾病患儿流口水,无副作用证据。试验登记:(普洛斯彼罗号): CRD42023488664)。
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引用次数: 0
Specialization of the brain for language in children with Fragile X Syndrome: a functional Near Infrared Spectroscopy study. 脆性X综合征儿童大脑语言的特化:一项功能性近红外光谱研究。
IF 4.1 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-12-19 DOI: 10.1186/s11689-024-09582-5
Elizabeth Smith, Kelli C Dominick, Lauren M Schmitt, Ernest V Pedapati, Craig A Erickson

Specialization of the brain for language is early emerging and essential for language learning in young children. Fragile X Syndrome (FXS) is a neurogenetic disorder marked by high rates of delays in both expressive and receptive language, but neural activation patterns during speech and language processing are unknown. We report results of a functional Near Infrared Spectroscopy (fNIRS) study of responses to speech and nonspeech sounds in the auditory cortex in a sample of 2- to 10-year-old children with FXS and typically developing controls (FXS n = 23, TDC n = 15, mean age = 6.44 and 7.07 years, respectively). Specifically, we measured changes in oxygenated and deoxygenated hemoglobin in the auditory cortex during blocks of speech and nonspeech matched noise in children with FXS and sex-and-age-matched controls. Similar to controls, children with FXS showed hemodynamic change consistent with neural activation of the primary auditory regions for speech as well as leftward lateralization for speech sound processing, strength of which was associated with higher verbal abilities in FXS. However, while controls showed neural differentiation of speech and nonspeech in the left auditory cortex, children with FXS did not demonstrate differentiation of the two conditions in this study. In addition, the children with FXS showed a greater neural activation to the nonspeech condition overall. Overall, these results suggest that basic patterns of neural activation for speech are present in FXS in childhood, but neural response to nonspeech sounds may differ in FXS when compared to controls.

大脑对语言的专门化是早期出现的,对幼儿的语言学习至关重要。脆性X综合征(FXS)是一种神经遗传性疾病,其特征是表达性和接受性语言的高度延迟,但语音和语言处理过程中的神经激活模式尚不清楚。我们报告了一项功能性近红外光谱(fNIRS)研究结果,研究了2至10岁FXS患儿和正常发育对照组(FXS n = 23, TDC n = 15,平均年龄分别为6.44和7.07岁)对语音和非语音声音的听觉皮层反应。具体来说,我们测量了FXS儿童和性别和年龄匹配对照组在语音和非语音匹配噪声块期间听觉皮层中含氧和脱氧血红蛋白的变化。与对照组相似,FXS患儿的血流动力学变化与初级听觉区域的言语神经激活以及语音处理的左偏侧化相一致,其强度与FXS患儿较高的言语能力相关。然而,与对照组在左侧听觉皮层表现出语言和非语言的神经分化不同,FXS患儿在本研究中没有表现出这两种情况的分化。此外,患有FXS的儿童在非言语条件下总体上表现出更大的神经激活。总的来说,这些结果表明,FXS在儿童时期存在言语神经激活的基本模式,但与对照组相比,FXS对非言语声音的神经反应可能有所不同。
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引用次数: 0
Brain volumes, cognitive, and adaptive skills in school-age children with Down syndrome. 学龄唐氏综合症儿童的脑容量、认知和适应能力。
IF 4.1 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-12-19 DOI: 10.1186/s11689-024-09581-6
Rebecca Grzadzinski, Kattia Mata, Ambika S Bhatt, Alapika Jatkar, Dea Garic, Mark D Shen, Jessica B Girault, Tanya St John, Juhi Pandey, Lonnie Zwaigenbaum, Annette Estes, Audrey M Shen, Stephen Dager, Robert Schultz, Kelly Botteron, Natasha Marrus, Martin Styner, Alan Evans, Sun Hyung Kim, Robert McKinstry, Guido Gerig, Joseph Piven, Heather Hazlett

Background: Down syndrome (DS) is the most common congenital neurodevelopmental disorder, present in about 1 in every 700 live births. Despite its prevalence, literature exploring the neurobiology underlying DS and how this neurobiology is related to behavior is limited. This study fills this gap by examining cortical volumes and behavioral correlates in school-age children with DS.

