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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
Authors:  Mei-Ling Wang
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Brain imaging genomics  machine learning  multivariate analysis  association analysis  outcome prediction  
基于脑网络组图谱的精神分裂症亚型研究 学位论文
, 2022
Authors:  时维阳
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精神分裂症  异质性  亚型  影像-临床关联分析  影像-转录组关联分析  
Effect of schizophrenia risk gene polymorphisms on cognitive and neural plasticity 期刊论文
SCHIZOPHRENIA RESEARCH, 2022, 卷号: 248, 页码: 173-179
Authors:  Zhao, Wan;  Zhang, Qiumei;  Su, Yanyan;  Chen, Xiongying;  Li, Xiaohong;  Du, Boqi;  Deng, Xiaoxiang;  Ji, Feng;  Li, Jin;  Dong, Qi;  Chen, Chuansheng;  Li, Jun
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Schizophrenia  Working memory training  fMRI  Plasticity  Gene  Polymorphism  
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
Authors:  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
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schizophrenia  subtype  structural MRI  neuroimaging-clinic association analysis  neuroimaging-transcription association analysis  
基于Transformer与迁移学习的神经精神疾病分类研究 学位论文
工学硕士, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:  李超
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深度学习  迁移学习  神经精神疾病  神经影像分析  大规模预训练  
基于磁共振影像与多组学数据解析精神分裂症功能失连接生物学机制的研究 学位论文
, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:  王萌
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精神分裂症  磁共振影像  多组学  跨尺度  失连接  
轻度认知障碍的生物标志物及其异质性研究 学位论文
, 中国科学院大学: 中国科学院大学, 2022
Authors:  孙宇晴
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轻度认知障碍,正电子发射断层成像,生物标志物,时空异质性,亚型  
Orbitofrontal cortex volume links polygenic risk for smoking with tobacco use in healthy adolescents 期刊论文
PSYCHOLOGICAL MEDICINE, 2022, 卷号: 52, 期号: 6, 页码: 1175-1182
Authors:  Li, Jin;  Liu, Bing;  Banaschewski, Tobias;  Bokde, Arun L. W.;  Quinlan, Erin Burke;  Desrivieres, Sylvane;  Flor, Herta;  Frouin, Vincent;  Garavan, Hugh;  Gowland, Penny;  Heinz, Andreas;  Ittermann, Bernd;  Martinot, Jean-Luc;  Artiges, Eric;  Nees, Frauke;  Orfanos, Dimitri Papadopoulos;  Paus, Tomas;  Poustka, Luise;  Hohmann, Sarah;  Froehner, Juliane H.;  Smolka, Michael N.;  Walter, Henrik;  Whelan, Robert;  Schumann, Gunter;  Jiang, Tianzi
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Cortical volume  orbitofrontal cortex  polygenic risk score  smoking  tobacco use  
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
Authors:  Wang, Meng;  Hu, Ke;  Fan, Lingzhong;  Yan, Hao;  Li, Peng;  Jiang, Tianzi;  Liu, Bing
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schizophrenia  treatment prediction  XGBoost  polygenic risk score  magnetic resonance imaging  
A Pathway-Specific Polygenic Risk Score Is Associated with Tau Pathology and Cognitive Decline 期刊论文
JOURNAL OF ALZHEIMERS DISEASE, 2022, 卷号: 85, 期号: 4, 页码: 1745-1754
Authors:  Sun, Yuqing;  Wang, Meng;  Zhao, Yuxin;  Hu, Ke;  Liu, Yong;  Liu, Bing
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Alzheimer's disease  cognitive function genetic risk scores  pathway  tau