1998-09--2003-12   香港大学   博士
1994-09--1997-07   四川大学   硕士
1990-09--1994-07   四川大学   学士

   

2014-06~现在, 中国科学院自动化研究所, 副研究员
2012-06~2014-06,昆士兰大学, Research Fellow
2006-02~2012-05,昆士兰大学磁共振中心/昆士兰脑研究所, Research Scientist
2004-06~2006-02,香港中文大学/威尔士亲王医院, 博士后

Machine Learning in Neuroscience
神经科学模式识别和预测建模

   

[1] Li, Bang, Zhao, Hui, Tu, Zhuchi, Yang, Weili, Han, Rui, Wang, Lu, Luo, Xiaopeng, Pan, Mingtian, Chen, Xiusheng, Zhang, Jiawei, Xu, Huijuan, Guo, Xiangyu, Yan, Sen, Yin, Peng, Zhao, Zhiguang, Liu, Jianrong, Luo, Yafeng, Li, Yuefeng, Yang, Zhengyi, Zhang, Baogui, Tan, Zhiqiang, Xu, Hao, Jiang, Tianzi, Jiang, Yonghui, Li, Shihua, Zhang, Yong Q, Li, XiaoJiang. CHD8 mutations increase gliogenesis to enlarge brain size in the nonhuman primate. CELL DISCOVERY[J]. 2023, 9(1): http://dx.doi.org/10.1038/s41421-023-00525-3.
[2] Ma, Liang, Zhang, Yu, Zhang, Hantian, Cheng, Luqi, Yang, Zhengyi, Lu, Yuheng, Shi, Weiyang, Li, Wen, zhuo junjie, Wang, Jiaojian, Fan, Lingzhong, Jiang, Tianzi. BAI-Net: Individualized Anatomical Cerebral Cartography Using Graph Neural Network. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS[J]. 2022, [3] Wang, Yaping, Chai, Lin, Chu, Congying, Li, Deying, Gao, Chaohong, Yang, Zhengyi, Zhang, Yu, Eickhoff, Simon B., J.R. Nyengaard, Liu, Bing, JIang Tianzi, Fan, lingzhong. Uncovering the Genetic Profiles Underlying the Intrinsic Organization of the Human Cerebellum. Molecular Psychiatry[J]. 2022, [4] Zhou, Bo, Dou, Xuejiao, Wang, Wei, Yao, Hongxiang, Feng, Feng, Wang, Pan, Yang, Zhengyi, An, Ningyu, Liu, Bing, Zhang, Xi, Liu, Yong. Structural and functional connectivity abnormalities of the default mode network in patients with Alzheimer?s disease and mild cognitive impairment within two independent datasets. METHODS[J]. 2022, 205: 29-38, http://dx.doi.org/10.1016/j.ymeth.2022.06.001.
[5] 罗娜, 宋明, 杨正宜, 蒋田仔. 跨模态脑图谱数据融合研究进展. 中国图象图形学报. 2022, 27(6): 2036-2056, https://d.wanfangdata.com.cn/periodical/zgtxtxxb-a202206015.
[6] Wang, WenZhu, Liu, Xu, Yang, ZhengYi, Wang, YiZheng, Lu, HaiTao. Diffusion tensor imaging of the hippocampus reflects the severity of hippocampal injury induced by global cerebral ischemia/reperfusion injury. NEURAL REGENERATION RESEARCH[J]. 2022, 17(4): 838-844, http://dx.doi.org/10.4103/1673-5374.322468.
[7] ming song, Yang, Zhengyi, Tianzi Jiang. Multimodal brain imaging fusion for the white-matter fiber architecture in the human brain. Neuroscience Bulletin[J]. 2022, [8] Hua, Jiaojiao, Yang, Zhengyi, Jiang, Tianzi, Yu, Shan. Pairwise interactions in gene expression determine a hierarchical transcriptional profile in the human brain. SCIENCE BULLETIN[J]. 2021, 66(14): 1437-1447, http://sciencechina.cn/gw.jsp?action=detail.jsp&internal_id=7059800&detailType=1.
[9] Zhong, Gangliang, Yang, Zhengyi, Jiang, Tianzi. Precise Modulation Strategies for Transcranial Magnetic Stimulation: Advances and Future Directions. NEUROSCIENCE BULLETIN[J]. 2021, 37(12): 1718-1734, http://dx.doi.org/10.1007/s12264-021-00781-x.
