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Editorial: Neurocomputational models of decision-making and cognitive processes. 社论:决策和认知过程的神经计算模型。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-23 eCollection Date: 2026-01-01 DOI: 10.3389/fnhum.2026.1775871
Lidia Ghosh, Anuradha Saha
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引用次数: 0
Randomized prenatal and postnatal nutrient supplementation shows no long-term impact on cortical gray matter in Ghanaian children. 随机产前和产后营养补充显示对加纳儿童皮质灰质没有长期影响。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-23 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1672317
Fatimah B Ayete Labi, Ludmila Midrigan-Ciochina, Elizabeth L Prado, Seth Adu-Afarwuah, Kathryn G Dewey, Charles D Arnold, Adom Manu, Seth Kwadjo Angmorterh, John Arko-Mensah, Mavis Osipi Mensah, Helena Nti, Lois M Donkor Aryee, Yaw Boateng Mensah, Becky Amponsaa Appiah, David Atawone, Norbert Azantilow, Brietta M Oaks, Benjamin Amponsah, Paul D Hastings, Amanda E Guyer

Introduction: Maternal and child undernutrition are linked to atypical brain development in children. Provision of pre- and post-natal small-quantity lipid-based nutrient supplements (SQ-LNS) has been shown to positively impact children's growth and development. It is unknown, however, whether SQ-LNS affects child brain morphology.

Methods: The present study used data from the International Lipid-based Nutrient Supplements randomized controlled trial in Ghana. Participants were 231 children (M age = 10.6 years; 49.4% female) exposed to maternal iron and folic acid supplements prenatally (n = 113, control group) or maternal SQ-LNS prenatally until 6 mo postpartum and child SQ-LNS from age 6 to 18 months (n = 118, SQ-LNS group). Children underwent magnetic resonance imaging (MRI) of brain anatomy. Primary outcomes were total gray matter volume, cortical gray matter thickness, and cortical gray matter volume assessed with whole-brain analyses. Secondary outcomes were thickness and volume of a priori specified cortical and subcortical regions assessed with region-of-interest (ROI) analyses. Basic and full covariate models were tested and corrected for multiple comparisons.

Results: Whole-brain analyses revealed no significant differences between groups in total gray matter volume or cortical gray matter thickness or volume. Cortical ROI analyses showed the SQ-LNS versus control group had greater right caudal anterior cingulate cortex (ACC) thickness [mean (95%CI): 2.78 (2.73, 2.84) vs. 2.72 (2.67, 2.77); effect size = 0.21] and reduced left rostral ACC volume [2575.1 (2477.3, 2672.8) vs. 2678.74 (2568.7, 2788.8); effect size = 0.18]. Subcortical ROI analyses showed the SQ-LNS versus control group had greater volume of the left pallidus [1794.45 (1759.10, 1829.80) vs. 1726.13 (1685.05, 1767.21); effect size = 0.33] and right nucleus accumbens [751.54 (729.83, 773.24) vs. 705.73 (684.21, 727.24); effect size = 0.39]. Significant group differences did not hold after correction for multiple comparisons.

Discussion: In this cohort, pre- and post-natal SQ-LNS supplementation did not significantly alter total or cortical gray matter thickness and volume at 10 years, though secondary ROI analyses indicated subtle, non-robust differences in selected regions.

