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孙凯

特任副研究员,硕士生导师

质谱大数据平台

山东第一医科大学医学人工智能与大数据学院特任副研究员,硕士生导师


一、教育经历

2011/09-2015/07,燕山大学,电子信息工程卓越计划

2015/09~2018/04,北京交通大学,生物医学工程

2018/09~2022/06,西安电子科技大学,信息与通信工程

2018/06~2022/06,中科院自动化研究所,访问学习。


二、研究方向


研究方向为基于人工智能的医学影像智能分析,包括针对肿瘤的治疗前辅助诊断、治疗中辅助方案选择、治疗后预后预测研究;针对脑认知与脑疾病的影像辅助诊断、治疗选择、疗后预测、机制探索等脑科学研究。

已获批山东省博新计划人才支持。


三、代表性文章

[1] Sun Kai#, Liu Zhenyu#, Chen Guanmao#, Zhouzhifeng, Zhong Shuming, Tang Zhenchao, Wang Shuo, Zhou Guifei, Zhou Xuezhi, Shao Lizhi, Ye Xiaoying, Zhang Yingli, Jia Yanbin, Pan Jiyang, Huang Li, Liu Xia*, Liu Jiangang*, Tian Jie*, Wang Ying*. A two-center radiomic analysis for differentiating major depressive disorder using multi-modality MRI data under different parcellation methods. Journal of Affective Disorders, 2022, 300: 1-9. (DOI: 10.1016/j.jad.2021.12.065,中科院2区TOP,IF=4.839)

[2] Sun Kai#, Zhang Jing#, Liu Zhenyu, Qiu Qi, Gao Han, Liu Panpan, Chen Kuntao, Wei Wei, Wang Liang*, Zhang Junting*, Zhou Junlin*, Tian Jie*. A Deep Learning Radiomics Analysis for Identifying Sinus Invasion in Patients with Meningioma Before Operation Using Tumor And Peritumoral Regions. European Journal of Radiology, 2022: 110187. (DOI: 10.1016/j.ejrad.2022.110187,中科院2区,IF=3.528)

[3] Sun Kai#, Liu Zhenyu#, Li Yiming#, Wang Lei, Tang Zhenchao, Wang Shuo, Zhou Xuezhi, Shao Lizhi, Sun Caixia, Liu Xing, Jiang Tao, Wang Yinyan*, Tian Jie*. Radiomics Analysis of Postoperative Epilepsy Seizures in Low-Grade Gliomas Using Preoperative MR Images. Frontiers in Oncology, 2020: 1096. (DOI: 10.3389/fonc.2020.01096,中科院3区,IF=6.244)

[4] Wang Ying#*, Sun Kai#, Liu Zhenyu#, Chen Guanmao, Jia Yanbin, Zhong Shuming, Pan Jiyang, Huang Li, Tian Jie*. Classification of Unmedicated Bipolar Disorder Using Whole-Brain Functional Activity and Connectivity A Radiomics Analysis. Cerebral Cortex. 2020, 30(3): 1117-1128. (DOI: 10.1093/cercor/bhz152,中科院1区TOP,IF=5.357)

[5] Mo Jiajie#, Liu Zhenyu#, Sun Kai#, Ma Yanshan, Hu Wenhan, Zhang Chao, Wang Yao, Wang Xiu, Liu Chang, Zhao Baotian, Zhang Kai*, Zhang Jianguo*, Tian Jie*. Automated detection of hippocampal sclerosis using clinically empirical and radiomics features. Epilepsia, 2019, 60(12): 2519-2529. (DOI: 10.1111/epi.16392,中科院1区TOP,IF=5.864)

[6] Li Menglei#, Sun Kai#, Dai Weixing#, Xiang Wenqiang, Zhang Zhaohe, Zhang Rui, Wang Renjie, Li Qingguo, Mo Shaobo, Han Lingyu, Tong Tong*, Liu Zhenyu*, Tian Jie*, Cai Guoxiang*. Preoperative prediction of peritoneal metastasis in colorectal cancer using a clinical-radiomics model. European Journal of Radiology,2020, 132: 109326. (DOI: 10.1016/j.ejrad.2020.109326,中科院 2 区,2020,IF=3.528)

[7] Liu Zhenyu#, Meng Xiaochun#, Zhang Hongmei#, Li Zhenhui#, Liu Jiangang, Sun Kai, Meng Yankai, Dai Weixing, Xie Peiyi, Ding Yingying, Wang Meiyun*, Cai Guoxiang*, Tian Jie*. Predicting distant metastasis and chemotherapy benefit in locally advanced rectal cancer. Nature communications, 2020, 11(1): 1-11. (DOI:10.1038/s41467-020-18162-9,中科院1区TOP,IF=14.919)


四、基金

(1) 国家自然科学基金委员会, 面上项目, 基于MRI及机器学习技术的耳甲电针治疗抑郁症疗效预测研究, 2022-01-01 至 2025-12-31, 在研, 参与

(2) 国家自然科学基金委员会, 重大研究计划, 胶质母细胞瘤肿瘤突变负荷(TMB)评估及免疫检查点抑制剂疗效预测, 2021-01-01 至 2023-12-31,  在研, 参与

(3) 国家自然科学基金委员会, 面上项目, 脑胶质瘤放化疗敏感性相关影像基因组学特征研究, 2021-01-01 至 2024-12-31, 在研, 参与