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Electroencephalography-Based Machine and Deep Learning Approaches for the Diagnosis of Dissociative Disorders: A Comprehensive Review 基于脑电图的机器和深度学习方法诊断分离性障碍:综合综述
IF 3.7 Q2 NEUROSCIENCES Pub Date : 2026-03-01 Epub Date: 2025-11-12 DOI: 10.1016/j.bpsgos.2025.100654
Hassan Jubair
Dissociative disorders (DDs), including dissociative identity disorder and depersonalization disorder, are complex and often misdiagnosed psychiatric conditions due to their overlapping symptoms with other mental illnesses. Electroencephalography (EEG), a low-cost and noninvasive neuroimaging tool, is a valuable means of examining the neurophysiological signatures associated with DDs. In this review, we aim to systematically evaluate how machine learning (ML) and deep learning (DL) methods are applied to EEG data for the diagnosis and monitoring of DDs, highlighting their effectiveness, limitations, and future research directions. We reviewed and synthesized studies involving EEG-based ML and DL models applied to DD-related data. The analysis focused on EEG biomarkers, model architecture (e.g., support vector machines, convolutional neural networks [CNNs], recurrent neural networks [RNNs]), feature types (raw vs. handcrafted), performance metrics, and reported challenges. Findings indicate that DL models, especially CNN and RNN, outperform traditional ML models by learning complex spatiotemporal EEG patterns. Key EEG biomarkers identified include altered frontal EEG power, disrupted theta and alpha rhythms, and attenuated P300 components. Hybrid and raw feature–based DL approaches yielded the highest classification accuracies (up to 98.3%) in related neuropsychiatric tasks. EEG-based DL techniques offer promising advancements in diagnosing DDs. However, challenges such as data scarcity, model interpretability, and generalizability persist. Future research should focus on explainable artificial intelligence, multimodal integration, transfer learning, and personalized EEG biomarkers to bridge the gap between research and clinical application.
解离性障碍(DDs),包括解离性身份障碍和人格解体障碍,是一种复杂的精神疾病,由于其症状与其他精神疾病重叠,经常被误诊。脑电图(EEG)是一种低成本、无创的神经成像工具,是检查与dd相关的神经生理特征的一种有价值的手段。在这篇综述中,我们旨在系统地评估机器学习(ML)和深度学习(DL)方法如何应用于脑电图数据来诊断和监测dd,强调它们的有效性,局限性和未来的研究方向。我们回顾并综合了基于脑电图的ML和DL模型应用于dd相关数据的研究。分析的重点是EEG生物标记物、模型架构(如支持向量机、卷积神经网络、循环神经网络)、特征类型(原始与手工)、性能指标和报告的挑战。研究结果表明,深度学习模型,尤其是CNN和RNN,在学习复杂的时空脑电图模式方面优于传统的ML模型。确定的关键EEG生物标志物包括额叶EEG功率改变、θ和α节律中断以及P300成分减弱。混合和基于原始特征的深度学习方法在相关的神经精神任务中产生了最高的分类准确率(高达98.3%)。基于脑电图的DL技术为诊断dd提供了有希望的进展。然而,诸如数据稀缺性、模型可解释性和泛化性等挑战仍然存在。未来的研究应侧重于可解释的人工智能、多模态集成、迁移学习和个性化脑电图生物标志物,以弥合研究与临床应用之间的差距。
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引用次数: 0
Sex-Specific Associations of Irritability With Subcortical Brain Volumes 易怒与皮质下脑容量的性别特异性关联
IF 3.7 Q2 NEUROSCIENCES Pub Date : 2026-03-01 Epub Date: 2025-11-12 DOI: 10.1016/j.bpsgos.2025.100653
Mariah DeSerisy , Huiyu Yang , Jacob W. Cohen , Juan Sanchez-Peña , David Semanek , Hajer Nakua , Gaurav H. Patel , David Pagliaccio , Amy E. Margolis

Background

Irritability is transdiagnostic and associated with considerable impairment. The behavioral presentation of irritability may vary with age, sex, and diagnosis. Although inconsistent, clinical evidence indicates that irritability may present as temper tantrums associated with neurodevelopmental disorders in young boys, whereas irritability in girls may manifest in adolescence associated with negative mood. Functional activation of subcortical regions is characteristic of irritability, but the structural correlates of irritability in these regions are underexplored. We hypothesized that age, sex, and diagnosis would modify subcortical correlates of irritability.

Methods

False discovery rate–corrected regression models tested whether associations between irritability and subcortical structures were moderated by sex, age, or diagnosis in 1792 youths from the Healthy Brain Network dataset (release 11.0), a cohort weighted for psychiatric problems. Irritability was measured via the Affective Reactivity Index. FreeSurfer 6.0.1 extracted subcortical structures.