母亲和儿童营养不良与儿童大脑发育不典型有关。产前和产后提供少量脂质营养补充剂(SQ-LNS)已被证明对儿童的生长发育有积极影响。然而,SQ-LNS是否影响儿童脑形态尚不清楚。方法:本研究使用了加纳国际脂基营养补充剂随机对照试验的数据。研究对象为231名儿童(年龄10.6岁,女性49.4%),在产前接受母体铁和叶酸补充剂(n = 113,对照组),或在产前至产后6个月接受母体SQ-LNS,在6 - 18个月接受儿童SQ-LNS (n = 118, SQ-LNS组)。儿童接受了脑部解剖的核磁共振成像(MRI)。主要结果是通过全脑分析评估总灰质体积、皮质灰质厚度和皮质灰质体积。次要结果是用感兴趣区域(ROI)分析评估先验指定皮层和皮层下区域的厚度和体积。对基本和全协变量模型进行多重比较检验和修正。结果:全脑分析显示,两组间灰质总体积或皮质灰质厚度或体积无显著差异。皮质ROI分析显示,SQ-LNS组与对照组相比,右侧尾侧前扣带皮层(ACC)厚度更大[平均值(95%CI): 2.78(2.73, 2.84)比2.72 (2.67,2.77);效应值= 0.21]和左吻侧ACC体积减小[2575.1(2477.3,2672.8)比2678.74 (2568.7,2788.8);效应值= 0.18]。皮质下ROI分析显示,SQ-LNS组比对照组左侧苍白球体积更大[1794.45(1759.10,1829.80)比1726.13 (1685.05,1767.21)];效应大小= 0.33],右侧伏隔核[751.54 (729.83,773.24)vs. 705.73 (684.21, 727.24);效应值= 0.39]。经多次比较校正后,显著组间差异不成立。讨论:在这个队列中,产前和产后补充SQ-LNS并没有显著改变10岁时的总灰质或皮质灰质厚度和体积,尽管二次ROI分析显示在选定区域存在微妙的、非显著的差异。
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引用次数: 0
Deep learning approaches for EEG-based healthcare applications: a comprehensive review. 基于脑电图的医疗保健应用的深度学习方法:全面回顾。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-23 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1689073
RuiFang Lyu

Electroencephalography (EEG) is a longstanding means of non-invasively recording brain signals and has become highly valuable for the study of neurological and cognitive processes. Recent progress in deep learning has also greatly improved both EEG signal analysis and interpretation, making more accurate, reliable and scalable solutions in various healthcare applications. In this review, we present a comprehensive summary of the convergence of EEG and deep learning, with an emphasis on diagnostic of neurological disorders, brain recovery, mental health conditions, and brain-computer interface (BCI) applications. We methodically investigate the application of convolutional neural networks (CNNs), recurrent neural networks (RNNs), long short-term memory (LSTM) models, transformer models and hybrid architectures for EEG-based tasks. Key challenges that have been hampering emerging solutions are critically covered, namely signal-related variability, the lack of data, and deep learning model limited interpretability. Finally, we highlight emerging trends, open issues and promising research directions, with the aim of laying a solid ground toward the improvement of EEG-based healthcare applications and to drive future research in this fast-growing research area.

脑电图(EEG)是一种历史悠久的无创记录大脑信号的方法,在神经和认知过程的研究中具有很高的价值。深度学习的最新进展也极大地改善了脑电图信号的分析和解释,在各种医疗保健应用中提供了更准确、可靠和可扩展的解决方案。在这篇综述中,我们全面总结了脑电图和深度学习的融合,重点是神经系统疾病的诊断、大脑恢复、精神健康状况和脑机接口(BCI)的应用。我们系统地研究了卷积神经网络(cnn)、循环神经网络(rnn)、长短期记忆(LSTM)模型、变压器模型和混合架构在基于脑电图任务中的应用。本文重点讨论了阻碍新兴解决方案的关键挑战,即信号相关的可变性、数据的缺乏以及深度学习模型有限的可解释性。最后,我们强调了新兴趋势、开放问题和有前景的研究方向,旨在为改进基于脑电图的医疗保健应用奠定坚实的基础,并推动这一快速发展的研究领域的未来研究。
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引用次数: 0
Case Report: Effective management of a Meige syndrome patient with subthalamic stimulation-induced dyskinesia through timed stimulation programming of different contacts. 病例报告:通过不同接触点的定时刺激程序对Meige综合征丘脑下刺激诱发的运动障碍进行有效治疗。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-22 eCollection Date: 2026-01-01 DOI: 10.3389/fnhum.2026.1743270
Dawei Meng, Haihang Sun, Ning Wang, Zonghui Fu, Lin Wang

Introduction: Meige syndrome is a rare adult-onset segmental dystonia characterized by blepharospasms and oromandibular dystonia. Deep brain stimulation (DBS) of the subthalamic nucleus (STN) is an established treatment, but it can lead to stimulation-induced dyskinesia (SID) in some patients. Refractory SID in Meige syndrome after STN-DBS is clinically challenging. We report a case of a Meige syndrome patient who developed refractory SID following STN-DBS and was successfully managed using a novel timed-stimulation programming strategy employing different contacts.

