Psychiatry Research: Neuroimaging最新文献

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Altered spontaneous activity and functional connectivity of the cingulate gyrus is correlated with anxiety in patients with benign paroxysmal positional vertigo 良性阵发性位置性眩晕患者扣带回自发性活动和功能连通性的改变与焦虑相关。
IF 2.1 4区 医学
Psychiatry Research: Neuroimaging Pub Date : 2026-06-01 Epub Date: 2026-02-22 DOI: 10.1016/j.pscychresns.2026.112183
Jianmin Zheng , Wei Fu , Yijun Li , Yuanqiang Zhu , Guorui Hou , Chen Wang , Fan Guo , Minwen Zheng
{"title":"Altered spontaneous activity and functional connectivity of the cingulate gyrus is correlated with anxiety in patients with benign paroxysmal positional vertigo","authors":"Jianmin Zheng ,&nbsp;Wei Fu ,&nbsp;Yijun Li ,&nbsp;Yuanqiang Zhu ,&nbsp;Guorui Hou ,&nbsp;Chen Wang ,&nbsp;Fan Guo ,&nbsp;Minwen Zheng","doi":"10.1016/j.pscychresns.2026.112183","DOIUrl":"10.1016/j.pscychresns.2026.112183","url":null,"abstract":"<div><h3>Purpose</h3><div>The purpose of this study was to apply the functional magnetic resonance imaging (fMRI) to investigate the relationship between benign paroxysmal positional vertigo (BPPV) and anxiety.</div></div><div><h3>Methods</h3><div>30 healthy subjects and 30 patients with diagnosis of unilateral idiopathic BPPV were recruited. All patients underwent generalized anxiety disorder 7-item scale (GAD-7) evaluations and fMRI. The ALFF method was used to assess the spontaneous brain activity. We further analyze the functional connectivity (FC) to explore changes in remote connectivity of the cingulate gyrus in patients with BPPV.</div></div><div><h3>Results</h3><div>In contrast to healthy controls, BPPV patients exhibited increased scores in GAD-7 (<em>p</em> &lt; 0.001). The ALFF increased in the bilateral putamen, bilateral pallidum and right middle cingulate gyrus (<em>p</em> &lt; 0.05). Correlation analysis revealed that the mean ALFF values in the right middle cingulate gyrus displayed significant positive correlations with the GAD-7 scores (<em>r</em> = 0.38, <em>p</em> = 0.03). Furthermore, the patients with BPPV showed significantly increased FC between the right middle cingulate gyrus and the left cerebellum Crus I (<em>p</em> &lt; 0.05). GAD-7 scores was positively correlated with the FC between the right middle cingulate gyrus and the left cerebellum Crus I (<em>r</em> = 0.39, <em>p</em> = 0.02).</div></div><div><h3>Conclusion</h3><div>BPPV patients showed altered spontaneous activity in the right middle cingulate gyrus, which was associated with anxiety. And FC between the right middle cingulate gyrus and the left cerebellum Crus I was increased.</div></div>","PeriodicalId":20776,"journal":{"name":"Psychiatry Research: Neuroimaging","volume":"358 ","pages":"Article 112183"},"PeriodicalIF":2.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147348857","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A perspective on the necessity and brain network principles for combining tDCS with psychotherapy in OCD 强迫症患者tDCS与心理治疗相结合的必要性及脑网络原理探讨。
IF 2.1 4区 医学
Psychiatry Research: Neuroimaging Pub Date : 2026-06-01 Epub Date: 2026-02-04 DOI: 10.1016/j.pscychresns.2026.112173
Li Qi , Xiaomin Pan
{"title":"A perspective on the necessity and brain network principles for combining tDCS with psychotherapy in OCD","authors":"Li Qi ,&nbsp;Xiaomin Pan","doi":"10.1016/j.pscychresns.2026.112173","DOIUrl":"10.1016/j.pscychresns.2026.112173","url":null,"abstract":"<div><div>Increasing evidence explores the potential of combining psychotherapy with transcranial direct current stimulation (tDCS) to facilitate meaningful clinical changes. A recent study outlines a protocol for a randomized controlled trial of tDCS-enhanced exposure and response prevention (ERP) for obsessive-compulsive disorder. In light of the variable efficacy reported for tDCS monotherapy, we discuss the theoretical support for this combined approach, emphasizing the activity-selectivity hypothesis and state-dependent fear extinction. Furthermore, we suggest that therapeutic benefits might emerge from broader network synergy and connectivity reconfiguration rather than local excitability changes alone, indicating the potential value of multimodal neuroimaging in elucidating these dynamic mechanisms.