Psychoradiology最新文献

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7T magnetic resonance imaging-based investigation of the correlation between mammillary body structure and cognitive impairment in patients with spinocerebellar ataxia type 3. 基于7T磁共振成像的3型脊髓小脑性共济失调患者乳腺体结构与认知功能障碍的相关性研究
Psychoradiology Pub Date : 2025-06-19 eCollection Date: 2025-01-01 DOI: 10.1093/psyrad/kkaf010
Congwei Li, Yunsong Peng, Peiling Ou, Ru Wen, Wei Chen, Chong Tian, Zhiming Zhen, Xingang Wang, Lan Ou, Chen Liu, Bijia Wang
{"title":"7T magnetic resonance imaging-based investigation of the correlation between mammillary body structure and cognitive impairment in patients with spinocerebellar ataxia type 3.","authors":"Congwei Li, Yunsong Peng, Peiling Ou, Ru Wen, Wei Chen, Chong Tian, Zhiming Zhen, Xingang Wang, Lan Ou, Chen Liu, Bijia Wang","doi":"10.1093/psyrad/kkaf010","DOIUrl":"10.1093/psyrad/kkaf010","url":null,"abstract":"<p><strong>Background: </strong>Spinocerebellar ataxia type 3 (SCA3) is a hereditary disease characterized by cerebellar atrophy and motor dysfunction. Patients also exhibit non-ataxic symptoms such as cognitive impairment. While prior neuroimaging studies have identified multiple cognition-associated brain regions in SCA3 patients, research on Papez circuit structural damage (e.g., mammillary bodies (MBs)) remains sparse. Advancements in 7T magnetic resonance imaging (MRI) technology have enabled scanning and quantitative analysis of structures such as the MBs within the Papez circuit. In this study, we investigated the relationship between cognitive impairment in patients with SCA3 and structural changes in the three Papez circuit structures: the MBs, the mammillothalamic tract (MTT), and the post-commissural fornix (PF).</p><p><strong>Methods: </strong>This cross-sectional study included 46 SCA3 patients and 48 healthy controls undergoing 7T MRI and neuropsychological assessments. Using manual delineation and a deep learning model, we extracted the MB, MTT, and PF volumes from participants. Subsequently, we statistically analyzed the quantitative data.</p><p><strong>Results: </strong>SCA3 patients exhibited reduced MB, PF, and MTT volumes compared with those of the healthy controls. The MB, left MTT, and left PF volumes were significantly lower in cognitive impairment than in cognitive preserved. Cognitive function in SCA3 patients was positively correlated with the MB, left MTT, and left PF, whereas motor function was negatively correlated with the MB and left PF.</p><p><strong>Conclusion: </strong>Decreased cognitive and memory function in SCA3 patients is associated with MB, MTT, and PF alterations and is more pronounced on the left side. Motor dysfunction may be correlated with cognitive impairment development.</p>","PeriodicalId":93496,"journal":{"name":"Psychoradiology","volume":"5 ","pages":"kkaf010"},"PeriodicalIF":0.0,"publicationDate":"2025-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12204607/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144531538","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Detection of suicide risk using event-related potentials: a comprehensive systematic review and meta-analysis. 使用事件相关电位检测自杀风险:一项全面的系统综述和荟萃分析。
Psychoradiology Pub Date : 2025-06-11 eCollection Date: 2025-01-01 DOI: 10.1093/psyrad/kkaf018
Qianlan Yin, Huijing Xu, Zhuyu Chen, Qian Jiang, Taosheng Liu
{"title":"Detection of suicide risk using event-related potentials: a comprehensive systematic review and meta-analysis.","authors":"Qianlan Yin, Huijing Xu, Zhuyu Chen, Qian Jiang, Taosheng Liu","doi":"10.1093/psyrad/kkaf018","DOIUrl":"10.1093/psyrad/kkaf018","url":null,"abstract":"<p><strong>Background: </strong>Suicide has profound effects on individuals, families, and societies globally, underscoring the urgent need for effective early detection and prevention strategies. This systematic review aims to investigate the use of event-related potentials (ERPs) as a tool for identifying and monitoring suicide risk.</p><p><strong>Methods: </strong>A comprehensive literature search was conducted, resulting in the inclusion of 23 articles that met the eligibility criteria. The review synthesized findings related to various ERP components associated with suicide risk.</p><p><strong>Results: </strong>The analysis revealed that individuals with a history of suicide risk exhibited significantly reduced P3 amplitudes in response to novel stimuli during the go/no-go paradigm compared to healthy controls [standardized mean difference (SMD) = -0.53, 95% confidence interval (CI) = [-0.96; -0.10]]. Additionally, altered P3 responses to positive feedback on rewards indicated impairments in those at risk (SMD = -1.12, 95% CI = [-1.74; -0.49]). Variability in other ERP components was also highlighted, with several moderators, such as sample characteristics and methodological design, influencing ERP components.