Results

Effect modification by sex indicated higher irritability associated with smaller reward-related volumes (right nucleus accumbens, bilateral caudate) in boys and with larger threat-related volumes (left amygdala) in girls. Effect modification by age or diagnosis was not significant.

Conclusions

Sex-specific subcortical correlates may explain sex-specific differences in the behavioral presentation of irritability. In models of irritability, the subcortex governs initiation of angry responses, which are dampened by prefrontal cortices. The altered volumes in reward-related regions in boys and threat-related regions in girls reported herein may be markers of early risk for irritability and/or possible targets for brain-informed interventions. Girls may benefit from irritability treatments targeting threat-based pathways, and boys may benefit from treatments targeting reward-based pathways.
背景:遗传性是跨诊断的,与相当大的损害有关。易怒的行为表现可能因年龄、性别和诊断而异。尽管不一致,但临床证据表明,在年轻男孩中,易怒可能表现为与神经发育障碍相关的发脾气,而在女孩中,易怒可能表现为与消极情绪相关的青春期。皮质下区域的功能激活是易怒的特征,但这些区域的结构相关性尚不清楚。我们假设年龄、性别和诊断会改变皮层下与易怒相关的因素。方法错误发现率校正回归模型测试了来自健康脑网络数据集(release 11.0)的1792名青少年中,易怒和皮层下结构之间的关联是否受到性别、年龄或诊断的调节。易怒程度通过情感反应指数测量。FreeSurfer 6.0.1提取皮层下结构。结果性别效应改变表明,激惹性高的男孩与较小的奖励相关体积(右侧伏隔核、双侧尾状核)相关,而女孩与较大的威胁相关体积(左侧杏仁核)相关。年龄或诊断对疗效的影响不显著。结论皮质下的性别特异性相关可以解释激惹行为表现的性别差异。在易怒的模型中,下皮层控制着愤怒反应的启动,这被前额皮质抑制。本文报告的男孩奖励相关区域和女孩威胁相关区域的体积变化可能是易怒早期风险的标志和/或大脑知情干预的可能目标。女孩可能受益于针对威胁通路的易怒治疗,男孩可能受益于针对奖励通路的治疗。
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引用次数: 0
Variant in a Taste Receptor Locus Tied to Changes in the Use of Insomnia Medication 味觉受体位点的变异与失眠药物使用的变化有关
IF 3.7 Q2 NEUROSCIENCES Pub Date : 2026-03-01 Epub Date: 2025-11-10 DOI: 10.1016/j.bpsgos.2025.100652
Gudmundur Einarsson , Hannes K. Arnason , Rosa S. Gisladottir , Gyda Bjornsdottir , Thorgeir E. Thorgeirsson , Astros Skuladottir , G. Bragi Walters , Saedis Saevarsdottir , Magnus K. Magnusson , Gisli H. Halldorsson , Audunn S. Snaebjarnarson , Hafsteinn Einarsson , Gardar Sveinbjornsson , Hannes Helgason , Vinicius Tragante , Gudrun A. Jonsdottir , Hildur M. Aegisdottir , Ingileif Jonsdottir , Thorarinn Gislason , Gudmar Thorleifsson , Kari Stefansson

Background

Zopiclone and zolpidem are widely prescribed hypnotic medications for insomnia, sharing similar efficacy but differing in side-effect profiles, particularly concerning taste disturbances. Identifying genetic predictors of intolerance to these medications could inform personalized treatment strategies.

Methods

We conducted a genome-wide association study to identify genetic variants associated with switching between zopiclone and zolpidem in 57,669 Icelanders, using electronic prescription data from Iceland (2003–2020), and 6590 British individuals from the UK Biobank (1990–2017). We included individuals who had received at least 3 prescriptions of either drug. We also investigated data on bitter taste perception using quinine taste test data from 2238 Icelandic individuals.

Results

A common sequence variant, rs6488335-G, within the TAS2R bitter taste receptor gene locus on chromosome 12, was associated with an increased likelihood of switching from zopiclone to zolpidem (Iceland: odds ratio [OR], 1.29; 95% CI, 1.24 to 1.35; United Kingdom: OR, 1.34; 95% CI, 1.12 to 1.59) and a decreased likelihood of switching in the reverse direction. The effect was more pronounced in women (ORfemales, 1.36; 95% CI, 1.29 to 1.44) than in men (ORmales, 1.19; 95% CI, 1.11 to 1.27). While the variant is associated with bitter taste perception of quinine, conditional analyses suggest that the pharmacogenetic association with drug switching is independent of taste perception.