</div></div>","PeriodicalId":20776,"journal":{"name":"Psychiatry Research: Neuroimaging","volume":"358 ","pages":"Article 112173"},"PeriodicalIF":2.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146137642","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Resting-state functional magnetic resonance imaging study of voxel-mirrored homotopy connections in patients with schizophrenia 精神分裂症患者体素镜像同伦连接静息状态功能磁共振成像研究。
IF 2.1 4区 医学
Psychiatry Research: Neuroimaging Pub Date : 2026-06-01 Epub Date: 2026-01-15 DOI: 10.1016/j.pscychresns.2026.112143
Tangyu Gao , Wei Liu
{"title":"Resting-state functional magnetic resonance imaging study of voxel-mirrored homotopy connections in patients with schizophrenia","authors":"Tangyu Gao ,&nbsp;Wei Liu","doi":"10.1016/j.pscychresns.2026.112143","DOIUrl":"10.1016/j.pscychresns.2026.112143","url":null,"abstract":"<div><h3>Background</h3><div>This resting-state functional magnetic resonance imaging (rs-fMRI) study investigated alterations in voxel-mirrored homotopic connectivity between schizophrenia patients and healthy controls. It further explored the associations between these neural alterations and clinical profiles. The findings aim to enhance the understanding of interhemispheric dysconnectivity in schizophrenia and may offer clues for identifying potential neurobiological substrates of the disorder.</div></div><div><h3>Methods</h3><div>A total of 38 schizophrenic individuals who attended the psychiatric department were recruited as the experimental group, and 35 healthy volunteers from the medical examination centre were enrolled as the control group during the same time period. Scanning of the subject's entire brain using 3.0T MRI. we finally analysed the correlation between voxel-mirrored homotopic connectivity (VMHC) values and disease severity, disease duration and cognitive function.</div></div><div><h3>Results</h3><div>(1) VMHC values were significantly lower in the bilateral lingual gyrus in the case group compared to the control group(p&lt;0.05). (2)After applying rigorous False Discovery Rate (FDR) correction for multiple comparisons, the reduction in lingual gyrus VMHC remained specifically and positively correlated with poorer performance in delayed memory (p&lt;0.05,Cohen's d = -1.09). Nominal associations with illness duration and overall symptom severity did not survive this statistical correction. (3) The VMHC values were positively correlated with the total cognitive scale score and the delayed memory factor score (p&lt;0.05, q&lt; 0.015).</div></div><div><h3>Conclusions</h3><div>This study identifies a robust reduction in interhemispheric functional connectivity within the lingual gyrus of chronic, medicated schizophrenia patients. Critically, the extent of this reduction is specifically linked to the severity of memory impairment, rather than to general symptom profiles. These findings highlight the role of aberrant homotopic connectivity in visual association cortex in the cognitive pathophysiology of schizophrenia and provide a focused neurobiological correlate for future mechanistic and longitudinal investigations.</div></div>","PeriodicalId":20776,"journal":{"name":"Psychiatry Research: Neuroimaging","volume":"358 ","pages":"Article 112143"},"PeriodicalIF":2.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146132980","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Local and network neural activations and their associations with sleep parameters during threat conditioning and extinction in persons with generalized anxiety disorder with and without insomnia disorder 伴有或不伴有失眠症的广泛性焦虑障碍患者威胁条件反射和消退过程中局部和网络神经激活及其与睡眠参数的关联
IF 2.1 4区 医学
Psychiatry Research: Neuroimaging Pub Date : 2026-06-01 Epub Date: 2026-01-24 DOI: 10.1016/j.pscychresns.2026.112152