Methods: School-age children (mean = 9.7 years ± 1.1) underwent comprehensive assessments, including cognitive and adaptive assessments, as well as an MRI scan without the use of sedation. Children with DS (n = 35) were compared to available samples of typically developing (TD; n = 80) and ASD children (n = 29). ANOVAs were conducted to compare groups on cognitive and adaptive assessments. ANCOVAs (covarying for age, sex, and total cerebral volume; TCV) compared cortical brain volumes between groups. Correlations between behavioral metrics and cortical and cerebellar volumes (separately for gray (GM) and white matter (WM)) were conducted separately by group.

Results: As expected, children with DS had significantly lower cognitive skills compared to ASD and TD children. Daily Living adaptive skills were comparable between ASD children and children with DS, and both groups scored lower than TD children. Children with DS exhibited a smaller TCV compared to ASD and TD children. Additionally, when controlling for TCV, age, and sex, children with DS had significantly smaller total GM and tissue volumes. Cerebellum volumes were significantly correlated with Daily Living adaptive behaviors in the DS group only.

Conclusions: Despite children with DS exhibiting lower cognitive skills and smaller brain volume overall than children with ASD, their deficits in Socialization and Daily Living adaptive skills are comparable. Differences in lobar volumes (e.g., Right Frontal GM/WM, Left Frontal WM, and Left and Right Temporal WM) were observed above and beyond overall differences in total volume. The correlation between cerebellum volumes and Daily Living adaptive behaviors in the DS group provides a novel area to explore in future research.

背景:唐氏综合症(DS)是最常见的先天性神经发育障碍,每700例活产婴儿中约有1例。尽管它很流行,但探索退行性椎体滑移背后的神经生物学以及这种神经生物学与行为的关系的文献是有限的。这项研究通过检查学龄退行性痴呆儿童的皮质体积和行为相关性来填补这一空白。方法:对学龄儿童(平均9.7岁±1.1岁)进行全面评估,包括认知和适应性评估,以及不使用镇静的MRI扫描。将患有退行性痴呆的儿童(n = 35)与正常发育(TD;n = 80)和ASD儿童(n = 29)。采用方差分析比较各组的认知和适应性评估。ANCOVAs(随年龄、性别和总脑容量共变;TCV)比较各组间皮质脑体积。行为指标与皮层和小脑体积(分别为灰质(GM)和白质(WM))的相关性按组分别进行。结果:正如预期的那样,与ASD和TD儿童相比,DS儿童的认知技能显著降低。日常生活适应技能在ASD儿童和DS儿童之间具有可比性,两组儿童的得分都低于TD儿童。与ASD和TD儿童相比,DS儿童表现出较小的TCV。此外,当控制TCV、年龄和性别时,DS患儿的总GM和组织体积明显较小。仅在DS组,小脑体积与日常生活适应行为显著相关。结论:尽管与ASD儿童相比,DS儿童总体上表现出较低的认知技能和较小的脑容量,但他们在社交和日常生活适应技能方面的缺陷是相当的。脑叶体积的差异(例如,右额叶GM/WM、左额叶WM、左颞叶WM和右颞叶WM)超过了总体容积的差异。DS组小脑体积与日常生活适应行为的相关性为未来的研究提供了一个新的探索领域。
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引用次数: 0
Attenuated processing of vowels in the left temporal cortex predicts speech-in-noise perception deficit in children with autism. 左颞叶皮层元音加工的减弱预示着自闭症儿童在噪音中言语感知的缺陷。
IF 4.1 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-12-06 DOI: 10.1186/s11689-024-09585-2
Kirill A Fadeev, Ilacai V Romero Reyes, Dzerassa E Goiaeva, Tatiana S Obukhova, Tatiana M Ovsiannikova, Andrey O Prokofyev, Anna M Rytikova, Artem Y Novikov, Vladimir V Kozunov, Tatiana A Stroganova, Elena V Orekhova

Background: Difficulties with speech-in-noise perception in autism spectrum disorders (ASD) may be associated with impaired analysis of speech sounds, such as vowels, which represent the fundamental phoneme constituents of human speech. Vowels elicit early (< 100 ms) sustained processing negativity (SPN) in the auditory cortex that reflects the detection of an acoustic pattern based on the presence of formant structure and/or periodic envelope information (f0) and its transformation into an auditory "object".