Conclusions

Our findings indicate that carriers of the rs6488335-G variant, particularly homozygous women, were more likely to switch from zopiclone to zolpidem, potentially due to heightened sensitivity to taste-related side effects. Preemptive genetic testing could guide clinicians in prescribing zolpidem over zopiclone for individuals at risk, thereby reducing health care visits and improving treatment adherence.
佐匹克隆和唑吡坦是广泛用于治疗失眠症的催眠药物,它们的疗效相似,但副作用不同,尤其是在味觉障碍方面。确定对这些药物不耐受的遗传预测因子可以为个性化治疗策略提供信息。方法:利用冰岛2003-2020年的电子处方数据和英国生物银行1990-2017年的6590名英国人的数据,对57,669名冰岛人和6590名英国人进行了全基因组关联研究,以确定与佐匹克隆和唑吡坦切换相关的遗传变异。我们纳入了至少接受过三种药物处方的个体。我们还利用来自2238名冰岛人的奎宁味觉测试数据调查了苦味感知数据。结果12号染色体TAS2R∗苦味受体基因位点内的一个常见序列变异rs6488335-G与从佐匹克隆切换到唑吡坦的可能性增加相关(冰岛:比值比[OR], 1.29; 95% CI, 1.24 ~ 1.35;英国:OR, 1.34; 95% CI, 1.12 ~ 1.59),而反向切换的可能性降低。女性(ORmales, 1.36; 95% CI, 1.29至1.44)比男性(ORmales, 1.19; 95% CI, 1.11至1.27)的影响更为明显。虽然这种变异与奎宁的苦味感知有关,但条件分析表明,药物遗传与药物转换的关联与味觉感知无关。研究结果表明,rs6488335-G变异的携带者,特别是纯合子女性,更有可能从佐匹克隆转向唑吡坦,这可能是由于对味道相关副作用的敏感性增加。先发制人的基因检测可以指导临床医生为有风险的个体开出唑吡坦而不是唑匹克隆的处方,从而减少就医次数并提高治疗依从性。
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引用次数: 0
Global Efforts Toward Evidence-Based Laboratory Testing of Antineuronal Antibodies in Psychosis 精神疾病抗神经元抗体循证实验室检测的全球努力
IF 3.7 Q2 NEUROSCIENCES Pub Date : 2026-03-01 Epub Date: 2026-01-07 DOI: 10.1016/j.bpsgos.2025.100668
Matthew L. Baum
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引用次数: 0
Glucagon-Like Peptide-1 Receptor Agonists and Alcohol Use: A Real-Word Observational Study in a Large, Integrated Health Care System 胰高血糖素样肽-1受体激动剂和酒精使用:一项大型综合医疗保健系统的真实观察研究
IF 3.7 Q2 NEUROSCIENCES Pub Date : 2026-03-01 Epub Date: 2025-11-24 DOI: 10.1016/j.bpsgos.2025.100659
Vanessa A. Palzes , Brianna Costales , Stacy Sterling , Andrea Kline-Simon , Lorenzo Leggio , Mehdi Farokhnia

Background

Growing research suggests that glucagon-like peptide-1 receptor agonists (GLP-1RAs) reduce alcohol consumption, positioning them as new potential pharmacotherapies for alcohol use disorder. However, human studies examining alcohol consumption measures in generalizable samples have been limited.

Methods

In this cohort study, we analyzed electronic health records from a large, integrated health care system (Kaiser Permanente Northern California) to examine the association between new prescriptions of GLP-1RAs and change in alcohol use among adults. Propensity score matching was utilized to account for differences in baseline characteristics between GLP-1RA–treated (n = 1214) and untreated (n = 1063) individuals. Changes in average drinks consumed per week (drinks/week) from baseline to follow-up (up to 1 year) were compared between groups using difference-in-differences (D-I-D) analysis. Stratified analyses examined treatment effect variation by sex, obesity, and baseline alcohol use risk level.

Results

Both GLP1-RA–treated and untreated groups reduced their drinks/week from baseline to follow-up (mean change [95% CI] = −1.81 [−2.11 to −1.51] and −1.38 [−1.70 to −1.06], respectively); the group difference did not reach statistical significance (D-I-D [95% CI] = −0.43 [−0.87 to 0.01]). Among individuals with low-risk baseline alcohol use, including 1126 (92.8%) GLP-1RA–treated and 996 (93.7%) untreated individuals, receipt of GLP-1RAs was associated with significantly greater reductions in drinks/week (D-I-D [95% CI] = −0.32 [−0.64 to −0.01]). Treatment effects did not vary by sex or obesity.

