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An attention-based hybrid deep learning framework integrating brain connectivity and activity of resting-state functional MRI data 期刊论文
Medical Image Analysis, 2022, 页码: 102413
作者:  Miin Zhao;  Weizheng Yan;  Na Luo;  Dongmei Zhi;  Zening Fu;  Yuhui Du;  Shan Yu;  Tianzi Jiang;  Vince D. Calhoun;  Jing Sui
Adobe PDF(3010Kb)  |  收藏  |  浏览/下载：15/7  |  提交时间：2024/06/17
Personalized functional network mapping for autism spectrum disorder and attention-deficit/hyperactivity disorder 期刊论文
TRANSLATIONAL PSYCHIATRY, 2024, 卷号: 14, 期号: 1, 页码: 11
作者:  Zhang, Jiang;  Zhang, Zhiwei;  Sun, Hui;  Ma, Yingzi;  Yang, Jia;  Chen, Kexuan;  Yu, Xiaohui;  Qin, Tianwei;  Zhao, Tianyu;  Zhang, Jingyue;  Chu, Congying;  Wang, Jiaojian
收藏  |  浏览/下载：58/0  |  提交时间：2024/03/26
Mapping relationships among schizophrenia, bipolar and schizoaffective disorders: A deep classification and clustering framework using fMRI time series 期刊论文
SCHIZOPHRENIA RESEARCH, 2022, 卷号: 245, 页码: 141-150
作者:  Yan, Weizheng;  Zhao, Min;  Fu, Zening;  Pearlson, Godfrey D.;  Sui, Jing;  Calhoun, Vince D.
Adobe PDF(2729Kb)  |  收藏  |  浏览/下载：253/2  |  提交时间：2022/07/25
Deep learning  FMRI  Schizophrenia  Bipolar disorder  Schizoaffective disorder  
Multimodal brain deficits shared in early-onset and adult-onset schizophrenia predict positive symptoms regardless of illness stage 期刊论文
HUMAN BRAIN MAPPING, 2022, 页码: 12
作者:  Feng, Aichen;  Luo, Na;  Zhao, Wentao;  Calhoun, Vince D.;  Jiang, Rongtao;  Zhi, Dongmei;  Shi, Weiyang;  Jiang, Tianzi;  Yu, Shan;  Xu, Yong;  Liu, Sha;  Sui, Jing
收藏  |  浏览/下载：296/0  |  提交时间：2022/06/10
early-onset schizophrenia (EOS)  MRI  multimodal fusion  PANSS  symptom prediction  
Abnormal Dynamic Functional Network Connectivity Estimated from Default Mode Network Predicts Symptom Severity in Major Depressive Disorder 期刊论文
BRAIN CONNECTIVITY, 2021, 卷号: 11, 期号: 10, 页码: 838-849
作者:  Sendi, Mohammad S. E.;  Zendehrouh, Elaheh;  Sui, Jing;  Fu, Zening;  Zhi, Dongmei;  Lv, Luxian;  Ma, Xiaohong;  Ke, Qing;  Li, Xianbin;  Wang, Chuanyue;  Abbott, Christopher C.;  Turner, Jessica A.;  Miller, Robyn L.;  Calhoun, Vince D.
收藏  |  浏览/下载：277/0  |  提交时间：2022/06/06
default mode network  dynamic functional network connectivity  machine learning  major depressive disorder  resting-state functional magnetic resonance imaging  
Brain imaging-based machine learning in autism spectrum disorder: methods and applications 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2021, 卷号: 361, 页码: 109271
作者:  Xu, Ming;  Calhoun, Vince;  Jiang, Rongtao;  Yan, Weizheng;  Sui, Jing
Adobe PDF(5520Kb)  |  收藏  |  浏览/下载：302/1  |  提交时间：2021/11/02
Autism spectrum disorder (ASD)  Machine learning  Classification  Prediction  fMRI  sMRI  dMRI  
Functional network connectivity (FNC)-based generative adversarial network (GAN) and its applications in classification of mental disorders 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2020, 卷号: 341, 期号: 108756, 页码: 10
作者:  Zhao, Jianlong;  Huang, Jinjie;  Zhi, Dongmei;  Yan, Weizheng;  Ma, Xiaohong;  Yang, Xiao;  Li, Xianbin;  Ke, Qing;  Jiang, Tianzi;  Calhoun, Vince D.;  Sui, Jing
Adobe PDF(5325Kb)  |  收藏  |  浏览/下载：415/64  |  提交时间：2020/08/03
Resting-state fMRI  Generative adversarial networks (GAN)  Deep learning  Classification  Major depressive disorders  Schizophrenia  
Age-related structural and functional variations in 5,967 individuals across the adult lifespan 期刊论文
Human Brain Mapping, 2020, 卷号: 41, 期号: 7, 页码: 1725-1737
作者:  Luo, Na;  Sui, Jing;  Anees Abrol;  Lin, Dongdong;  Chen, Jiayu;  Victor M. Vergara;  Fu, Zening;  Du, Yuhui;  Eswar Damaraju;  Xu, Yong;  Jessica A. Turner;  Vince D. Calhoun
浏览  |  Adobe PDF(3996Kb)  |  收藏  |  浏览/下载：460/172  |  提交时间：2020/01/14
adult lifespan, age-related variations, functional network connectivity, independent component analysis, multivariate linear regression model, structural network correlation  
Parallel group ICA plus ICA: Joint estimation of linked functional network variability and structural covariation with application to schizophrenia 期刊论文
HUMAN BRAIN MAPPING, 2019, 卷号: 40, 期号: 13, 页码: 3795-3809
作者:  Qi, Shile;  Sui, Jing;  Chen, Jiayu;  Liu, Jingyu;  Jiang, Rongtao;  Silva, Rogers;  Iraji, Armin;  Damaraju, Eswar;  Salman, Mustafa;  Lin, Dongdong;  Fu, Zening;  Zhi, Dongmei;  Turner, Jessica A.;  Bustillo, Juan;  Ford, Judith M.;  Mathalon, Daniel H.;  Voyvodic, James;  McEwen, Sarah;  Preda, Adrian;  Belger, Aysenil;  Potkin, Steven G.;  Mueller, Bryon A.;  Adali, Tulay;  Calhoun, Vince D.
Adobe PDF(6363Kb)  |  收藏  |  浏览/下载：382/0  |  提交时间：2019/12/16
group independent component analysis  multimodal fusion  parallel independent component analysis  schizophrenia  subjects' variability  temporal information  
Discriminating schizophrenia using recurrent neural network applied on time courses of multi-site FMRI data 期刊论文
EBIOMEDICINE, 2019, 卷号: 47, 页码: 543-552
作者:  Yan, Weizheng;  Calhoun, Vince;  Song, Ming;  Cui, Yue;  Yan, Hao;  Liu, Shengfeng;  Fan, Lingzhong;  Zuo, Nianming;  Yang, Zhengyi;  Xu, Kaibin;  Yan, Jun;  Lv, Luxian;  Chen, Jun;  Chen, Yunchun;  Guo, Hua;  Li, Peng;  Lu, Lin;  Wan, Ping;  Wang, Huaning;  Wang, Huiling;  Yang, Yongfeng;  Zhang, Hongxing;  Zhang, Dai;  Jiang, Tianzi;  Sui, Jing
Adobe PDF(2166Kb)  |  收藏  |  浏览/下载：418/67  |  提交时间：2019/12/16
Recurrent neural network (RNN)  Schizophrenia  Multi-site classification  fMRI  Striatum  Cerebellum  Deep learning