Methods: We used magnetoencephalography (MEG) and individual brain models to investigate whether SPN is altered in children with ASD and whether this deficit is associated with impairment in their ability to perceive speech in the background of noise. MEG was recorded while boys with ASD and typically developing boys passively listened to sounds that differed in the presence/absence of f0 periodicity and formant structure. Word-in-noise perception was assessed in the separate psychoacoustic experiment using stationary and amplitude modulated noise with varying signal-to-noise ratio.

Results: SPN was present in both groups with similarly early onset. In children with ASD, SPN associated with processing formant structure was reduced predominantly in the cortical areas lateral to and medial to the primary auditory cortex, starting at ~ 150-200 ms after the stimulus onset. In the left hemisphere, this deficit correlated with impaired ability of children with ASD to recognize words in amplitude-modulated noise, but not in stationary noise.

Conclusions: These results suggest that perceptual grouping of vowel formants into phonemes is impaired in children with ASD and that, in the left hemisphere, this deficit contributes to their difficulties with speech perception in fluctuating background noise.

背景:自闭症谱系障碍(ASD)的噪声中言语感知困难可能与语音分析受损有关,例如元音,它代表了人类语言的基本音素成分。方法:我们使用脑磁图(MEG)和个体脑模型来研究ASD儿童的SPN是否改变,以及这种缺陷是否与他们在噪音背景下感知语言的能力受损有关。当患有ASD的男孩和正常发育的男孩被动地听有/没有周期性和形成峰结构的声音时,记录了MEG。在独立的心理声学实验中,使用不同信噪比的平稳噪声和调幅噪声来评估噪声中的单词感知。结果:两组均出现SPN,且早发性相似。在ASD儿童中,与加工形成峰结构相关的SPN主要在初级听觉皮层外侧和内侧皮层区域减少,开始于刺激开始后约150-200 ms。在左半球,这种缺陷与ASD儿童在调幅噪声中识别单词的能力受损相关,但与在固定噪声中识别单词的能力无关。结论:这些结果表明,ASD儿童将元音共振体知觉分组为音素的能力受损,并且在左半球,这种缺陷导致他们在波动的背景噪音中难以感知语言。
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引用次数: 0
Cortical Vision Impairment (CVI)-informed assessment and treatment of challenging behavior in a child with SCN2A-related disorder. 皮质性视力障碍(CVI)信息评估和治疗儿童scn2a相关障碍的挑战行为。
IF 4.1 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-28 DOI: 10.1186/s11689-024-09580-7
Benjamin R Thomas, Natasha N Ludwig, Danielle Pelletier, Melanie Bauer, Rebecca Hommer, Constance Smith-Hicks, Julia T O'Connor

This report presents results of parent-implemented behavioral treatments for a child with cortical visual impairment (CVI), intellectual disability (ID), epilepsy, and autism spectrum disorder (ASD) associated with a pathogenic variant in the SCN2A gene (i.e., SCN2A-Related Disorder). Treatment evaluations were informed by combined results of functional behavior assessment (FBA) and functional vision assessment (FVA) which yielded CVI-related accommodations. The treatment of escape-maintained challenging behavior involved the evaluation of behavioral prompting strategies in accordance with CVI-related accommodations, extinction (EXT), and differential reinforcement modifications. The treatment for behavior problems maintained by access to food (tangible-edible) included functional communication training (FCT), EXT, and schedule thinning with schedule-correlated visual signals. Overall, integrating child-specific CVI-related accommodations was essential for developing effective behavioral interventions for this child. FVAs are accessible and practical for uptake by behavior analysts in vision-informed assessment and treatment of challenging behavior.

本报告介绍了父母实施的行为治疗的结果,儿童皮质视力障碍(CVI),智力残疾(ID),癫痫和自闭症谱系障碍(ASD)与SCN2A基因致病变异(即SCN2A相关障碍)相关。治疗评估采用功能行为评估(FBA)和功能视觉评估(FVA)的综合结果,得出与cvi相关的调整。逃避维持挑战行为的治疗包括根据cvi相关调节、消退(EXT)和差异强化修改来评估行为提示策略。通过获取食物(有形-可食用)来维持行为问题的治疗包括功能性沟通训练(FCT)、EXT和使用与时间表相关的视觉信号来减少时间表。总体而言,整合儿童特定的cvi相关住宿对于为该儿童制定有效的行为干预措施至关重要。对于行为分析师来说,在视觉知情的评估和挑战性行为的处理中,fva是可访问的和实用的。
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引用次数: 0
Effects of a ciliary neurotrophic factor (CNTF) small-molecule peptide mimetic in an in vitro and in vivo model of CDKL5 deficiency disorder. 睫状神经营养因子(CNTF)小分子肽模拟物在CDKL5缺乏症体外和体内模型中的作用
IF 4.1 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-26 DOI: 10.1186/s11689-024-09583-4
Nicola Mottolese, Manuela Loi, Stefania Trazzi, Marianna Tassinari, Beatrice Uguagliati, Giulia Candini, Khalid Iqbal, Giorgio Medici, Elisabetta Ciani