Conclusions

GLP-1RAs may be effective in reducing average weekly alcohol consumption, even in individuals with low-risk use. The small subsample of individuals with high-risk use limited our ability to estimate associations in this group.
越来越多的研究表明,胰高血糖素样肽-1受体激动剂(GLP-1RAs)可以减少酒精消耗,将其定位为治疗酒精使用障碍的新的潜在药物疗法。然而,在可推广的样本中检测酒精消耗措施的人类研究有限。方法在这项队列研究中,我们分析了来自大型综合医疗保健系统(Kaiser Permanente Northern California)的电子健康记录,以检查成人中GLP-1RAs新处方与酒精使用变化之间的关系。使用倾向评分匹配来解释glp - 1ra治疗(n = 1214)和未治疗(n = 1063)个体之间基线特征的差异。使用差中差(D-I-D)分析比较各组之间从基线到随访(长达1年)每周平均饮酒量(饮酒量/周)的变化。分层分析检查了性别、肥胖和基线酒精使用风险水平对治疗效果的影响。结果glp1 - ra治疗组和未治疗组从基线到随访期间每周饮酒量均减少(平均变化[95% CI]分别= - 1.81[- 2.11至- 1.51]和- 1.38[- 1.70至- 1.06]);组间差异无统计学意义(D-I-D [95% CI] = - 0.43[- 0.87 ~ 0.01])。在低风险基线酒精使用个体中,包括1126例(92.8%)glp - 1ra治疗个体和996例(93.7%)未治疗个体,接受GLP-1RAs治疗与每周饮酒量显著减少相关(D-I-D [95% CI] = - 0.32[- 0.64至- 0.01])。治疗效果不受性别或肥胖的影响。结论:glp - 1ras可有效降低每周平均饮酒量,即使在低风险人群中也是如此。高风险个体的小样本限制了我们估计该组关联的能力。
{"title":"Glucagon-Like Peptide-1 Receptor Agonists and Alcohol Use: A Real-Word Observational Study in a Large, Integrated Health Care System","authors":"Vanessa A. Palzes ,&nbsp;Brianna Costales ,&nbsp;Stacy Sterling ,&nbsp;Andrea Kline-Simon ,&nbsp;Lorenzo Leggio ,&nbsp;Mehdi Farokhnia","doi":"10.1016/j.bpsgos.2025.100659","DOIUrl":"10.1016/j.bpsgos.2025.100659","url":null,"abstract":"<div><h3>Background</h3><div>Growing research suggests that glucagon-like peptide-1 receptor agonists (GLP-1RAs) reduce alcohol consumption, positioning them as new potential pharmacotherapies for alcohol use disorder. However, human studies examining alcohol consumption measures in generalizable samples have been limited.</div></div><div><h3>Methods</h3><div>In this cohort study, we analyzed electronic health records from a large, integrated health care system (Kaiser Permanente Northern California) to examine the association between new prescriptions of GLP-1RAs and change in alcohol use among adults. Propensity score matching was utilized to account for differences in baseline characteristics between GLP-1RA–treated (<em>n</em> = 1214) and untreated (<em>n</em> = 1063) individuals. Changes in average drinks consumed per week (drinks/week) from baseline to follow-up (up to 1 year) were compared between groups using difference-in-differences (D-I-D) analysis. Stratified analyses examined treatment effect variation by sex, obesity, and baseline alcohol use risk level.</div></div><div><h3>Results</h3><div>Both GLP1-RA–treated and untreated groups reduced their drinks/week from baseline to follow-up (mean change [95% CI] = −1.81 [−2.11 to −1.51] and −1.38 [−1.70 to −1.06], respectively); the group difference did not reach statistical significance (D-I-D [95% CI] = −0.43 [−0.87 to 0.01]). Among individuals with low-risk baseline alcohol use, including 1126 (92.8%) GLP-1RA–treated and 996 (93.7%) untreated individuals, receipt of GLP-1RAs was associated with significantly greater reductions in drinks/week (D-I-D [95% CI] = −0.32 [−0.64 to −0.01]). Treatment effects did not vary by sex or obesity.</div></div><div><h3>Conclusions</h3><div>GLP-1RAs may be effective in reducing average weekly alcohol consumption, even in individuals with low-risk use. The small subsample of individuals with high-risk use limited our ability to estimate associations in this group.</div></div>","PeriodicalId":72373,"journal":{"name":"Biological psychiatry global open science","volume":"6 2","pages":"Article 100659"},"PeriodicalIF":3.7,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145885177","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Increased Brain-Age Gap in Young Adults With Psychotic Experiences 有精神病经历的年轻人脑年龄差距增大
IF 3.7 Q2 NEUROSCIENCES Pub Date : 2026-03-01 Epub Date: 2025-10-30 DOI: 10.1016/j.bpsgos.2025.100643
Rafael Navarro-González , Pedro Luque-Laguna , Rodrigo de Luis-García , Derek K. Jones , Kate Merritt , Anthony S. David

Background

Psychotic experiences (hallucinations and delusions: PEs) are linked to structural brain variation, but their relationship to magnetic resonance imaging (MRI)–derived brain age is unclear. We hypothesized that young adults reporting PEs would show an increased brain-age gap (predicted − chronological age) and that this gap would diverge over 10 years.