Jeehye Seo , Cagri Yuksel , Katelyn I. Oliver , Carolina Daffre , Huijin Song , Natasha B. Lasko , Emma R.S. McCoy , Mohammed R. Milad , Byoung-Kyong Min , Edward F. Pace-Schott
{"title":"Local and network neural activations and their associations with sleep parameters during threat conditioning and extinction in persons with generalized anxiety disorder with and without insomnia disorder","authors":"Jeehye Seo ,&nbsp;Cagri Yuksel ,&nbsp;Katelyn I. Oliver ,&nbsp;Carolina Daffre ,&nbsp;Huijin Song ,&nbsp;Natasha B. Lasko ,&nbsp;Emma R.S. McCoy ,&nbsp;Mohammed R. Milad ,&nbsp;Byoung-Kyong Min ,&nbsp;Edward F. Pace-Schott","doi":"10.1016/j.pscychresns.2026.112152","DOIUrl":"10.1016/j.pscychresns.2026.112152","url":null,"abstract":"<div><div>Deficient extinction learning and memory are hypothesized mechanisms for pathological anxiety that are associated with sleep disturbance. fMRI neural activations to threat conditioning, extinction learning, and extinction recall were measured. Activations were compared, in persons with Generalized Anxiety Disorder (GAD), between those with moderate to severe Insomnia Disorder (ID) and those with absent or sub-threshold ID. Relationships of activations with measures of sleep quality and physiology were examined. Between-group comparisons and whole-sample correlation with sleep parameters were examined in relation to large-scale brain networks using a liberal cluster-determining threshold. Localized activations were then identified using family-wise error correction. Activations to the reinforced stimulus (CS+) that increased from the beginning to end (“across”) threat conditioning were more extensive within the GAD+ID group. Increased activations to the CS+ across extinction learning were greater within the GAD-ID than the GAD+ID group, and delayed 24 h in the latter. Greater sleep efficiency was associated with decreased activations across threat conditioning, but with increased activations across extinction learning. Better sleep quality promoted greater engagement of neural substrates of extinction learning. The GAD+ID group failed to engage brain areas supporting extinction learning immediately following threat conditioning, but did so when stimuli were again presented following a delay.</div></div>","PeriodicalId":20776,"journal":{"name":"Psychiatry Research: Neuroimaging","volume":"358 ","pages":"Article 112152"},"PeriodicalIF":2.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146126248","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
LEFF-ViT: A locally enhanced vision transformer framework for accurate Alzheimer’s Disease classification from brain MRI LEFF-ViT:一个局部增强的视觉转换框架,用于从脑MRI准确分类阿尔茨海默病。
IF 2.1 4区 医学
Psychiatry Research: Neuroimaging Pub Date : 2026-06-01 Epub Date: 2026-01-31 DOI: 10.1016/j.pscychresns.2026.112155
Shruti Pallawi, Dushyant Kumar Singh
{"title":"LEFF-ViT: A locally enhanced vision transformer framework for accurate Alzheimer’s Disease classification from brain MRI","authors":"Shruti Pallawi,&nbsp;Dushyant Kumar Singh","doi":"10.1016/j.pscychresns.2026.112155","DOIUrl":"10.1016/j.pscychresns.2026.112155","url":null,"abstract":"<div><div>Early and accurate diagnosis of Alzheimer's Disease (AD) is critical for effective disease management and progression delay. Researches have been done in past towards better study of Alzheimer's, but advancements in feature engineering-cum-learning methodologies have still created scope to overcome the limits of previous methods and achieve more accurate modelling and classification. Here, we propose a novel model, LEFF-ViT (Locally Enhanced Feedforward Vision Transformer), for AD classification along with a framework culminating an idea of using separate segmented brain subregions as a marked feature engineering element. For this Segmentation of MRI images are done to extract White Matter (WM), Gray Matter (GM), and Cerebrospinal Fluid (CSF) regions using a Deep Residual Squeeze-Inception U-Net (De-RIS U-Net). Subsequently, a novel DWFE-Net is employed to extract discriminative spatial features. Finally, LEFF-ViT integrates a Vision Transformer with Multi-Head Self-Attention and a Locally Enhanced Feedforward Network (LFFN) to effectively capture both local and global contextual information for accurate classification. The experimental results demonstrate that the proposed model achieves an accuracy of 98.68 %, a sensitivity of 96.45 %, a specificity of 98.17 %, a Dice score of 96.36 %, and a Jaccard index of 92.31 %, which nearly outperforms the existing state-of-the-art methods across multiple evaluation metrics.