[10] 张伟, Richeng Jiang, Wei Zhang, Zhengyi Yang, LinLin Li, Makoto Shimozawa, Simone Tambaro, Johanna Mayer, Baogui Zhang, Man Li, Jiesi Wang, Hang Liu, Ailing Yang, Xi Chen, Jiazheng Liu, Bengt Winblad, Hua Han, Tianzi Jiang, Weiwen Wang, Per Nilsson, Wei Guo, Bai Lu. An App knock-in rat model for Alzheimer’s disease exhibiting Aβ and tau pathologies, neuronal death and cognitive impairments. CELL RESEARCH[J]. 2021, 32(2): 157-175, [11] He, Bin, Yang, Zhengyi, Fan, Lingzhong, Gao, Bin, Li, Hai, Ye, Chuyang, You, Bo, Jiang, Tianzi. MonkeyCBP: A Toolbox for Connectivity-Based Parcellation of Monkey Brain. FRONTIERS IN NEUROINFORMATICS[J]. 2020, 14: https://doaj.org/article/08077a1366414dd3b4464ad6c9f13e5c.
[12] Dou, Xuejiao, Yao, Hongxiang, Feng, Feng, Wang, Pan, Zhou, Bo, Jin, Dan, Yang, Zhengyi, Li, Jin, Zhao, Cui, Wang, Luning, An, Ningyu, Liu, Bing, Zhang, Xi, Liu, Yong. Characterizing white matter connectivity in Alzheimer's disease and mild cognitive impairment: An automated fiber quantification analysis with two independent datasets. CORTEX[J]. 2020, 129: 390-405, http://dx.doi.org/10.1016/j.cortex.2020.03.032.
[13] Song, Ming, Yang, Yi, Yang, Zhengyi, Cui, Yue, Yu, Shan, He, Jianghong, Jiang, Tianzi. Prognostic models for prolonged disorders of consciousness: an integrative review. CELLULAR AND MOLECULAR LIFE SCIENCESnull. 2020, 77(20): 3945-3961, http://dx.doi.org/10.1007/s00018-020-03512-z.
[14] Zuo, Nianming, Salami, Alireza, Liu, Hao, Yang, Zhengyi, Jiang, Tianzi. Functional maintenance in the multiple demand network characterizes superior fluid intelligence in aging. NEUROBIOLOGY OF AGING[J]. 2020, 85: 145-153, http://dx.doi.org/10.1016/j.neurobiolaging.2019.09.006.
[15] Wang, Wenzhu, Liu, Xu, Yang, Zhengyi, Shen, Hui, Liu, Lixu, Yu, Yan, Zhang, Tong. Levodopa Improves Cognitive Function and the Deficits of Structural Synaptic Plasticity in Hippocampus Induced by Global Cerebral Ischemia/Reperfusion Injury in Rats. FRONTIERS IN NEUROSCIENCE[J]. 2020, 14: https://doaj.org/article/91f5a87c4e43427a81167bde192a9415.
[16] Jin, Dan, Zhou, Bo, Han, Ying, Ren, Jiaji, Han, Tong, Liu, Bing, Lu, Jie, Song, Chengyuan, Wang, Pan, Wang, Dawei, Xu, Jian, Yang, Zhengyi, Yao, Hongxiang, Yu, Chunshui, Zhao, Kun, Wintermark, Max, Zuo, Nianming, Zhang, Xinqing, Zhou, Yuying, Zhang, Xi, Jiang, Tianzi, Wang, Qing, Liu, Yong. Generalizable, Reproducible, and Neuroscientifically Interpretable Imaging Biomarkers for Alzheimer's Disease. ADVANCEDSCIENCE[J]. 2020, 7(14): https://doaj.org/article/32d2dfd520ae4f5b957a8ae0caca8e95.
[17] Choupan, Jeiran, Douglas, Pamela K, Gal, Yaniv, Cohen, Mark S, Reutens, David C, Yang, Zhengyi. Temporal embedding and spatiotemporal feature selection boost multi-voxel pattern analysis decoding accuracy. JOURNAL OF NEUROSCIENCE METHODS[J]. 2020, 345: http://dx.doi.org/10.1016/j.jneumeth.2020.108836.
[18] Li, Lianwang, Song, Ming, Zhang, Chuanbao, Qian, Zenghui, Li, Yiming, Li, Runting, Li, Chao, Yang, Zhengyi, Zhou, Dabiao. Hemangiopericytomas: Spatial Intracranial Location in a Voxel-Based Mapping Study. JOURNAL OF NEUROIMAGING[J]. 2020, 30(3): 370-377, http://dx.doi.org/10.1111/jon.12701.