Background: Mutations in the X-linked CDKL5 gene underlie a severe epileptic encephalopathy, CDKL5 deficiency disorder (CDD), characterized by gross motor impairment, autistic features and intellectual disability. Absence of Cdkl5 negatively impacts neuronal proliferation, survival, and maturation in in vitro and in vivo models, resulting in behavioral deficits in the Cdkl5 KO mouse. While there is no targeted therapy for CDD, several studies showed that treatments enabling an increase in brain BDNF levels give rise to structural and behavioral improvements in Cdkl5 KO mice. P021, a tetra-peptide derived from the biologically active region of the human ciliary neurotrophic factor (CNTF), was found to enhance neurogenesis and synaptic plasticity by promoting an increase in BDNF expression in preclinical models of brain disorders, such as Alzheimer's disease and Down syndrome, resulting in a beneficial therapeutic effect. Considering the positive actions of P021 on brain development and cognition associated with increased BDNF expression, the present study aimed to evaluate the possible beneficial effect of treatment with P021 in an in vitro and in vivo model of CDD.

Methods: We used SH-CDKL5-KO cells as an in vitro model of CDD to test the efficacy of P021 on neuronal proliferation, survival, and maturation. In addition, both young and adult Cdkl5 KO mice were used to evaluate the in vivo effects of P021, on neuroanatomical and behavioral defects.

Results: We found that P021 treatment was effective in restoring neuronal proliferation, survival, and maturation deficits, as well as alterations in the GSK3β signaling pathway, features that characterize a human neuronal model of CDKL5 deficiency. Unexpectedly, chronic in vivo P021 treatment failed to increase BDNF levels and did not improve neuroanatomical defects in Cdkl5 KO mice, resulting in limited behavioral benefit.

Conclusions: At present, it remains to be understood whether initiating the treatment prenatally, or prolonging the duration of treatment will be necessary in order to achieve similar results in vivo in CDD mice to those obtained in vitro.

背景:X 连锁 CDKL5 基因突变是严重癫痫性脑病--CDKL5 缺乏症(CDD)--的基础,CDD 的特征是大运动障碍、自闭症特征和智力残疾。在体外和体内模型中,Cdkl5的缺失会对神经元的增殖、存活和成熟产生负面影响,导致Cdkl5 KO小鼠出现行为障碍。虽然目前还没有针对 CDD 的靶向疗法,但多项研究表明,能够提高大脑 BDNF 水平的疗法可改善 Cdkl5 KO 小鼠的结构和行为。在阿尔茨海默病和唐氏综合征等脑部疾病的临床前模型中,研究发现 P021 是一种从人类睫状神经营养因子(CNTF)的生物活性区提取的四肽,可通过促进 BDNF 表达的增加来增强神经发生和突触可塑性,从而产生有益的治疗效果。考虑到 P021 对大脑发育和认知的积极作用与 BDNF 表达的增加有关,本研究旨在评估 P021 治疗在 CDD 体外和体内模型中可能产生的有益效果:我们使用 SH-CDKL5-KO 细胞作为 CDD 的体外模型,测试 P021 对神经元增殖、存活和成熟的疗效。此外,我们还利用幼年和成年 Cdkl5 KO 小鼠来评估 P021 对神经解剖学和行为缺陷的体内影响:我们发现,P021治疗能有效恢复神经元增殖、存活和成熟缺陷,以及GSK3β信号通路的改变,这些都是CDKL5缺乏的人类神经元模型的特征。出乎意料的是,P021的长期体内治疗未能提高BDNF水平,也未能改善Cdkl5 KO小鼠的神经解剖学缺陷,导致行为益处有限:目前,为了在 CDD 小鼠体内取得与体外相似的结果,是否需要在产前开始治疗或延长治疗时间仍有待了解。
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引用次数: 0
Investigating social orienting in children with Phelan-McDermid syndrome and 'idiopathic' autism. 调查菲兰-麦克德米综合症和 "特发性 "自闭症儿童的社会定向能力。
IF 4.1 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-19 DOI: 10.1186/s11689-024-09564-7
Antonia San José Cáceres, Emma Wilkinson, Jennifer Cooke, Victoria Baskett, Charlotte Blackmore, Daisy Victoria Crawley, Allison Durkin, Danielle Halpern, María Núñez, Page Siper, Declan G Murphy, Jennifer Foss-Feig, Alexander Kolevzon, Eva Loth