</p><p><strong>Conclusion: </strong>The findings suggest that specific ERP components, particularly the P3, may serve as valuable indicators for assessing suicide risk. The review emphasizes the need for future research to utilize larger, more homogeneous samples and advanced analytical techniques to enhance detection accuracy. The application of ERPs is posited as a promising avenue for improving understanding of the neurocognitive mechanisms associated with suicide risk and enhancing prevention efforts.</p>","PeriodicalId":93496,"journal":{"name":"Psychoradiology","volume":"5 ","pages":"kkaf018"},"PeriodicalIF":0.0,"publicationDate":"2025-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12205307/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144531580","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lithium-magnetic resonance imaging in bipolar disorder: non-invasive, direct, in vivo imaging of a drug in its target organ. 锂磁共振成像在双相情感障碍:无创的,直接的,药物在其靶器官的体内成像。
Psychoradiology Pub Date : 2025-06-09 eCollection Date: 2025-01-01 DOI: 10.1093/psyrad/kkaf017
Peter E Thelwall, David A Cousins
{"title":"Lithium-magnetic resonance imaging in bipolar disorder: non-invasive, direct, <i>in vivo</i> imaging of a drug in its target organ.","authors":"Peter E Thelwall, David A Cousins","doi":"10.1093/psyrad/kkaf017","DOIUrl":"10.1093/psyrad/kkaf017","url":null,"abstract":"","PeriodicalId":93496,"journal":{"name":"Psychoradiology","volume":"5 ","pages":"kkaf017"},"PeriodicalIF":0.0,"publicationDate":"2025-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12203074/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144531581","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An interview with Professor Konasale Prasad and Professor Jeffrey Bishop: progress in psychoradiology revolutionizes the diagnostic and therapeutic landscape of mental disorders. 采访Konasale Prasad教授和Jeffrey Bishop教授:精神放射学的进步彻底改变了精神障碍的诊断和治疗前景。
Psychoradiology Pub Date : 2025-06-03 eCollection Date: 2025-01-01 DOI: 10.1093/psyrad/kkaf016
Long-Biao Cui, Lan Wang, Shuang Luo
{"title":"An interview with Professor Konasale Prasad and Professor Jeffrey Bishop: progress in psychoradiology revolutionizes the diagnostic and therapeutic landscape of mental disorders.","authors":"Long-Biao Cui, Lan Wang, Shuang Luo","doi":"10.1093/psyrad/kkaf016","DOIUrl":"https://doi.org/10.1093/psyrad/kkaf016","url":null,"abstract":"<p><p>Professor Jeffrey Bishop from the University of Minnesota and Professor Konasale Prasad from the University of Pittsburgh were invited to attend the ISMRM-Endorsed Workshop on MR for Psychiatry in Chengdu, China, from 20 to 22 July 2024. Professor Bishop and Professor Prasad delivered lectures on the molecular and neuro-mechanism of schizophrenia respectively during the session titled \"Exploring Schizophrenia with MRI\" on the morning of 21 July. Their presentations were met with great enthusiasm and sparked lively discussions among the participants. Following the conference, the <i>Psychoradiology</i> journal interviewed Professors Prasad and Bishop. In the interview, they narrated their personal journeys into the research field and unanimously agreed that psychoradiological techniques have brought a revolutionary change in the characterization of phenotypes with potential future implications for facilitating diagnosis, prognosis, and treatment strategies of mental disorders. They also noted that the field is now facing technological challenges and resource constraints, and that defining mental illnesses biologically and achieving precision treatment will be significant opportunities and challenges in the future. They highlighted the importance of interdisciplinary collaboration, believing it fosters in-depth dialogue across various domains. Additionally, they encouraged young researchers to maintain perseverance and patience in the long run of scientific research, aligning their goals effectively with practice.</p>","PeriodicalId":93496,"journal":{"name":"Psychoradiology","volume":"5 ","pages":"kkaf016"},"PeriodicalIF":0.0,"publicationDate":"2025-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12203516/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144531579","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Activity of the default mode network mediates the effect of peripheral plasma glial cell line-derived neurotrophic factor levels on rumination in major depressive disorder patients. 默认模式网络的活动介导了外周浆胶质细胞系源性神经营养因子水平对重度抑郁症患者反刍的影响。