[19] Li, Mingyan, Li, Yu, Jin, Jin, Yang, Zhengyi, Zhang, Baogui, Liu, Yanyan, Song, Ming, Freakly, Craig, Weber, Ewald, Liu, Feng, Jiang, Tianzi, Crozier, Stuart. A dedicated eight-channel receive RF coil array for monkey brain MRI at 9.4 T. NMR IN BIOMEDICINE[J]. 2020, 33(10): https://www.webofscience.com/wos/woscc/full-record/WOS:000553576800001.
[20] Weili Yang, Yunbo Liu, Zhuchi Tu, Chong Xiao, Sen Yan, Xishan Ma, Xiangyu Guo, Xiusheng Chen, Peng Yin, Zhengyi Yang, Su Yang, Tianzi Jiang, Shihua Li, Chuan Qin, XiaoJiang Li. CRISPR/Cas9-mediated PINK1 deletion leads to neurodegeneration in rhesus monkeys. 细胞研究:英文版[J]. 2019, 29(4): 334-336, http://lib.cqvip.com/Qikan/Article/Detail?id=7001970783.
[21] Yang, Weili, Liu, Yunbo, Tu, Zhuchi, Xiao, Chong, Yan, Sen, Ma, Xishan, Guo, Xiangyu, Chen, Xiusheng, Yin, Peng, Yang, Zhengyi, Yang, Su, Jiang, Tianzi, Li, Shihua, Qin, Chuan, Li, XiaoJiang. CRISPR/Cas9-mediated PINK1 deletion leads to neurodegeneration in rhesus monkeys. CELL RESEARCH[J]. 2019, 29(4): 334-336, http://lib.cqvip.com/Qikan/Article/Detail?id=7001970783.
[22] Liu, Xing, Li, Yiming, Li, Shaowu, Fan, Xing, Sun, Zhiyan, Yang, Zhengyi, Wang, Kai, Zhang, Zhong, Jiang, Tao, Liu, Yong, Wang, Lei, Wang, Yinyan. IDH mutation-specific radiomic signature in lower-grade gliomas. AGING-US[J]. 2019, 11(2): 673-696, http://ir.ia.ac.cn/handle/173211/25036.
[23] Luo, Yanlin, Gao, Bin, Deng, Yiyi, Zhu, Xiaoming, Jiang, Tianzi, Zhao, Xudong, Yang, Zhengyi. Automated brain extraction and immersive exploration of its layers in virtual reality for the rhesus macaque MRI data sets. COMPUTER ANIMATION AND VIRTUAL WORLDS[J]. 2019, 30(1): http://ir.ia.ac.cn/handle/173211/25303.
[24] Zuo, Nianming, Salami, Alireza, Yang, Yihong, Yang, Zhengyi, Sui, Jing, Jiang, Tianzi. Activation-based association profiles differentiate network roles across cognitive loads. HUMAN BRAIN MAPPING[J]. 2019, 40(9): 2800-2812, http://ir.ia.ac.cn/handle/173211/24571.
[25] 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. Discriminating schizophrenia using recurrent neural network applied on time courses of multi-site FMRI data. EBIOMEDICINE[J]. 2019, 47: 543-552, http://dx.doi.org/10.1016/j.ebiom.2019.08.023.
[26] Zuo, Nianming, Yang, Zhengyi, Liu, Yong, Li, Jin, Jiang, Tianzi. Both activated and less-activated regions identified by functional MRI reconfigure to support task executions. BRAIN AND BEHAVIOR[J]. 2018, 8(1): http://dx.doi.org/10.1002/brb3.893.
[27] Luo, Na, Sui, Jing, Chen, Jiayu, Zhang, Fuquan, Tian, Lin, Lin, Dongdong, Song, Ming, Calhoun, Vince D, Cui, Yue, Vergara, Victor M, Zheng, Fanfan, Liu, Jingyu, Yang, Zhenyi, Zuo, Nianming, Fan, Lingzhong, Xu, Kaibin, Liu, Shengfeng, Li, Jian, Xu, Yong, Liu, Sha, Lv, Luxian, Chen, Jun, Chen, Yunchun, Guo, Hua, Li, Peng, Lu, Lin, Wan, Ping, Wang, Huaning, Wang, Huiling, Yan, Hao, Yan, Jun, Yang, Yongfeng, Zhang, Hongxing, Zhang, Dai, Jiang, Tianzi. A Schizophrenia-Related Genetic-Brain-Cognition Pathway Revealed in a Large Chinese Population. EBIOMEDICINE[J]. 2018, 37: 471-482, http://ir.ia.ac.cn/handle/173211/25695.