Background: Phelan-McDermid syndrome (PMS) is a rare genetic syndrome characterized by developmental delay/intellectual disability, absent or delayed speech, physical dysmorphic features and high rates of autistic features. However, it is currently unknown whether people with PMS have similar neurocognitive atypicalities to those previously identified in idiopathic autism. Disruption in social orienting has previously been suggested as an early hallmark feature of idiopathic autism that impacts social learning and social interaction.

Methods: This study used a semi-naturalistic task to explore orienting to social versus non-social stimuli and its relation to clinical features in individuals diagnosed with PMS, autism, and neurotypical children recruited in the United States and the United Kingdom.

Results: At the group level, autistic and neurotypical children responded on average more often to social than non-social stimuli, while children with PMS responded similarly to both stimulus types. Both clinical groups responded significantly less often to social stimuli than neurotypical children. In addition, we found considerable variability in orienting responses within each group that were of clinical relevance. In the autism group, non-social orienting was associated with mental age, while in the PMS group social and non-social orienting were related to strength of autistic features.

Conclusions: These findings do not support specific social motivation difficulties in either clinical group. Instead, they highlight the importance of exploring individual differences in orienting responses in Phelan-McDermid Syndrome in relation to autistic features.

Trial registration: NA.

背景:佩兰-麦克德米综合征(PMS)是一种罕见的遗传综合征,其特征是发育迟缓/智力障碍、言语缺失或延迟、躯体畸形特征和高发的自闭症特征。然而,目前尚不清楚 PMS 患者是否具有与特发性自闭症患者相似的神经认知不典型性。以前曾有研究认为,社会定向障碍是特发性自闭症的早期标志性特征,会影响社会学习和社会交往:本研究采用半自然任务的方式,在美国和英国招募的被诊断为特发性自闭症患者、自闭症患者和神经畸形儿童中,探讨社会刺激与非社会刺激的定向及其与临床特征的关系:在群体层面上,自闭症儿童和神经畸形儿童对社交刺激的平均反应频率高于非社交刺激,而 PMS 儿童对这两种刺激的反应频率相似。两组临床儿童对社交刺激的反应频率明显低于神经症儿童。此外,我们还发现每个组别中的定向反应都存在相当大的差异,这与临床相关。在自闭症组中,非社交定向与心理年龄有关,而在 PMS 组中,社交和非社交定向与自闭症特征的强度有关:这些研究结果并不支持这两个临床群体存在特定的社交动机障碍。结论:这些研究结果并不支持这两个临床群体存在特定的社交动机困难,相反,它们强调了探索菲兰-麦克德米综合征患者的定向反应个体差异与自闭症特征相关性的重要性:不适用。
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引用次数: 0
Predicting neurodevelopmental disorders using machine learning models and electronic health records - status of the field. 利用机器学习模型和电子健康记录预测神经发育障碍--该领域的现状。
IF 4.1 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-15 DOI: 10.1186/s11689-024-09579-0
Shyam Sundar Rajagopalan, Kristiina Tammimies

Machine learning (ML) is increasingly used to identify patterns that could predict neurodevelopmental disorders (NDDs), such as autism spectrum disorder (ASD) and attention-deficit hyperactivity disorder (ADHD). One key source of multilevel data for ML prediction models includes population-based registers and electronic health records. These can contain rich information on individual and familial medical histories and socio-demographics. This review summarizes studies published between 2010-2022 that used ML algorithms to develop predictive models for NDDs using population-based registers and electronic health records. A literature search identified 1191 articles, of which 32 were retained. Of these, 47% developed ASD prediction models and 25% ADHD models. Classical ML methods were used in 82% of studies and in particular tree-based prediction models performed well. The sensitivity of the models was lower than 75% for most studies, while the area under the curve (AUC) was greater than 75%. The most important predictors were patient and familial medical history and sociodemographic factors. Using private in-house datasets makes comparing and validating model generalizability across studies difficult. The ML model development and reporting guidelines were adopted only in a few recently reported studies. More work is needed to harness the power of data for detecting NDDs early.