Case description: A 47-year-old female with a two-year history of Meige syndrome developed refractory SID after the treatment of STN-DBS. Various programming strategies were attempted, including monopolar stimulation, interleaved stimulation, bipolar stimulation et al., but none achieved a balance between symptom control and SID. A novel approach involving timed alternation between ventral contacts (contacts 3 and 7) and dorsal contacts (contacts 4 and 8) was implemented. The stimulation was gradually programmed, the duration of ventral stimulation was increased while decreasing dorsal stimulation. Eventually, the patient achieved significant symptom improvement without SID. The reconstruction of the volume of tissue activated (VTA) revealed that this stimulation strategy likely modulates the neural circuits of pallidothalamic fibers (PTF) to suppress SID.

Conclusion: This case demonstrates that this noval timed stimulation programming can effectively manage refractory SID in Meige syndrome patients, offering a viable alternative when conventional methods fail. The findings suggest that PTF stimulation plays a key role in SID suppression, and this strategy warrants further investigation in larger cohorts.

简介:Meige综合征是一种罕见的成人发病的节段性肌张力障碍,其特征是眼睑痉挛和口下颌肌张力障碍。颅底核深部脑刺激(DBS)是一种成熟的治疗方法,但在一些患者中可能导致刺激诱发的运动障碍(SID)。STN-DBS后Meige综合征难治性SID在临床上具有挑战性。我们报告一例Meige综合征患者在STN-DBS后发生难治性SID,并通过采用不同接触者的新型定时刺激规划策略成功管理。病例描述:一名47岁女性,患有2年梅格综合征病史,经STN-DBS治疗后出现难治性SID。我们尝试了各种编程策略,包括单极刺激、交错刺激、双极刺激等,但没有一种策略能在症状控制和SID之间取得平衡。采用一种新的方法,在腹侧触点(触点3和7)和背侧触点(触点4和8)之间进行定时交替。刺激逐渐程序化,腹侧刺激持续时间增加,背侧刺激时间减少。最终,患者在没有SID的情况下取得了显著的症状改善。对组织激活体积(VTA)的重建显示,这种刺激策略可能通过调节丘脑皮层纤维(PTF)的神经回路来抑制SID。结论:该病例表明,这种新的定时刺激程序可以有效地治疗Meige综合征难治性SID,在常规方法失败时提供了一种可行的替代方案。研究结果表明,PTF刺激在SID抑制中起着关键作用,该策略值得在更大的队列中进一步研究。
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引用次数: 0
Advances in neuroimaging in cancer-related cognitive impairment. 癌症相关认知障碍的神经影像学研究进展。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-21 eCollection Date: 2026-01-01 DOI: 10.3389/fnhum.2026.1738024
Jinxin Li, Feiyun Cui, Yuanshan Yang, Qingting Zhang, Lijiao Zeng, Yulun Li, Yunxian Zhang, Jinbai Huang, Wei Wang

Cancer-related cognitive impairment (CRCI) is a cognitive dysfunction of the brain caused by the tumor itself and antitumor treatments such as radiotherapy, chemotherapy, endocrine therapy, and surgery. As a common complication of cancer, CRCI significantly affects patients' quality of life. In recent years, the neurobiological mechanisms of CRCI have garnered widespread attention. Research indicates that cancer-related therapies lead to CRCI by affecting brain structure, function, metabolism, and blood perfusion. Various neuroimaging techniques, including magnetic resonance imaging (MRI), positron emission tomography (PET), and electroencephalography (EEG), have been extensively employed to investigate the neurobiological underpinnings of CRCI. This article reviews recent advancements in neuroimaging research on CRCI, focusing on its influencing factors and the neural mechanisms underlying different cognitive domains, and summarizes findings from relevant animal model studies.