</div></div>","PeriodicalId":20776,"journal":{"name":"Psychiatry Research: Neuroimaging","volume":"358 ","pages":"Article 112155"},"PeriodicalIF":2.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146137636","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Brain structural and functional alterations in adolescents with borderline personality disorder: A systematic review and a research agenda 青少年边缘型人格障碍的脑结构和功能改变:系统回顾和研究议程。
IF 2.1 4区 医学
Psychiatry Research: Neuroimaging Pub Date : 2026-06-01 Epub Date: 2026-02-19 DOI: 10.1016/j.pscychresns.2026.112181
Xueying Wang , Xiaoping Yi , Qian Xiao , Jing Wang , Yan Fu , Liying Shen , Jinfan Zhang , Feifei Wu , Han Wu , Alessandro Grecucci , Bihong T. Chen
{"title":"Brain structural and functional alterations in adolescents with borderline personality disorder: A systematic review and a research agenda","authors":"Xueying Wang ,&nbsp;Xiaoping Yi ,&nbsp;Qian Xiao ,&nbsp;Jing Wang ,&nbsp;Yan Fu ,&nbsp;Liying Shen ,&nbsp;Jinfan Zhang ,&nbsp;Feifei Wu ,&nbsp;Han Wu ,&nbsp;Alessandro Grecucci ,&nbsp;Bihong T. Chen","doi":"10.1016/j.pscychresns.2026.112181","DOIUrl":"10.1016/j.pscychresns.2026.112181","url":null,"abstract":"<div><div>Adolescent borderline personality disorder (aBPD) is linked to severe psychological problems and social dysfunction in the affected adolescents. However, the neural bases of this disorder are still poorly understood. The objective of this review is to summarize the current understanding of brain structural and functional alterations identified by neuroimaging methods and to propose future research directions. This systematic review identified widespread alterations of three main brain networks in aBPD, i.e., the Central Executive Network, the Default Mode Network, and the Affective Network. We also provide insights for future research using novel analytical techniques and artificial intelligence, to facilitate the identification of potential neuroimaging biomarkers for aBPD. The potential for targeting the dysfunctional networks via neurostimulation method is also discussed from a theoretical and hypothesis-generating perspective.</div></div>","PeriodicalId":20776,"journal":{"name":"Psychiatry Research: Neuroimaging","volume":"358 ","pages":"Article 112181"},"PeriodicalIF":2.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147309490","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of the application value of multi-slice spiral CT and multimodal MRI in screening patients with bipolar disorder 多层螺旋CT与多模态MRI在双相情感障碍筛查中的应用价值分析。
IF 2.1 4区 医学
Psychiatry Research: Neuroimaging Pub Date : 2026-06-01 Epub Date: 2026-02-18 DOI: 10.1016/j.pscychresns.2026.112178
Yandong Si , Yan Yu , Hongfeng Fan , Zhiqiang Xing
{"title":"Analysis of the application value of multi-slice spiral CT and multimodal MRI in screening patients with bipolar disorder","authors":"Yandong Si ,&nbsp;Yan Yu ,&nbsp;Hongfeng Fan ,&nbsp;Zhiqiang Xing","doi":"10.1016/j.pscychresns.2026.112178","DOIUrl":"10.1016/j.pscychresns.2026.112178","url":null,"abstract":"<div><h3>Bipolar</h3><div>disorder (BD) is a complex psychiatric condition. Multi-slice spiral computed tomography (MSCT) and multimodal magnetic resonance imaging (MRI), offer potential tools for improving diagnostic accuracy.</div></div><div><h3>Objective</h3><div>To evaluate application value of multi-slice spiral CT and multimodal MRI in screening patients with BD.</div></div><div><h3>Methods</h3><div>The study included 150 participants (75 BD patients and 75 age- and sex-matched healthy controls). Participants underwent comprehensive psychiatric evaluation, MSCT scanning, and multimodal MRI including structural, functional, and diffusion tensor imaging.