机器学习(ML)越来越多地被用于识别可预测神经发育障碍(NDD)的模式,如自闭症谱系障碍(ASD)和注意力缺陷多动障碍(ADHD)。用于 ML 预测模型的多层次数据的一个重要来源包括人口登记和电子健康记录。这些资料包含丰富的个人和家族病史及社会人口统计学信息。本综述总结了 2010-2022 年间发表的利用基于人群的登记册和电子健康记录,使用 ML 算法开发 NDD 预测模型的研究。文献检索发现了 1191 篇文章,其中 32 篇被保留。其中 47% 开发了 ASD 预测模型,25% 开发了 ADHD 模型。82%的研究采用了经典的 ML 方法,尤其是基于树的预测模型表现良好。大多数研究的模型灵敏度低于 75%,而曲线下面积 (AUC) 则大于 75%。最重要的预测因素是患者和家族病史以及社会人口因素。由于使用的是内部私有数据集,因此很难比较和验证不同研究的模型通用性。只有少数近期报告的研究采用了 ML 模型开发和报告指南。要利用数据的力量来早期检测 NDDs,还需要做更多的工作。
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引用次数: 0
The utility of wearable electroencephalography combined with behavioral measures to establish a practical multi-domain model for facilitating the diagnosis of young children with attention-deficit/hyperactivity disorder. 将可穿戴脑电图与行为测量相结合,建立一个实用的多领域模型,以帮助诊断患有注意力缺陷/多动障碍的幼儿。
IF 4.1 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-11 DOI: 10.1186/s11689-024-09578-1
I-Chun Chen, Che-Lun Chang, Meng-Han Chang, Li-Wei Ko

Background: A multi-method, multi-informant approach is crucial for evaluating attention-deficit/hyperactivity disorders (ADHD) in preschool children due to the diagnostic complexities and challenges at this developmental stage. However, most artificial intelligence (AI) studies on the automated detection of ADHD have relied on using a single datatype. This study aims to develop a reliable multimodal AI-detection system to facilitate the diagnosis of ADHD in young children.

Methods: 78 young children were recruited, including 43 diagnosed with ADHD (mean age: 68.07 ± 6.19 months) and 35 with typical development (mean age: 67.40 ± 5.44 months). Machine learning and deep learning methods were adopted to develop three individual predictive models using electroencephalography (EEG) data recorded with a wearable wireless device, scores from the computerized attention assessment via Conners' Kiddie Continuous Performance Test Second Edition (K-CPT-2), and ratings from ADHD-related symptom scales. Finally, these models were combined to form a single ensemble model.

Results: The ensemble model achieved an accuracy of 0.974. While individual modality provided the optimal classification with an accuracy rate of 0.909, 0.922, and 0.950 using the ADHD-related symptom rating scale, the K-CPT-2 score, and the EEG measure, respectively. Moreover, the findings suggest that teacher ratings, K-CPT-2 reaction time, and occipital high-frequency EEG band power values are significant features in identifying young children with ADHD.

Conclusions: This study addresses three common issues in ADHD-related AI research: the utility of wearable technologies, integrating databases from diverse ADHD diagnostic instruments, and appropriately interpreting the models. This established multimodal system is potentially reliable and practical for distinguishing ADHD from TD, thus further facilitating the clinical diagnosis of ADHD in preschool young children.