癌症相关认知障碍(Cancer-related cognitive impairment, CRCI)是由肿瘤本身和抗肿瘤治疗如放疗、化疗、内分泌治疗、手术等引起的大脑认知功能障碍。CRCI作为癌症常见的并发症,显著影响患者的生活质量。近年来,CRCI的神经生物学机制受到了广泛关注。研究表明,癌症相关治疗通过影响脑结构、功能、代谢和血液灌注导致CRCI。各种神经成像技术,包括磁共振成像(MRI)、正电子发射断层扫描(PET)和脑电图(EEG),已被广泛用于研究CRCI的神经生物学基础。本文综述了近年来CRCI的神经影像学研究进展,重点介绍了CRCI的影响因素和不同认知域的神经机制,并对相关动物模型研究结果进行了总结。
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引用次数: 0
Neuromotor adaptations in people with Parkinson's Disease following a 12-month multimodal non-contact boxing intervention. 帕金森病患者在12个月的多模式非接触拳击干预后的神经运动适应
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-21 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1707832
Adam C King, Joshua C Carr, Caleb Voskuil, Kuanting Chen, Ryan R Porter, Zoe Thijs, Christopher R Watts

Parkinson's Disease (PD) is a common neurological disorder that diminishes neuromotor control. Exercise training provides a nonpharmacological treatment option that may help motor symptom severity and trajectory. In the present case series, we assessed linear and non-linear measures of neuromotor control along with functional measures of mobility in six men living with PD across a year of multimodal exercise training. Our measurements encompassed mobility, balance, strength, and force control metrics and were captured at baseline as well as at defined intervals following exercise engagement. The results appear to indicate a favorable preservation of functional ability and neuromotor control for most of the cohort across the yearlong exercise intervention. Our linear measures of neuromotor control generally remained stable with slight improvements from baseline to month 12, with visually distinct trends for our non-linear measures (Sample Entropy) of neuromotor control suggestive of more adaptive motor control strategies for both postural and force control. These data corroborate reports showing favorable outcomes for people with Parkinson's Disease following exercise engagement. Our year-long assessment of neuromotor control in a cohort of men with Parkinson's disease provides a novel contribution to the trajectory of change in this population while undergoing multimodal exercise training.

帕金森病(PD)是一种常见的神经系统疾病,它会削弱神经运动控制能力。运动训练提供了一种非药物治疗选择,可能有助于运动症状的严重程度和轨迹。在本病例系列中,我们通过一年的多模式运动训练,评估了6名PD患者神经运动控制的线性和非线性测量以及活动能力的功能测量。我们的测量包括机动性、平衡性、力量和力控制指标,并在基线和运动后的规定间隔内捕获。结果似乎表明,在为期一年的运动干预中,大多数队列的功能能力和神经运动控制得到了良好的保存。我们的神经运动控制的线性测量总体上保持稳定,从基线到第12个月略有改善,我们的神经运动控制的非线性测量(样本熵)有明显的趋势,这表明姿势和力控制的运动控制策略更具适应性。这些数据证实了有关帕金森病患者参与运动后的有利结果的报告。我们对一组帕金森氏病患者的神经运动控制进行了长达一年的评估,为该人群在接受多模式运动训练时的变化轨迹提供了新的贡献。
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引用次数: 0
CSF1R-related leukoencephalopathy presenting with early apathy, hypoactivity, and cognitive flattening: a case report of a diagnostic challenge. csf1r相关脑白质病表现为早期冷漠、活动减退和认知扁平化:一个诊断挑战的病例报告
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-21 eCollection Date: 2026-01-01 DOI: 10.3389/fnhum.2026.1702515
Wen Yang, Chunli Li, Hongjiang Zhang, Yangjia Zhang