Methods

A multilayer perceptron (2628 training scans; age 6–50 years; mean absolute error = 4.3 years, R2 = 0.72) estimated brain age from T1-weighted MRIs in the ALSPAC (Avon Longitudinal Study of Parents and Children). Participants were scanned at around age 20 years (N = 245; 124 with PEs) and again at around 30 years (N = 279; 69 with PEs); 113 participants contributed both scans. Linear mixed-effects models tested case-control, severity, and time-by-group effects.

Results

At the initial time point, individuals with PEs showed a larger brain-age gap than control individuals (d [95% CI] = 0.70 [0.14 to 1.27]; q = .029). The brain-age gap showed a trend-level association with PE severity (d [95% CI] = 1.32 [0.00 to 2.64]; q = .098). At the follow-up, the group difference was nonsignificant (d [95% CI] = 0.22 [−0.08 to 0.51]; q = .153). No longitudinal case-control divergence reached significance, likely reflecting limited power.

Conclusions

Young adults who report PEs display an older-looking brain in early adulthood, consistent with atypical brain maturation. However, the gap does not clearly widen or contract by age 30. Multimodal, longitudinal cohorts spanning adolescence to midadulthood are needed to map psychosis-related atypical brain maturation.
精神病经历(幻觉和妄想:PEs)与大脑结构变异有关,但它们与磁共振成像(MRI)衍生的大脑年龄的关系尚不清楚。我们假设,报告pe的年轻人将显示出更大的脑年龄差距(预测的-实足年龄),并且这种差距将在10年内分化。方法采用多层感知器(2628次训练扫描,年龄6-50岁,平均绝对误差= 4.3岁,R2 = 0.72)从ALSPAC(雅芳父母与儿童纵向研究)的t1加权mri中估计脑年龄。参与者在20岁左右(N = 245, 124例pe)和30岁左右(N = 279, 69例pe)进行扫描;113名参与者提供了两种扫描。线性混合效应模型测试了病例对照、严重程度和分组时间效应。结果在初始时间点,pe个体的脑年龄差距大于对照组(d [95% CI] = 0.70 [0.14 ~ 1.27]; q = 0.029)。脑年龄差距与PE严重程度呈趋势水平相关(d [95% CI] = 1.32 [0.00 ~ 2.64]; q = 0.098)。随访时,组间差异无统计学意义(d [95% CI] = 0.22 [- 0.08 ~ 0.51]; q = 0.153)。没有纵向病例-对照差异达到显著性,可能反映了有限的力量。结论报告pe的年轻人在成年早期表现出看起来更老的大脑,与非典型脑成熟相一致。然而,到30岁时,这一差距并没有明显扩大或缩小。多模式,纵向队列跨越青春期到中年需要映射精神病相关的非典型脑成熟。
{"title":"Increased Brain-Age Gap in Young Adults With Psychotic Experiences","authors":"Rafael Navarro-González ,&nbsp;Pedro Luque-Laguna ,&nbsp;Rodrigo de Luis-García ,&nbsp;Derek K. Jones ,&nbsp;Kate Merritt ,&nbsp;Anthony S. David","doi":"10.1016/j.bpsgos.2025.100643","DOIUrl":"10.1016/j.bpsgos.2025.100643","url":null,"abstract":"<div><h3>Background</h3><div>Psychotic experiences (hallucinations and delusions: PEs) are linked to structural brain variation, but their relationship to magnetic resonance imaging (MRI)–derived brain age is unclear. We hypothesized that young adults reporting PEs would show an increased brain-age gap (predicted − chronological age) and that this gap would diverge over 10 years.</div></div><div><h3>Methods</h3><div>A multilayer perceptron (2628 training scans; age 6–50 years; mean absolute error = 4.3 years, <em>R</em><sup>2</sup> = 0.72) estimated brain age from T1-weighted MRIs in the ALSPAC (Avon Longitudinal Study of Parents and Children). Participants were scanned at around age 20 years (<em>N</em> = 245; 124 with PEs) and again at around 30 years (<em>N</em> = 279; 69 with PEs); 113 participants contributed both scans. Linear mixed-effects models tested case-control, severity, and time-by-group effects.</div></div><div><h3>Results</h3><div>At the initial time point, individuals with PEs showed a larger brain-age gap than control individuals (<em>d</em> [95% CI] = 0.70 [0.14 to 1.27]; <em>q</em> = .029). The brain-age gap showed a trend-level association with PE severity (<em>d</em> [95% CI] = 1.32 [0.00 to 2.64]; <em>q</em> = .098). At the follow-up, the group difference was nonsignificant (<em>d</em> [95% CI] = 0.22 [−0.08 to 0.51]; <em>q</em> = .153). No longitudinal case-control divergence reached significance, likely reflecting limited power.</div></div><div><h3>Conclusions</h3><div>Young adults who report PEs display an older-looking brain in early adulthood, consistent with atypical brain maturation. However, the gap does not clearly widen or contract by age 30. Multimodal, longitudinal cohorts spanning adolescence to midadulthood are needed to map psychosis-related atypical brain maturation.</div></div>","PeriodicalId":72373,"journal":{"name":"Biological psychiatry global open science","volume":"6 2","pages":"Article 100643"},"PeriodicalIF":3.7,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145798696","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Functional Brain Activity Associated With Intermittent Rhythmic Delta/Theta Activity: A Transdiagnostic Electroencephalography–Functional Magnetic Resonance Imaging Resting-State Study 与间歇性节律性δ / θ活动相关的功能性脑活动:一项跨诊断脑电图-功能磁共振成像静息状态研究
IF 3.7 Q2 NEUROSCIENCES Pub Date : 2026-03-01 Epub Date: 2025-11-29 DOI: 10.1016/j.bpsgos.2025.100661
Bernd Feige , Katharina von Zedtwitz , Isabelle Matteit , Andrea Schlump , Volker A. Coenen , Kathrin Nickel , Kimon Runge , Harald Prüss , Alexander Rau , Marco Reisert , Swantje Matthies , Katharina Domschke , Simon J. Maier , Ludger Tebartz van Elst , Dominique Endres