</div></div><div><h3>Results</h3><div>MSCT revealed significant reductions in gray matter volume in prefrontal cortex (350±45 vs. 385±50 cm³, <em>p</em> &lt; 0.001), anterior cingulate cortex (120±15 vs. 135±18 cm³, <em>p</em> = 0.002), and temporal lobes (250±30 vs. 280±35 cm³, <em>p</em> &lt; 0.001) in BD patients. Multimodal MRI demonstrated decreased functional connectivity within the default mode network (correlation coefficient: 0.45±0.10 vs. 0.60±0.08, <em>p</em> &lt; 0.001) and reduced fractional anisotropy in white matter tracts. Combined MSCT and multimodal MRI showed superior diagnostic performance (sensitivity 92 %, specificity 90 %, AUC 0.95) compared to individual modalities (MSCT: AUC 0.80; MRI: AUC 0.90). Imaging findings significantly correlated with clinical measures, including YMRS scores (<em>r</em>=-0.42, <em>p</em> &lt; 0.001) and GAF scores (<em>r</em> = 0.35, <em>p</em> = 0.003).</div></div><div><h3>Conclusions</h3><div>Combined application of MSCT and multimodal MRI significantly enhances diagnostic accuracy for bipolar disorder compared to either modality alone.</div></div>","PeriodicalId":20776,"journal":{"name":"Psychiatry Research: Neuroimaging","volume":"358 ","pages":"Article 112178"},"PeriodicalIF":2.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147348800","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
EEG markers of mind wandering as predictors of sustained attention in pediatric ADHD 脑电图标记的走神作为儿童多动症持续注意力的预测因素。
IF 2.1 4区 医学
Psychiatry Research: Neuroimaging Pub Date : 2026-06-01 Epub Date: 2026-02-02 DOI: 10.1016/j.pscychresns.2026.112163
Maryam Azimi , Reza Kazemi , Masoume Pourmohamadreza-Tajrishi , Behrooz Dolatshahi
{"title":"EEG markers of mind wandering as predictors of sustained attention in pediatric ADHD","authors":"Maryam Azimi ,&nbsp;Reza Kazemi ,&nbsp;Masoume Pourmohamadreza-Tajrishi ,&nbsp;Behrooz Dolatshahi","doi":"10.1016/j.pscychresns.2026.112163","DOIUrl":"10.1016/j.pscychresns.2026.112163","url":null,"abstract":"<div><div>Mind wandering (MW) refers to a shift from task-related, stimulus-driven thoughts to internally generated thoughts. While commonly experienced, particularly among individuals with attention deficit/hyperactivity disorder (ADHD), it remains understudied in children, especially through objective measures such as neural markers. This study aimed, first, to examine differences in neural activation and functional connectivity related to MW between typically developing children and those diagnosed with ADHD. Second, it explored how these neural markers relate to sustained attention in children with ADHD, with the goal of identifying objective indicators for diagnosis. Electroencephalography (EEG) was used to assess current source density and lagged functional connectivity across 13 brain regions associated with MW. Participants completed the Integrated Visual and Auditory Continuous Performance Test (IVA), which measures auditory and visual sustained attention. Children with ADHD showed distinct patterns of neural activation and connectivity, including increased delta and decreased beta connectivity. These changes were accompanied by increased activity in the default mode network (DMN) and impaired regulation by the executive control network (ECN). In addition to the DMN (commonly linked to MW), several non-DMN regions and their connectivity were also associated with various aspects of sustained attention, including focus, vigilance, comprehension, and persistence. These findings highlight the contribution of MW to attentional deficits in ADHD and underscore its potential as a measurable and clinically meaningful feature of ADHD psychopathology, with important implications for both diagnosis and intervention.</div></div>","PeriodicalId":20776,"journal":{"name":"Psychiatry Research: Neuroimaging","volume":"358 ","pages":"Article 112163"},"PeriodicalIF":2.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146143427","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep learning based treatment remission prediction to transcranial direct current stimulation in bipolar depression using EEG power spectral density 基于深度学习的双相抑郁症经颅直流电刺激治疗缓解预测脑电功率谱密度
