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Machine Learning for Brain Imaging Genomics Methods: A Review
期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 1, 页码: 57-78
作者:
Mei-Ling Wang
Adobe PDF(2285Kb)
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浏览/下载:224/80
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提交时间:2023/01/18
Brain imaging genomics
machine learning
multivariate analysis
association analysis
outcome prediction
Two subtypes of schizophrenia identified by an individual-level atypical pattern of tensor-based morphometric measurement
期刊论文
CEREBRAL CORTEX, 2022, 页码: 18
作者:
Shi, Weiyang
;
Fan, Lingzhong
;
Wang, Haiyan
;
Liu, Bing
;
Li, Wen
;
Li, Jin
;
Cheng, Luqi
;
Chu, Congying
;
Song, Ming
;
Sui, Jing
;
Luo, Na
;
Cui, Yue
;
Dong, Zhenwei
;
Lu, Yuheng
;
Ma, Yawei
;
Ma, Liang
;
Li, Kaixin
;
Chen, Jun
;
Chen, Yunchun
;
Guo, Hua
;
Li, Peng
;
Lu, Lin
;
Lv, Luxian
;
Wan, Ping
;
Wang, Huaning
;
Wang, Huiling
;
Yan, Hao
;
Yan, Jun
;
Yang, Yongfeng
;
Zhang, Hongxing
;
Zhang, Dai
;
Jiang, Tianzi
Adobe PDF(4129Kb)
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浏览/下载:423/147
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提交时间:2022/09/19
schizophrenia
subtype
structural MRI
neuroimaging-clinic association analysis
neuroimaging-transcription association analysis
Reduced Gray Matter Volume in Orbitofrontal Cortex Across Schizophrenia, Major Depressive Disorder, and Bipolar Disorder: A Comparative Imaging Study
期刊论文
FRONTIERS IN NEUROSCIENCE, 2022, 卷号: 16, 页码: 8
作者:
Yang, Yongfeng
;
Li, Xue
;
Cui, Yue
;
Liu, Kang
;
Qu, Haoyang
;
Lu, Yanli
;
Li, Wenqiang
;
Zhang, Luwen
;
Zhang, Yan
;
Song, Jinggui
;
Lv, Luxian
收藏
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浏览/下载:178/0
  |  
提交时间:2022/07/25
schizophrenia
major depressive disorder
bipolar disorder
gray matter volume (GMV)
psychopathology
Altered Brain Morphometry in Cerebral Small Vessel Disease With Cerebral Microbleeds: An Investigation Combining Univariate and Multivariate Pattern Analyses
期刊论文
FRONTIERS IN NEUROLOGY, 2022, 卷号: 13, 页码: 12
作者:
Li, Jing
;
Wen, Hongwei
;
Wang, Shengpei
;
Che, Yena
;
Zhang, Nan
;
Guo, Lingfei
收藏
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浏览/下载:154/0
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提交时间:2022/06/06
cerebral small vessel disease
cerebral microbleeds
gray matter volume
white matter volume
multivariate pattern analysis
Predicting Treatment Response in Schizophrenia With Magnetic Resonance Imaging and Polygenic Risk Score
期刊论文
FRONTIERS IN GENETICS, 2022, 卷号: 13, 页码: 11
作者:
Wang, Meng
;
Hu, Ke
;
Fan, Lingzhong
;
Yan, Hao
;
Li, Peng
;
Jiang, Tianzi
;
Liu, Bing
Adobe PDF(822Kb)
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浏览/下载:323/106
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提交时间:2022/06/06
schizophrenia
treatment prediction
XGBoost
polygenic risk score
magnetic resonance imaging
Structural and Functional Brain Abnormalities in Human Immunodeficiency Virus Disease Revealed by Multimodal Magnetic Resonance Imaging Fusion: Association With Cognitive Functio
期刊论文
Clinical Infectious Diseases, 2021, 卷号: 73, 期号: 7, 页码: e2287–93
作者:
Sui Jing
;
Li Xiang
;
Bell Ryan
;
Towe Sheri
;
Gadde Syam
;
Chen Nan-kuei
;
Meade Christina
Adobe PDF(1246Kb)
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浏览/下载:105/33
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提交时间:2023/05/16
The relevance of transdiagnostic shared networks to the severity of symptoms and cognitive deficits in schizophrenia: a multimodal brain imaging fusion study
期刊论文
TRANSLATIONAL PSYCHIATRY, 2020, 卷号: 10, 期号: 1, 页码: 10
作者:
Qi, Shile
;
Bustillo, Juan
;
Turner, Jessica A.
;
Jiang, Rongtao
;
Zhi, Dongmei
;
Fu, Zening
;
Deramus, Thomas P.
;
Vergara, Victor
;
Ma, Xiaohong
;
Yang, Xiao
;
Stevens, Mike
;
Zhuo, Chuanjun
;
Xu, Yong
;
Calhoun, Vince D.
;
Sui, Jing
Adobe PDF(2715Kb)
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收藏
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浏览/下载:321/53
  |  
提交时间:2020/06/22
schizophrenia
multimodal fusion
Polygenic effects of schizophrenia on hippocampal grey matter volume and hippocampus-medial prefrontal cortex functional connectivity
期刊论文
BRITISH JOURNAL OF PSYCHIATRY, 2020, 卷号: 216, 期号: 5, 页码: 267-274
作者:
Liu, Shu
;
Li, Ang
;
Liu, Yong
;
Yan, Hao
;
Wang, Meng
;
Sun, Yuqing
;
Fan, Lingzhong
;
Song, Ming
;
Xu, Kaibin
;
Chen, Jun
;
Chen, Yunchun
;
Wang, Huaning
;
Guo, Hua
;
Wan, Ping
;
Lv, Luxian
;
Yang, Yongfeng
;
Li, Peng
;
Lu, Lin
;
Yan, Jun
;
Wang, Huiling
;
Zhang, Hongxing
;
Wu, Huawang
;
Ning, Yuping
;
Zhang, Dai
;
Jiang, Tianzi
;
Liu, Bing
浏览
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Adobe PDF(592Kb)
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浏览/下载:383/80
  |  
提交时间:2020/06/22
Schizophrenia
polygenic risk score
hippocampus
grey matter volume
functional connectivity
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
Adobe PDF(3996Kb)
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浏览/下载:423/165
  |  
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
Gray matter volume changes following antipsychotic therapy in first-episode schizophrenia patients: A longitudinal voxel-based morphometric study
期刊论文
JOURNAL OF PSYCHIATRIC RESEARCH, 2019, 卷号: 116, 页码: 126-132
作者:
Guo, Fan
;
Zhu, Yuan-Qiang
;
Li, Chen
;
Wang, Xing-Rui
;
Wang, Hua-Ning
;
Liu, Wen-Ming
;
Wang, Liu-Xian
;
Tian, Ping
;
Kang, Xiao-Wei
;
Cui, Long-Biao
;
Xi, Yi-Bin
;
Yin, Hong
收藏
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浏览/下载:229/0
  |  
提交时间:2019/12/16
Schizophrenia
Voxel-based morphometry
Antipsychotics
Magnetic resonance imaging
First-episode
Gray matter volume