Psychoradiology Pub Date : 2025-05-28 eCollection Date: 2025-01-01 DOI: 10.1093/psyrad/kkaf014
Fennan Jia, Xiao Chen, Xingran Wang, Chuansheng Quan, Jing Ruan, Yuexiang Huang, Xiaoqian Fu, Yan Wang, Hongyan Sun, Lili Liu, Yuan Zhou, Chaogan Yan, Yansong Liu, Xiangdong Du
{"title":"Activity of the default mode network mediates the effect of peripheral plasma glial cell line-derived neurotrophic factor levels on rumination in major depressive disorder patients.","authors":"Fennan Jia, Xiao Chen, Xingran Wang, Chuansheng Quan, Jing Ruan, Yuexiang Huang, Xiaoqian Fu, Yan Wang, Hongyan Sun, Lili Liu, Yuan Zhou, Chaogan Yan, Yansong Liu, Xiangdong Du","doi":"10.1093/psyrad/kkaf014","DOIUrl":"10.1093/psyrad/kkaf014","url":null,"abstract":"<p><strong>Background: </strong>Rumination is a pivotal psychopathological process in major depressive disorder (MDD). The neurotrophic hypothesis suggests that glial cell line-derived neurotrophic factor (GDNF) might play a role in brain dysfunction and clinical symptoms of MDD. However, the relationship remains unclear.</p><p><strong>Methods: </strong>Thirty-three individuals with MDD and 33 healthy controls (HCs) underwent functional magnetic resonance imaging (fMRI) while performing a rumination state task designed to induce sustained, active rumination. The Ruminative Response Scale (RRS) was administered to assess individual rumination tendency. Brain activity within the default mode network (DMN) subsystems during rumination was characterized using both fractional amplitude of low-frequency fluctuations (fALFF) and functional connectivity (FC) analyses. Serum levels of GDNF and inflammatory markers [interleukin (IL)-6, IL-8, and C-reactive protein] were quantified in all participants. We then examined the relationships between regional brain activity (fALFF values), GDNF levels, and rumination severity (RRS scores) in the MDD group.</p><p><strong>Results: </strong>Compared to HCs, MDD patients exhibited significantly reduced serum levels of both GDNF (<i>t = -</i>3.204, <i>P</i> = 0.002) and IL-8 (<i>t</i> = -3.239, <i>P </i>= 0.002). Significant interaction effects were observed in fALFF within both the dorsal medial prefrontal cortex (DMPFC; <i>F </i>= 25.075, <i>P < </i>0.001) and medial temporal lobe (MTL; <i>F </i>= 28.753, <i>P </i>< 0.001) subsystems of the DMN. Mediation analysis revealed that the relationship between GDNF levels and brooding rumination in MDD patients was mediated by neural activity within the DMPFC subsystem.</p><p><strong>Conclusions: </strong>In MDD patients, GDNF levels were associated with neural activity within the DMPFC subsystem of the DMN, which statistically mediated the link to rumination severity.</p>","PeriodicalId":93496,"journal":{"name":"Psychoradiology","volume":"5 ","pages":"kkaf014"},"PeriodicalIF":0.0,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12202882/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144531578","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
White matter quantitative anomalies and clinical outcome in drug-resistant epilepsies. 耐药癫痫患者脑白质定量异常及临床预后。
Psychoradiology Pub Date : 2025-05-28 eCollection Date: 2025-01-01 DOI: 10.1093/psyrad/kkaf015
Edwin Humberto Hodelin Maynard, Nelson Ernesto Quintanal Cordero, Zenaida Milagros Hernández Díaz, Martha Caridad Ríos Castillo, Lilia María Morales Chacón
{"title":"White matter quantitative anomalies and clinical outcome in drug-resistant epilepsies.","authors":"Edwin Humberto Hodelin Maynard, Nelson Ernesto Quintanal Cordero, Zenaida Milagros Hernández Díaz, Martha Caridad Ríos Castillo, Lilia María Morales Chacón","doi":"10.1093/psyrad/kkaf015","DOIUrl":"10.1093/psyrad/kkaf015","url":null,"abstract":"<p><strong>Background: </strong>We aimed to evaluate the relationship between cerebral white matter quantitative anomalies and postoperative clinical outcomes in patients with drug-resistant epilepsies.</p><p><strong>Methods: </strong>Automatic fiber quantification methodology was used to determine the diffusional anomalies in cerebral white matter tracts, from eight patients with frontal lobe epilepsy (FLE) and 12 with temporal lobe epilepsy (TLE) candidates and/or undergoing epilepsy surgery. We studied the fractional anisotropy (FA), mean diffusivity (MD), volume (Vol), and number of fibers (Fib) of white matter tracts related to the physiopathologic mechanism of these epilepsies. The information was compared with that obtained from 19 healthy controls and between patients with seizure freedom and those with seizure recurrence 1 year after epilepsy surgery.