Hereditary diffuse leukoencephalopathy with axonal spheroids (HDLS) is a rare autosomal dominant leukodystrophy primarily caused by mutations in the colony-stimulating factor 1 receptor (CSF1R) gene, characterized by progressive cognitive and motor decline. We present a case of a 42-year-old Chinese woman with a rapidly progressive syndrome featuring prominent apathy, cognitive impairment, and hypoactivity. Brain magnetic resonance imaging (MRI) revealed extensive confluent white matter hyperintensities (Fazekas grade 3) predominantly in frontal and parietal lobes, cerebral atrophy, and thinning of the corpus callosum. Comprehensive genetic testing identified a heterozygous missense mutation in the CSF1R gene (c.2342C > T, p.Ala781Val), located within the tyrosine kinase domain, confirming the Diagnosis of HDLS. This case highlights early apathy and hypoactivity as red-flag manifestations of CSF1R-related leukoencephalopathy in a 42-year-old woman with rapidly progressive cognitive decline. The atypical presentation, initially mimicking psychiatric or demyelinating disease, underscores the need to consider CSF1R sequencing when encountering early-onset cognitive or behavioral deterioration with unexplained white-matter changes, thereby facilitating timely diagnosis and genetic counseling.

遗传性弥漫性脑白质病伴轴突球体(HDLS)是一种罕见的常染色体显性白质营养不良,主要由集落刺激因子1受体(CSF1R)基因突变引起,以进行性认知和运动能力下降为特征。我们报告一例42岁的中国女性,她的症状迅速进展,表现为明显的冷漠、认知障碍和活动不足。脑磁共振成像(MRI)显示广泛的汇合性白质高信号(Fazekas 3级),主要在额叶和顶叶,脑萎缩,胼胝体变薄。综合基因检测发现位于酪氨酸激酶结构域的CSF1R基因(c.2342C > T, p.Ala781Val)存在杂合错义突变,证实了HDLS的诊断。本病例强调了一名42岁女性认知能力快速进行性下降的csf1r相关脑白质病的早期冷漠和活动不足的红旗表现。非典型表现,最初模仿精神疾病或脱髓鞘疾病,强调在遇到早发性认知或行为恶化伴不明原因白质改变时需要考虑CSF1R测序,从而促进及时诊断和遗传咨询。
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引用次数: 0
The influence of class mobility on pain empathy among the wealthy in collectivist cultures: evidence from ERPs. 阶级流动对集体主义文化中富人痛苦共情的影响:来自erp的证据。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-21 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1675144
Bingni Huang, Jinwen He, Xiaomin Wu, Jiaxian Luo, Yanshan Zhang, Pinchao Luo

Introduction: As a privileged group within the social structure, the wealthy play a significant role in social philanthropy and public welfare initiatives, making their empathic capacity a subject of considerable interest. Previous research has found that wealthy individuals who have experienced upward class mobility paradoxically demonstrate reduced empathy toward the poor. However, these studies were predominantly conducted in individualistic cultural contexts, leaving the collectivist cultural perspective largely unexplored.

Methods: The present study employed a virtual-society paradigm to experimentally simulate class mobility in a collectivist context. Objective mobility direction (upward vs. horizontal) and subjective evaluation of mobility (positive vs. negative) were manipulated to construct four types of wealthy roles (upward-positive, upward-negative, horizontal-positive, horizontal-negative). Chinese university students from a collectivist cultural background were instructed to sequentially adopt each wealthy role and judge painful versus neutral pictures of the same low-status target, while event-related potentials (ERPs) were recorded.

Results: The results revealed that in the early N2 component, under upward mobility conditions, pain stimuli elicited significantly smaller N2 amplitudes compared to neutral stimuli, while no significant difference was observed under horizontal mobility conditions. In positive evaluation conditions, pain stimuli evoked significantly smaller N2 amplitudes than neutral stimuli, whereas no significant difference emerged in negative evaluation conditions. For the late LPP component, pain stimuli consistently elicited significantly larger LPP amplitudes than neutral stimuli, regardless of either the objective direction of class mobility or subjective evaluation.