Background

Intermittent rhythmic delta/theta activity (IRDA/IRTA) detected via electroencephalography (EEG) has been implicated in the pathophysiology of neuropsychiatric illnesses. Therefore, a combined EEG and functional magnetic resonance imaging (fMRI) approach was applied in a transdiagnostic group of patients with different causalities, i.e., autoimmune-mediated (in suspected autoimmune psychiatric syndromes [APS]) and primary psychiatric (borderline personality disorder [BPD]) causalities, as well as in healthy control (HC) participants, to characterize the brain regions functionally correlated with IRDA/IRTA.

Methods

Overall, 135 EEG-fMRI datasets met the quality criteria, including 33 patients with suspected APS, 59 cases with BPD, and 43 HC participants. fMRI data were obtained using ultrafast MR encephalography and analyzed using AFNI. IRDA/IRTA events were separated from artifacts using independent component analysis and detected algorithmically. Brain regions (clusters) significantly correlated with IRDA/IRTA were first determined in all participants. Clusters occurring across all groups were classified as consensus areas. The groups were also analyzed individually, adding disease- or disorder-specific clusters not overlapping with the consensus areas.

Results

Eleven consensus areas were identified across the 3 groups: 5 of them showed increased activity (Brodmann area [BA] 43-right [r], BA 2-left [l], BA 4-r, BA 18-r, BA 26/29/30-r), and 6 had reduced activity (BA 39-l, BA 10-l, BA 23-l, BA 19-l, BA 10-r, BA 18-l). The APS group showed 5 additional clusters, all with reduced activity (BAs 39-r, 1/3-r, 8-r, 4-l, 21-r). The BPD group showed one further cluster with increased activity (BA 17-l).