</p><p><strong>Results: </strong>Significant pre- and postsurgical global and segmental abnormalities were characterized by increased MD and decreased FA, Vol, and Fib in tracts from both hemispheres. TLE patients with postsurgical seizure freedom had preoperative increased global MD of the contralateral inferior longitudinal fasciculus and uncinate fasciculus. Furthermore, drug-resistant epilepsy patients with seizure freedom had a presurgical segmental increased MD in the contralateral thalamic radiation. Additionally, FLE patients with seizure freedom exhibited postsurgical increases in the Fib of the ipsilateral thalamic radiation and contralateral inferior longitudinal fasciculus. Furthermore, temporal lobe epilepsy patients with seizure freedom had a postsurgical lower global MD in the ipsilateral inferior fronto-occipital fasciculus.</p><p><strong>Conclusions: </strong>Patients with drug-resistant epilepsies have global and segmental quantitative white matter tract anomalies, which suggests cerebral neural involvement in this disease. These abnormalities can vary regarding the postsurgical clinical outcome.</p>","PeriodicalId":93496,"journal":{"name":"Psychoradiology","volume":"5 ","pages":"kkaf015"},"PeriodicalIF":0.0,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12164746/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144303851","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mobile eye-tracking and neuroimaging technologies reveal teaching and learning on the move: bibliometric mapping and content analysis. 移动眼动追踪和神经成像技术揭示了移动中的教学:文献计量映射和内容分析。
Psychoradiology Pub Date : 2025-05-23 eCollection Date: 2025-01-01 DOI: 10.1093/psyrad/kkaf013
Qi Li, Yafeng Pan
{"title":"Mobile eye-tracking and neuroimaging technologies reveal teaching and learning on the move: bibliometric mapping and content analysis.","authors":"Qi Li, Yafeng Pan","doi":"10.1093/psyrad/kkaf013","DOIUrl":"10.1093/psyrad/kkaf013","url":null,"abstract":"<p><p>Mobile psychophysiological technologies, such as portable eye tracking, electroencephalography, and functional near-infrared spectroscopy, are advancing ecologically valid findings in cognitive and educational neuroscience research. Staying informed on the field's current status and main themes requires continuous updates. Here, we conducted a bibliometric and text-based content analysis on 135 articles from Web of Science, specifically parsing publication trends, identifying prolific journals, authors, institutions, and countries, along with influential articles, and visualizing the characteristics of cooperation among authors, institutions, and countries. Using a keyword co-occurrence analysis, five clusters of research trends were identified: (i) cognitive and emotional processes, intelligent education, and motor learning; (ii) professional vision and collaborative learning; (iii) face-to-face social learning and real classroom learning; (iv) cognitive load and spatial learning; and (v) virtual reality-based learning, child learning, and technology-assisted special education. These trends illustrate a consistent growth in the use of portable technologies in education over the past 20 years and an emerging shift towards \"naturalistic\" approaches, with keywords such as \"face-to-face\" and \"real-world\" gaining prominence. These observations underscore the need to further generalize the current research to real-world classroom settings and call for interdisciplinary collaboration between researchers and educators. Also, combining multimodal technologies and conducting longitudinal studies will be essential for a comprehensive understanding of teaching and learning processes.</p>","PeriodicalId":93496,"journal":{"name":"Psychoradiology","volume":"5 ","pages":"kkaf013"},"PeriodicalIF":0.0,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12153346/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144276977","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Magnetic resonance imaging of postmortem human brain specimens: methodological considerations and prospects in psychoradiology. 死后人脑标本的磁共振成像:精神放射学的方法学考虑和前景。
Psychoradiology Pub Date : 2025-05-07 eCollection Date: 2025-01-01 DOI: 10.1093/psyrad/kkaf012
Junye Yao, Zihan Zhou, Qiqi Tong, Lingyu Li, Jintao Wei, Jing Lu, Shaohua Hu, Aimin Bao, Hongjian He