[28] Zuo, Nianming, Yang, Zhengyi, Liu, Yong, Li, Jin, Jiang, Tianzi. Core networks and their reconfiguration patterns across cognitive loads. HUMAN BRAIN MAPPING[J]. 2018, 39(9): 3546-3557, http://dx.doi.org/10.1002/hbm.24193.
[29] Song, Ming, Yang, Yi, He, Jianghong, Yang, Zhengyi, Yu, Shan, Xie, Qiuyou, Xia, Xiaoyu, Dang, Yuanyuan, Zhang, Qiang, Wu, Xinhuai, Cui, Yue, Hou, Bing, Yu, Ronghao, Xu, Ruxiang, Jiang, Tianzi. Prognostication of chronic disorders of consciousness using brain functional networks and clinical characteristics. ELIFE[J]. 2018, 7: https://doaj.org/article/6f3ebcfd0f6d4e7498510eaac9563c1b.
[30] Song, Ming, Yang, Zhengyi, Sui, Jing, Jiang, Tianzi. Biological Subtypes Bridge Diagnoses and Biomarkers: A Novel Research Track for Mental Disorders. NEUROSCIENCE BULLETIN[J]. 2017, 33(3): 351-353, http://dx.doi.org/10.1007/s12264-017-0108-3.
[31] Cocchi, Luca, Yang, Zhengyi, Zalesky, Andrew, Stelzer, Johannes, Hearne, Luke J, Gollo, Leonardo L, Mattingley, Jason B. Neural Decoding of Visual Stimuli Varies with Fluctuations in Global Network Efficiency. HUMAN BRAIN MAPPING[J]. 2017, 38(6): 3069-3080, http://dx.doi.org/10.1002/hbm.23574.
[32] Li, Hai, Fan, Lingzhong, Zhuo, Junjie, Wang, Jiaojian, Zhang, Yu, Yang, Zhengyi, Jiang, Tianzi. ATPP: A Pipeline for Automatic Tractography-Based Brain Parcellation. FRONTIERS IN NEUROINFORMATICS[J]. 2017, 11(11): https://doaj.org/article/b758aa43fa0c4ed889cecb31be55d9c8.
[33] Sepehrband, Farshid, Alexander, Daniel C, Kurniawan, Nyoman D, Reutens, David C, Yang, Zhengyi. Towards higher sensitivity and stability of axon diameter estimation with diffusion-weighted MRI. NMR IN BIOMEDICINE[J]. 2016, 29(3): 293-308, http://dx.doi.org/10.1002/nbm.3462.
[34] Sepehrband, Farshid, Alexander, Daniel C, Clark, Kristi A, Kurniawan, Nyoman D, Yang, Zhengyi, Reutens, David C. Parametric Probability Distribution Functions for Axon Diameters of Corpus Callosum. FRONTIERS IN NEUROANATOMY[J]. 2016, 10: https://doaj.org/article/6ed14d93659d4898ac59a2c30f7f79b0.
[35] Fan, Lingzhong, Li, Hai, Zhuo, Junjie, Zhang, Yu, Wang, Jiaojian, Chen, Liangfu, Yang, Zhengyi, Chu, Congying, Xie, Sangma, Laird, Angela R, Fox, Peter T, Eickhoff, Simon B, Yu, Chunshui, Jiang, Tianzi. The Human Brainnetome Atlas: A New Brain Atlas Based on Connectional Architecture. CEREBRAL CORTEX[J]. 2016, 26(8): 3508-3526, http://dx.doi.org/10.1093/cercor/bhw157.

   

（ 1 ） 绘制狨猴脑网络组图谱, 负责人, 国家任务, 2017-01--2020-12
（ 2 ） 脑网络组图谱导航的手术机器人及其临床示范应用, 负责人, 中国科学院计划, 2020-01--2021-06
（ 3 ） 人类脑图谱绘制及生物学基础研究, 参与, 中国科学院计划, 2018-01--2020-12
（ 4 ） 中枢神经疾病及干细胞治疗的神经环路机制, 参与, 国家任务, 2017-07--2021-12
（ 5 ） 多模态人类脑图谱绘制, 参与, 国家任务, 2017-01--2021-12
（ 6 ） 高效非侵入式闭环神经调控系统及机理研究平台, 负责人, 中国科学院计划, 2023-02--2023-12
（ 7 ） 基于量子隧穿效应的室温无液氦便携式脑磁装置研制, 参与, 国家任务, 2024-01--2028-12
（ 8 ） 面向精准神经调控设备的增强现实图谱导航系统开发, 参与, 中国科学院计划, 2023-09--2025-08