Conclusions

In this study, IRDA/IRTA-related brain activity changes across the groups were identified, with excitatory brain activity especially in fronto-centro-temporal brain areas with similarities to the salience network. Additional disease- or disorder-specific changes were discovered in APS and BPD.
背景:通过脑电图(EEG)检测到的间歇性节律性δ / θ活动(IRDA/IRTA)与神经精神疾病的病理生理学有关。因此,将脑电图和功能磁共振成像(fMRI)联合方法应用于具有不同病因的跨诊断组患者,即自身免疫介导的(疑似自身免疫性精神综合征[APS])和原发性精神疾病(边缘型人格障碍[BPD])病因,以及健康对照(HC)参与者,以表征与IRDA/IRTA功能相关的大脑区域。方法135组EEG-fMRI数据符合质量标准,其中疑似APS患者33例,BPD患者59例,HC患者43例。fMRI数据采用超快磁共振脑电图获得,并采用AFNI进行分析。使用独立分量分析和算法检测将IRDA/IRTA事件与工件分离。首先在所有参与者中确定与IRDA/IRTA显著相关的脑区(簇)。所有群体中出现的集群被归类为共识领域。这些组也被单独分析,增加了与共识区域不重叠的疾病或障碍特异性集群。结果3组间存在6个一致区域,其中5个区域活性升高(Brodmann区[BA] 43-右[r]、ba2 -左[1]、ba4 -r、BA 18-r、BA 26/29/30-r), 6个区域活性降低(ba39 - 1、ba10 - 1、BA 23- 1、BA 19- 1、BA 10-r、BA 18- 1)。APS组增加了5个簇,活性均降低(BAs 39-r, 1/3-r, 8-r, 4- 1, 21-r)。BPD组又显示了一个活性增加的簇(ba17 - 1)。在本研究中,我们发现了各组IRDA/ irta相关的脑活动变化,其中兴奋性脑活动在与显著性网络相似的额-中颞叶脑区尤为明显。在APS和BPD中发现了其他疾病或疾病特异性改变。
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引用次数: 0
DCC and the Architecture of Stress Vulnerability: A Guidance Cue for Depression DCC与压力脆弱性架构:抑郁症的指导线索
IF 3.7 Q2 NEUROSCIENCES Pub Date : 2026-03-01 Epub Date: 2026-01-30 DOI: 10.1016/j.bpsgos.2025.100684
Argel Aguilar-Valles
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引用次数: 0
Disorder-Specific Genetic Effects Drive the Associations Between Psychopathology and Cognitive Functioning 疾病特异性遗传效应驱动精神病理和认知功能之间的关联
IF 3.7 Q2 NEUROSCIENCES Pub Date : 2026-03-01 Epub Date: 2025-12-18 DOI: 10.1016/j.bpsgos.2025.100680
Wangjingyi Liao , Engin Keser , Andrea Allegrini , Kaili Rimfeld , Robert Plomin , Margherita Malanchini

Background

Cognitive functioning is a critical dimension of psychopathology that remains underinvestigated. Because cognitive deficits often transcend diagnostic boundaries, it has been challenging to delineate specific relationships between psychiatric disorders and cognitive functioning. Genetic research offers novel, powerful tools to disentangle shared (transdiagnostic) from disorder-specific effects, thereby opening new avenues for understanding how psychopathology relates to cognition.

Methods

We used genomic structural equation modeling to identify transdiagnostic and disorder-specific genetic risk. We derived polygenic scores in a longitudinal twin sample (N = 7764) to examine associations between genetic risk for psychopathology and domains of cognitive functioning across development.

Results

The results showed that relationships between psychopathology and cognition are primarily driven by disorder-specific genetic risk rather than by transdiagnostic factors. Associations differed across disorders and cognitive domains. Within-family analyses indicated that associations between genetic risk for psychopathology and cognition operated through distinct pathways. While for some disorders (e.g., attention-deficit/hyperactivity disorder), the effects could be attributed to confounding by environmental differences between nuclear families, for others (e.g., autism spectrum disorder), effects were robust to environmental confounding.

Conclusions

In contrast to psychiatric symptoms, which are most effectively predicted by transdiagnostic genetic risk, our findings highlight the need to consider disorder-specific genetic effects when examining associations between psychopathology and cognition. Focusing solely on transdiagnostic risk is unlikely to capture the full complexity of these relationships or enhance our understanding of the distinct cognitive profiles associated with psychopathology.
认知功能是精神病理学的一个重要方面,但仍未得到充分的研究。由于认知缺陷经常超越诊断界限,因此描述精神疾病和认知功能之间的具体关系一直具有挑战性。基因研究提供了新的、强大的工具来从疾病的特异性效应中分离出共同的(跨诊断),从而为理解精神病理学与认知的关系开辟了新的途径。方法采用基因组结构方程模型识别跨诊断和疾病特异性遗传风险。我们在纵向双胞胎样本(N = 7764)中获得了多基因评分,以检查精神病理遗传风险与发育过程中认知功能领域之间的关系。结果精神病理与认知之间的关系主要由疾病特异性遗传风险驱动,而不是由跨诊断因素驱动。关联在不同的障碍和认知领域有所不同。家庭内部分析表明,精神病理和认知的遗传风险之间的关联通过不同的途径运作。对于某些疾病(例如,注意力缺陷/多动障碍),其影响可归因于核心家庭之间环境差异的混淆,而对于其他疾病(例如,自闭症谱系障碍),其影响对环境混淆是强有力的。结论与通过跨诊断遗传风险最有效地预测精神症状不同,我们的研究结果强调,在检查精神病理与认知之间的关联时,需要考虑疾病特异性遗传效应。仅仅关注跨诊断风险不太可能捕捉到这些关系的全部复杂性,也不可能增强我们对与精神病理学相关的独特认知概况的理解。
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引用次数: 0
Theta Oscillations Assessed From a Passive Auditory Oddball Paradigm in Individuals at Clinical High-Risk for Psychosis and Healthy Control Individuals: Associations with Clinical Outcomes and Mismatch Negativity 临床精神病高危个体和健康对照个体被动听觉怪异范式评估的θ波振荡:与临床结果和错配消极的关联
IF 3.7 Q2 NEUROSCIENCES Pub Date : 2026-03-01 Epub Date: 2025-12-13 DOI: 10.1016/j.bpsgos.2025.100664
Jessica P.Y. Hua , Brian J. Roach , Holly K. Hamilton , Peter M. Bachman , Aysenil Belger , Ricardo E. Carrión , Erica Duncan , Jason K. Johannesen , Gregory A. Light , Margaret Niznikiewicz , Jean Addington , Carrie E. Bearden , Kristin S. Cadenhead , Diana O. Perkins , William S. Stone , Elaine F. Walker , Scott W. Woods , Tyrone D. Cannon , Daniel H. Mathalon