{"title":"Magnetic resonance imaging of postmortem human brain specimens: methodological considerations and prospects in psychoradiology.","authors":"Junye Yao, Zihan Zhou, Qiqi Tong, Lingyu Li, Jintao Wei, Jing Lu, Shaohua Hu, Aimin Bao, Hongjian He","doi":"10.1093/psyrad/kkaf012","DOIUrl":"10.1093/psyrad/kkaf012","url":null,"abstract":"<p><p><i>Ex vivo</i> magnetic resonance imaging (MRI) has revolutionized psychoradiological research by enabling detailed structural and pathological assessments of the brain in conditions ranging from psychiatric disorders to neurodegenerative diseases. By providing high-resolution images of postmortem brain tissue, <i>ex vivo</i> MRI overcomes several limitations inherent in <i>in vivo</i> imaging, offering unparalleled insights into the underlying pathophysiology of mental disorders. This review critically summarizes the state-of-the-art <i>ex vivo</i> MRI methodologies for neuroanatomical mapping and pathological characterization in psychoradiology, while also establishing standardized specimen processing protocols. Furthermore, we explore the prospects of application in <i>ex vivo</i> MRI in schizophrenia, major depressive disorder and bipolar disorder, highlighting its role in understanding neuroanatomical alterations, disease progression, and the validation of <i>in vivo</i> neuroimaging biomarkers.</p>","PeriodicalId":93496,"journal":{"name":"Psychoradiology","volume":"5 ","pages":"kkaf012"},"PeriodicalIF":0.0,"publicationDate":"2025-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12090057/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144113039","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Interpersonal computational modelling of social synchrony in schizophrenia and beyond. 精神分裂症及其他疾病中社会同步性的人际计算模型。
Psychoradiology Pub Date : 2025-05-05 eCollection Date: 2025-01-01 DOI: 10.1093/psyrad/kkaf011
Gwynnevere Suter, Emma Černis, Lei Zhang
{"title":"Interpersonal computational modelling of social synchrony in schizophrenia and beyond.","authors":"Gwynnevere Suter, Emma Černis, Lei Zhang","doi":"10.1093/psyrad/kkaf011","DOIUrl":"https://doi.org/10.1093/psyrad/kkaf011","url":null,"abstract":"","PeriodicalId":93496,"journal":{"name":"Psychoradiology","volume":"5 ","pages":"kkaf011"},"PeriodicalIF":0.0,"publicationDate":"2025-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12080351/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144082676","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advances in functional magnetic resonance imaging-based brain function mapping: a deep learning perspective. 基于功能磁共振成像的脑功能映射研究进展:深度学习视角。
Psychoradiology Pub Date : 2025-04-29 eCollection Date: 2025-01-01 DOI: 10.1093/psyrad/kkaf007
Lin Zhao
{"title":"Advances in functional magnetic resonance imaging-based brain function mapping: a deep learning perspective.","authors":"Lin Zhao","doi":"10.1093/psyrad/kkaf007","DOIUrl":"10.1093/psyrad/kkaf007","url":null,"abstract":"<p><p>Functional magnetic resonance imaging (fMRI) provides a powerful tool for studying brain function by capturing neural activity in a non-invasive manner. Mapping brain function from fMRI data enables researchers to investigate the spatial and temporal dynamics of neural processes, providing insights into how the brain responds to various tasks and stimuli. In this review, we explore the evolution of deep learning-based methods for brain function mapping using fMRI. We begin by discussing various network architectures such as convolutional neural networks, recurrent neural networks, and transformers. We further examine supervised, unsupervised, and self-supervised learning paradigms for fMRI-based brain function mapping, highlighting the strengths and limitations of each approach. Additionally, we discuss emerging trends such as fMRI embedding, brain foundation models, and brain-inspired artificial intelligence, emphasizing their potential to revolutionize brain function mapping. Finally, we delve into the real-world applications and prospective impact of these advancements, particularly in the diagnosis of neural disorders, neuroscientific research, and brain-computer interfaces for decoding brain activity. This review aims to provide a comprehensive overview of current techniques and future directions in the field of deep learning and fMRI-based brain function mapping.</p>","PeriodicalId":93496,"journal":{"name":"Psychoradiology","volume":"5 ","pages":"kkaf007"},"PeriodicalIF":0.0,"publicationDate":"2025-04-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12093097/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144121684","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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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