Discussion: These findings suggest that, within this simulated class-mobility context, upward mobility experiences and positive appraisal primarily influence early neural processing of the poor target's pain, while later evaluative processing remains relatively stable. This study provides neural-level evidence for understanding how class mobility affects pain empathy among the wealthy in collectivist cultures, thereby enriching research on the relationship between social stratification and pain empathy.

引言:作为社会结构中的特权群体,富人在社会慈善和公益活动中发挥着重要作用,使他们的移情能力成为人们相当感兴趣的主题。先前的研究发现,经历过上层阶级流动的富人对穷人的同理心反而会降低。然而,这些研究主要是在个人主义文化背景下进行的,集体主义文化视角在很大程度上没有得到探索。方法:本研究采用虚拟社会范式,实验模拟集体主义背景下的阶级流动。通过操纵客观流动方向(向上与水平)和主观流动评价(积极与消极),构建了向上积极、向上消极、水平积极、水平消极四种财富角色类型。来自集体主义文化背景的中国大学生被要求依次扮演富有的角色,并对同一低地位目标的痛苦和中性图片进行判断,同时记录事件相关电位(ERPs)。结果:在早期N2成分中,在向上活动条件下,疼痛刺激诱发的N2振幅明显小于中性刺激,而在水平活动条件下无显著差异。在积极评价条件下,疼痛刺激诱发的N2波幅显著小于中性刺激,而在消极评价条件下无显著差异。对于后期LPP成分,无论阶级流动性的客观方向或主观评价如何,疼痛刺激始终比中性刺激引起更大的LPP振幅。讨论:这些发现表明,在这个模拟的阶级流动背景下,向上流动经历和积极评价主要影响穷人目标疼痛的早期神经加工,而后期评价加工保持相对稳定。本研究为理解阶级流动如何影响集体主义文化中富人的疼痛共情提供了神经层面的证据,从而丰富了社会分层与疼痛共情关系的研究。
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引用次数: 0
Effects of violence on executive function: a neuropsychological and predictive analysis in victims of the armed conflict in Colombia. 暴力对执行功能的影响:哥伦比亚武装冲突受害者的神经心理学和预测分析。
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-21 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1737110
Loida Camargo, Aida Patricia Manjarrés, Marina B Martínez-Gonzalez

Introduction: Exposure to violence has been associated with alterations in how the brain organizes thought, regulates emotions, and guides behavior. In Colombia, decades of armed conflict have generated heterogeneous patterns of cognitive vulnerability, yet evidence on executive and emotional functioning in adult victims remains limited.

Methods: This cross-sectional study compared executive and emotional functioning between victims and non-victims of the Colombian armed conflict. A total of 300 middle-aged adults from the Department of Bolívar were assessed using a neuropsychological battery (MMSE, Tower of Hanoi, Wisconsin Card Sorting Test, Stroop Test, and Frontal Assessment Battery) and emotional screening instruments (GAD-7 and PHQ-2). Executive function was modeled as a latent construct using confirmatory factor analysis and Multiple Indicators Multiple Causes (MIMIC) models adjusted for sociodemographic covariates. Random Forest was implemented as a complementary, assumption-free analytic strategy.

Results: Victims showed significantly poorer performance in planning, cognitive flexibility, and inhibitory control (β = -0.178; p = 0.024). Educational attainment emerged as the strongest predictor of executive functioning (β = -0.249; p < 0.001). The factorial model showed modest fit (CFI = 0.76), reflecting ecological and educational heterogeneity. Machine learning analyses converged with latent-variable results, identifying exposure to violence and structural inequalities as the strongest predictors of executive variability, whereas emotional factors played a marginal role.

Discussion: The findings delineate a cognitive profile associated with conflict-related victimization, characterized by vulnerabilities in executive control processes. These results underscore the need for clinical and public policy interventions that integrate neuroscientific approaches to strengthen planning and decision-making capacities in populations affected by armed conflict.