IF 2.1 4区 医学
Psychiatry Research: Neuroimaging Pub Date : 2026-04-01 Epub Date: 2025-12-22 DOI: 10.1016/j.pscychresns.2025.112115
Jijomon Chettuthara Moncy , Wenyi Xiao , Rachel D. Woodham , Ali-Reza Ghazi-Noori , Hakimeh Rezaei , Elvira Bramon , Philipp Ritter , Michael Bauer , Allan H. Young , Yong Fan , Cynthia H.Y. Fu
{"title":"Deep learning based treatment remission prediction to transcranial direct current stimulation in bipolar depression using EEG power spectral density","authors":"Jijomon Chettuthara Moncy ,&nbsp;Wenyi Xiao ,&nbsp;Rachel D. Woodham ,&nbsp;Ali-Reza Ghazi-Noori ,&nbsp;Hakimeh Rezaei ,&nbsp;Elvira Bramon ,&nbsp;Philipp Ritter ,&nbsp;Michael Bauer ,&nbsp;Allan H. Young ,&nbsp;Yong Fan ,&nbsp;Cynthia H.Y. Fu","doi":"10.1016/j.pscychresns.2025.112115","DOIUrl":"10.1016/j.pscychresns.2025.112115","url":null,"abstract":"<div><div>Bipolar disorder is characterized by marked changes in mood and activity levels and is a leading cause of disability worldwide. We sought to investigate the application of deep learning methods to electroencephalogram (EEG) signals to predict clinical remission after 6 weeks of home-based transcranial direct current stimulation (tDCS) treatment. Pre-treatment resting-state EEG acquired from 21 bipolar participants was used for this work. A hybrid 1DCNN and GRU model, with input from power spectral density values of theta, beta and gamma frequency bands of the AF7 and TP10 electrodes, achieved a treatment remission prediction accuracy of 78.5% (sensitivity 81.4%, specificity 74.64%).</div></div>","PeriodicalId":20776,"journal":{"name":"Psychiatry Research: Neuroimaging","volume":"357 ","pages":"Article 112115"},"PeriodicalIF":2.1,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145869103","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An effective alzheimer disease diagnosis using resting state fmri images and broad learning system 利用静息状态fmri图像和广泛学习系统有效诊断阿尔茨海默病
IF 2.1 4区 医学
Psychiatry Research: Neuroimaging Pub Date : 2026-04-01 Epub Date: 2026-01-14 DOI: 10.1016/j.pscychresns.2025.112133
Sali Issa , Qi Wang , Ruinan Qi , Guangxi Peng , Shi Yin , Qinmu Peng
{"title":"An effective alzheimer disease diagnosis using resting state fmri images and broad learning system","authors":"Sali Issa ,&nbsp;Qi Wang ,&nbsp;Ruinan Qi ,&nbsp;Guangxi Peng ,&nbsp;Shi Yin ,&nbsp;Qinmu Peng","doi":"10.1016/j.pscychresns.2025.112133","DOIUrl":"10.1016/j.pscychresns.2025.112133","url":null,"abstract":"<div><div>In this paper, a new multiclass Alzheimer diagnosis system is proposed using Broad Learning (BL) and the combination of Local Coherence (LCOR) and Intrinsic Connectivity Contrast (ICC) parameters. A public resting state fMRI database; including healthy elderly subjects (HC), Alzheimer Disease (AD) and Mild Cognitive Impairment (MCI) patients; was chosen in this study. All rs-fMRI pre-processing and analysis were performed by CONN toolbox. Three contrast cases of AD, MCI and HC were implemented within the group-level analysis, then both LCOR and ICC parameters of the effected brain clusters were combined and collected. For diagnosis system, Broad Learning (BL) classifier is trained to classify three stages of AD, MCI and HC, respectively. Referring to the experimental results and compared with other current studies, the proposed system achieved high average accuracy of 99.6% with low training time of 2 s. Furthermore, a mapping between effected brain regions and their functions is given to interprets the common symptoms for AD and MCI patients.</div></div>","PeriodicalId":20776,"journal":{"name":"Psychiatry Research: Neuroimaging","volume":"357 ","pages":"Article 112133"},"PeriodicalIF":2.1,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146023394","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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