Background

Reduced mismatch negativity (MMN) is a widely replicated schizophrenia biomarker. Time-frequency analyses suggest that deficient phase synchrony and/or power of electroencephalography (EEG) event-related oscillations, especially theta, contribute to MMN deficits in schizophrenia. Whether theta oscillations assessed from a passive auditory oddball paradigm are abnormal in clinical high-risk for psychosis (CHR-P) individuals and whether these oscillations predict CHR-P clinical outcomes remain unclear. These questions were addressed using data from NAPLS2 (North American Prodrome Longitudinal Study 2).

Methods

EEG was recorded from 77 CHR-P individuals who converted to psychosis (CHR-Cs), 238 CHR-P nonconverters (CHR-NCs) who completed a 24-month follow-up, and 241 healthy control (HC) individuals. Theta oscillations elicited by standard and deviant tones were calculated. Theta (4–6 Hz) intertrial phase coherence (ITC) and total power were compared between groups and evaluated as predictors of time to psychosis conversion in the full CHR-P sample. Furthermore, analyses of covariance were used to assess whether theta deficits persisted while covarying for MMN.

Results

The CHR-C group, relative to the HC and CHR-NC groups, had reduced theta ITC for standards and deviants (ps < .029) and reduced total power for standards and deviants relative to the HC group (p = .021). Reduced theta ITC for standards and deviants predicted earlier psychosis conversion. The previously reported deficit in MMN amplitude in the CHR-C group was no longer significant after accounting for theta ITC or total power averaged across stimuli (ps > .187), but this was not true for theta ITC or total power deviant-standard difference scores (ps < .039).

Conclusions

These results implicate abnormalities in microcircuit generators of theta oscillations in CHR-P individuals at highest risk.
减少错配负性(MMN)是一种被广泛复制的精神分裂症生物标志物。时频分析表明,相同步缺陷和/或脑电图(EEG)事件相关振荡的功率,特别是θ波,导致精神分裂症的MMN缺陷。从被动听觉怪异范式评估的θ波振荡是否在临床精神病高危(chrp)个体中异常,以及这些振荡是否预测chrp的临床结果尚不清楚。这些问题通过NAPLS2(北美前驱期纵向研究2)的数据得到解决。方法对77例转化为精神病的chrp - p患者(chrc - cs)、238例完成24个月随访的chrp - p未转化者(chrc - nc)和241例健康对照(HC)进行seeg记录。计算了标准音调和偏差音调引起的θ振荡。比较两组之间的Theta (4-6 Hz)试验间相相干性(ITC)和总功率,并评估其作为整个chrp样本中精神病转化时间的预测因子。此外,使用协方差分析来评估MMN协变时theta缺陷是否持续存在。结果与HC组和cr - nc组相比,CHR-C组标准和偏差的θ ITC降低(p = 0.029),标准和偏差的总功率降低(p = 0.021)。标准和异常者的θ ITC降低预示着早期精神病转化。在考虑了θ ITC或刺激平均总功率(ps < .187)后,先前报道的chrc组MMN振幅缺陷不再显著,但对于θ ITC或总功率偏差标准差评分(ps < .039),情况并非如此。结论这些结果提示chrp高危人群θ波微电路发生器异常。
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引用次数: 0
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Biological psychiatry global open science
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