背景:学龄前儿童的注意力缺陷/多动症(ADHD)诊断复杂且具有挑战性,因此采用多方法、多信息的方法对评估学龄前儿童的注意力缺陷/多动症至关重要。然而,大多数关于自动检测多动症的人工智能(AI)研究都依赖于使用单一数据类型。本研究旨在开发一种可靠的多模态人工智能检测系统,以促进幼儿多动症的诊断。方法:招募 78 名幼儿,包括 43 名确诊为多动症的幼儿(平均年龄:68.07 ± 6.19 个月)和 35 名发育典型的幼儿(平均年龄:67.40 ± 5.44 个月)。研究人员采用机器学习和深度学习方法,利用可穿戴无线设备记录的脑电图(EEG)数据、通过康纳斯儿童连续表现测试第二版(K-CPT-2)进行的计算机化注意力评估得分以及多动症相关症状量表的评分,开发了三个单独的预测模型。最后,这些模型被组合成一个单一的集合模型:结果:组合模型的准确率达到了 0.974。而使用 ADHD 相关症状评分量表、K-CPT-2 评分和脑电图测量,单个模式提供了最佳分类,准确率分别为 0.909、0.922 和 0.950。此外,研究结果表明,教师评分、K-CPT-2 反应时间和枕部高频脑电图波段功率值是识别多动症幼儿的重要特征:本研究解决了与多动症相关的人工智能研究中的三个常见问题:可穿戴技术的实用性、整合来自不同多动症诊断工具的数据库以及适当解释模型。这个已建立的多模态系统在区分多动症和TD方面具有潜在的可靠性和实用性,从而进一步促进了学龄前幼儿多动症的临床诊断。
{"title":"The utility of wearable electroencephalography combined with behavioral measures to establish a practical multi-domain model for facilitating the diagnosis of young children with attention-deficit/hyperactivity disorder.","authors":"I-Chun Chen, Che-Lun Chang, Meng-Han Chang, Li-Wei Ko","doi":"10.1186/s11689-024-09578-1","DOIUrl":"10.1186/s11689-024-09578-1","url":null,"abstract":"<p><strong>Background: </strong>A multi-method, multi-informant approach is crucial for evaluating attention-deficit/hyperactivity disorders (ADHD) in preschool children due to the diagnostic complexities and challenges at this developmental stage. However, most artificial intelligence (AI) studies on the automated detection of ADHD have relied on using a single datatype. This study aims to develop a reliable multimodal AI-detection system to facilitate the diagnosis of ADHD in young children.</p><p><strong>Methods: </strong>78 young children were recruited, including 43 diagnosed with ADHD (mean age: 68.07 ± 6.19 months) and 35 with typical development (mean age: 67.40 ± 5.44 months). Machine learning and deep learning methods were adopted to develop three individual predictive models using electroencephalography (EEG) data recorded with a wearable wireless device, scores from the computerized attention assessment via Conners' Kiddie Continuous Performance Test Second Edition (K-CPT-2), and ratings from ADHD-related symptom scales. Finally, these models were combined to form a single ensemble model.</p><p><strong>Results: </strong>The ensemble model achieved an accuracy of 0.974. While individual modality provided the optimal classification with an accuracy rate of 0.909, 0.922, and 0.950 using the ADHD-related symptom rating scale, the K-CPT-2 score, and the EEG measure, respectively. Moreover, the findings suggest that teacher ratings, K-CPT-2 reaction time, and occipital high-frequency EEG band power values are significant features in identifying young children with ADHD.</p><p><strong>Conclusions: </strong>This study addresses three common issues in ADHD-related AI research: the utility of wearable technologies, integrating databases from diverse ADHD diagnostic instruments, and appropriately interpreting the models. This established multimodal system is potentially reliable and practical for distinguishing ADHD from TD, thus further facilitating the clinical diagnosis of ADHD in preschool young children.</p>","PeriodicalId":16530,"journal":{"name":"Journal of Neurodevelopmental Disorders","volume":"16 1","pages":"62"},"PeriodicalIF":4.1,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11552361/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142622377","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Early onset and increasing disparities in neurodevelopmental delays from birth to age 6 in children from low socioeconomic backgrounds. 社会经济背景较差的儿童从出生到 6 岁期间神经发育迟缓的发病时间较早,且差距越来越大。
IF 4.1 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-05 DOI: 10.1186/s11689-024-09577-2
Tae Hwan Han, Kyu Young Chae, Boeun Han, Ju Hee Kim, Eun Kyo Ha, Seonkyeong Rhie, Man Yong Han

Objective: To analyze the complex relationship between socioeconomic status (SES) and neurodevelopmental achievements by investigating the temporal dynamics of these associations from birth to age 6.

Methods: This retrospective cohort study was conducted over 6 years using population-based data from the National Health Insurance Service and integrated data from the National Health Screening Program for Infants and Children. Participants were children born between 2009 and 2011 in Korea without neurodevelopmental delays with potential developmental implications. We analyzed results from the Korean Developmental Screening Test, administered at age 6, which covered overall assessment and six domains of gross and fine motor function, cognition, language, sociality, and self-care. The secondary outcome was to determine when neurodevelopmental outcomes began after birth and how these differences changed over time.