简介:接触暴力与大脑组织思想、调节情绪和指导行为的方式发生改变有关。在哥伦比亚,数十年的武装冲突造成了不同类型的认知脆弱性,但关于成年受害者的执行和情感功能的证据仍然有限。方法:本横断面研究比较了哥伦比亚武装冲突受害者和非受害者的执行和情感功能。采用神经心理测试(MMSE、Tower of Hanoi、Wisconsin Card Sorting Test、Stroop Test和额部评估测试)和情绪筛查工具(GAD-7和PHQ-2)对来自Bolívar系的300名中年人进行评估。使用验证性因素分析和多指标多原因(MIMIC)模型对社会人口统计协变量进行调整,将执行功能建模为潜在结构。随机森林是一种互补的、无假设的分析策略。结果:受害者在计划、认知灵活性和抑制控制方面的表现明显较差(β = -0.178; p = 0.024)。受教育程度是执行功能的最强预测因子(β = -0.249; p < 0.001)。析因模型显示适度拟合(CFI = 0.76),反映了生态和教育的异质性。机器学习分析与潜在变量结果相结合,确定暴力暴露和结构性不平等是高管可变性的最强预测因素,而情感因素发挥了边缘作用。讨论:研究结果描述了与冲突相关的受害相关的认知概况,其特征是执行控制过程中的脆弱性。这些结果强调了临床和公共政策干预的必要性,这些干预应结合神经科学方法,以加强受武装冲突影响人群的规划和决策能力。
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引用次数: 0
Predictive coding in psychopathology: mechanistic model or metaphorical re-description? 精神病理学中的预测编码:机制模型还是隐喻性再描述?
IF 2.7 3区 医学 Q3 NEUROSCIENCES Pub Date : 2026-01-16 eCollection Date: 2025-01-01 DOI: 10.3389/fnhum.2025.1743028
Albandri Sultan Alotaibi

Predictive coding (PC) has become a central framework in contemporary cognitive neuroscience, proposing that the brain operates as a hierarchical inference system that continuously minimizes the mismatch between predicted and actual sensory input. Its extension into clinical neuroscience has been accompanied by considerable enthusiasm, yet attempts to translate its computational principles into explanations of psychiatric and neurological disorders have yielded uneven results. The present review critically examines the clinical applicability of PC across three diagnostic domains: schizophrenia, autism spectrum disorder (ASD), and mood and anxiety disorders. Drawing on findings from neuroimaging, electrophysiology, and computational modeling, the discussion evaluates how disturbances in prediction error signaling, the precision weighting of sensory evidence relative to prior beliefs, and hierarchical inference have been proposed to relate to core clinical phenomena such as hallucinations, sensory hypersensitivity, and affective dysregulation. Particular attention is given to persistent theoretical tensions, including debates surrounding prior precision, the mapping between neural proxies and behavior, and the inconsistent use of PC terminology across diagnostic contexts. By adopting a structured and comparative approach, this review aims to clarify where predictive coding offers testable mechanistic insight into psychopathology, and where its explanatory scope remains limited or provisional.

预测编码(PC)已经成为当代认知神经科学的核心框架,提出大脑作为一个分层推理系统运行,不断减少预测和实际感觉输入之间的不匹配。它在临床神经科学领域的扩展一直伴随着相当大的热情,然而,将其计算原理解释为精神和神经疾病的尝试却产生了不平衡的结果。本综述批判性地考察了PC在三个诊断领域的临床适用性:精神分裂症、自闭症谱系障碍(ASD)、情绪和焦虑障碍。根据神经影像学、电生理学和计算模型的研究结果,讨论评估了预测错误信号的干扰、相对于先前信念的感觉证据的精确加权和分层推理如何被提出与幻觉、感觉超敏反应和情感失调等核心临床现象相关。特别关注持续的理论紧张,包括围绕先验精度的争论,神经代理和行为之间的映射,以及诊断环境中PC术语的不一致使用。通过采用结构化和比较的方法,本综述旨在澄清预测编码在精神病理学中提供可测试的机制见解的地方,以及其解释范围仍然有限或暂时的地方。
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Frontiers in Human Neuroscience
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