Results: Of 276,167 individuals (49.2% males), 66,325, 138,980, and 60,862 had low, intermediate, and high SES, respectively. Neurodevelopmental delays observed across all developmental domains were more prevalent in the low-SES group than in the high-SES group. Disparities in neurodevelopment according to these statuses were apparent as early as age 2 and tended to increase over time (interaction, P < 0.001). The cognition and language domains exhibited the most substantial disparities between SES levels. These disparities persisted in subgroup analyses of sex, birthweight, head circumference, birth data, and breastfeeding variables.

Conclusions: Low SES was significantly associated with an increased risk of adverse neurodevelopmental outcomes in preschool children, particularly those affecting cognitive and language domains. These differences manifested in early childhood and widened over time.

目的:分析社会经济地位(SES)与神经发育成就之间的复杂关系:分析社会经济地位(SES)与神经发育成就之间的复杂关系,研究这些关系从出生到 6 岁的时间动态:这项回顾性队列研究利用国民健康保险服务机构的人口数据和国民婴幼儿健康筛查项目的综合数据,历时6年。研究对象为 2009 年至 2011 年间出生的韩国儿童,他们没有神经发育迟缓,但对发育有潜在影响。我们分析了6岁时进行的韩国发育筛查测试的结果,该测试包括整体评估以及粗大和精细运动功能、认知、语言、社交和自理能力等六个领域。次要结果是确定出生后何时开始出现神经发育结果,以及随着时间的推移这些差异会发生怎样的变化:在 276,167 人(49.2% 为男性)中,分别有 66,325 人、138,980 人和 60,862 人的社会经济地位较低、中等和较高。与高社会经济地位组相比,低社会经济地位组在所有发育领域中的神经发育迟缓现象更为普遍。不同社会经济地位的儿童在神经发育方面的差异早在 2 岁时就已显现,并且随着时间的推移呈上升趋势(交互作用,P 结论):低社会经济地位与学龄前儿童神经发育不良后果的风险增加有很大关系,尤其是那些影响认知和语言领域的不良后果。这些差异在幼儿期就已显现,并随着时间的推移而扩大。
{"title":"Early onset and increasing disparities in neurodevelopmental delays from birth to age 6 in children from low socioeconomic backgrounds.","authors":"Tae Hwan Han, Kyu Young Chae, Boeun Han, Ju Hee Kim, Eun Kyo Ha, Seonkyeong Rhie, Man Yong Han","doi":"10.1186/s11689-024-09577-2","DOIUrl":"10.1186/s11689-024-09577-2","url":null,"abstract":"<p><strong>Objective: </strong>To analyze the complex relationship between socioeconomic status (SES) and neurodevelopmental achievements by investigating the temporal dynamics of these associations from birth to age 6.</p><p><strong>Methods: </strong>This retrospective cohort study was conducted over 6 years using population-based data from the National Health Insurance Service and integrated data from the National Health Screening Program for Infants and Children. Participants were children born between 2009 and 2011 in Korea without neurodevelopmental delays with potential developmental implications. We analyzed results from the Korean Developmental Screening Test, administered at age 6, which covered overall assessment and six domains of gross and fine motor function, cognition, language, sociality, and self-care. The secondary outcome was to determine when neurodevelopmental outcomes began after birth and how these differences changed over time.</p><p><strong>Results: </strong>Of 276,167 individuals (49.2% males), 66,325, 138,980, and 60,862 had low, intermediate, and high SES, respectively. Neurodevelopmental delays observed across all developmental domains were more prevalent in the low-SES group than in the high-SES group. Disparities in neurodevelopment according to these statuses were apparent as early as age 2 and tended to increase over time (interaction, P < 0.001). The cognition and language domains exhibited the most substantial disparities between SES levels. These disparities persisted in subgroup analyses of sex, birthweight, head circumference, birth data, and breastfeeding variables.</p><p><strong>Conclusions: </strong>Low SES was significantly associated with an increased risk of adverse neurodevelopmental outcomes in preschool children, particularly those affecting cognitive and language domains. These differences manifested in early childhood and widened over time.</p>","PeriodicalId":16530,"journal":{"name":"Journal of Neurodevelopmental Disorders","volume":"16 1","pages":"60"},"PeriodicalIF":4.1,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11536651/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142583138","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of Neurodevelopmental Disorders
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