课题组长
姓名:
刘雪松副教授 研究员 博士生导师, PhD, 副教授
职务:
所在院所:
生命科学与技术学院
荣誉称号:
教育经历:
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1998/09—2002/07,武汉大学,学士
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2002/09—2007/07,中国科学院上海生命科学研究院健康科学研究所,博士
博士后及工作经历:
- 2008/10—2015/05,美国哈佛大学,博士后
- 2015/06—2022/09,上海科技大学,生命科学与技术学院,助理教授(TENURE-TRACK)
- 2022/09—至今,上海科技大学,生命科学与技术学院,副教授(TENURED)
课题组简介
研究内容:
本实验室研究方向聚焦肿瘤的精准诊断和精准免疫治疗。恶性肿瘤本质上是由体细胞DNA变异驱动的系统疾病,本实验室方向是从基因组DNA变异角度系统研究肿瘤发生以及演化的规律,寻找预测肿瘤临床表现的标志物,并设计针对性的治疗策略,尤其是针对性的免疫治疗策略。目前实验室的具体研究内容包括: 1,肿瘤基因组DNA拷贝数变异特征模式分析、机制研究,以及“拷贝数指纹”标志物的优化与应用。结合基因组分析、人工智能与体外细胞实验,研究拷贝数变异的特征模式,产生机制。开发便捷的拷贝数指纹实验检测手段,并在肿瘤早筛、监测、免疫治疗以及靶向治疗临床标志物开发中的推广应用。 2,肿瘤基因组DNA变异编码的免疫原性分析以及生成式AI驱动的肿瘤精准免疫治疗。利用人工智能大数据分析技术,结合细胞以及小鼠模型实验,深入研究抗原肽/MHC/TCR 三元体互作的机制,实现高效新抗原疫苗设计、新抗原靶向TCR生成验证与应用,并转化于肿瘤病人的精准免疫治疗实践。 3,开发多模态组学整合可解释性AI方法,研发肿瘤精准分子分型策略以及精准治疗靶点。关注难治肿瘤(如粘液腺癌、黏膜恶黑等)的精准分子分型,为难治性肿瘤提供有效的直接指导临床的分型策略。关注肿瘤代谢靶点的发掘,探究代谢对肿瘤免疫治疗有效性的影响。
研究成果展示
近5年来本实验室在肿瘤基因组大数据分析以及肿瘤精准诊疗方向取得一系列原创的、具有临床应用前景的重要发现。结合基因组人工智能(AI)分析检测,提出全新的“拷贝数指纹”标志物,大幅提升了癌症复发预测、化疗及免疫治疗诊断预测的精度,同时降低了检测成本。创新地开发了“肿瘤免疫原性指数”标志物,利用AI开发出肿瘤新抗原免疫原性预测工具。利用AI首次实现对肿瘤代谢依赖性靶点的系统发掘并实验验证,发现肿瘤缺氧适应的新靶点FLAD1并开发首个FLAD1抑制剂。实验室的研究工作紧密联系肿瘤临床的实际痛点问题,以第一负责人申报国家发明专利10项(已授权8项),部分专利的产业化工作正在稳步推进中。实验室负责人编著有国内第一本《癌症生物学》教科书(上海科学技术出版社,约60万字)。近5年在知名学术期刊(如Cancer Res, eLife,Brief Bioinform,Oncogene)发表唯一通讯作者研究论文超过20篇,多篇通讯作者研究论文被ESI标记为“高被引论文”,连续入选2022、2023年度Elsevier发布的“中国高被引学者”榜单。
《癌症生物学》刘雪松编著,上海科学技术出版社,2024年出版
代表性论文(*第一作者,#通讯作者)
- 1. Wu, Tao*; Chen, Jing; Diao, Kaixuan; Wang, Guangshuai; Wang, Jinyu; Yao, Huizi; Liu, Xue-Song#; .Neodb: a comprehensive neoantigen database and discovery platform for cancer immunotherapy.DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION. 13 Jun 2023. 2023.
- 2. Shizhen, Qiu*; Jian, Chen; Tao, Wu; Li, Li; Gang, Wang; Haitao, Wu; Xianmin, Song; Xuesong, Liu*; Haopeng, Wang#*; .CAR-Toner: an AI-driven approach for CAR tonic signaling prediction and optimization.CELL RESEARCH. 14 Feb 2024.
- 3. Ning, Wei*; Wu, Tao; Wu, Chenxu; Wang, Shixiang; Tao, Ziyu; Wang, Guangshuai; Zhao, Xiangyu; Diao, Kaixuan; Wang, Jinyu; Chen, Jing; Chen, Fuxiang; Liu, Xue-Song#; .Accurate prediction of pan-cancer types using machine learning with minimal number of DNA methylation sites.JOURNAL OF MOLECULAR CELL BIOLOGY. Apr 2023.
- 4. Wang, Guangshuai*; Wu, Tao; Ning, Wei; Diao, Kaixuan; Sun, Xiaoqin; Wang, Jinyu; Wu, Chenxu; Chen, Jing; Xu, Dongliang; Liu, Xue-Song#; .TLimmuno2: predicting MHC class II antigen immunogenicity through transfer learning.BRIEFINGS IN BIOINFORMATICS. Mar 2023.
- 5. Tao, Ziyu*; Wang, Shixiang; Wu, Chenxu; Wu, Tao; Zhao, Xiangyu; Ning, Wei; Wang, Guangshuai; Wang, Jinyu; Chen, Jing; Diao, Kaixuan; Chen, Fuxiang; Liu, Xue-Song#; .The repertoire of copy number alteration signatures in human cancer.BRIEFINGS IN BIOINFORMATICS. 01 Feb 2023.
- 6. Wu, Tao*; Diao, Kaixuan; Liu, Xue-Song#; .Quantification of Neoantigen-Mediated Immunoediting in Cancer Evolution-Reply.CANCER RESEARCH. Mar 2023. 83(6):973.
- 7. Diao, Kaixuan*; Chen, Jing; Wu, Tao; Wang, Xuan; Wang, Guangshuai; Sun, Xiaoqin; Zhao, Xiangyu; Wu, Chenxu; Wang, Jinyu; Yao, Huizi; Gerarduzzi, Casimiro; Liu, Xue-Song#; .Seq2Neo: A Comprehensive Pipeline for Cancer Neoantigen Immunogenicity Prediction.INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES. Oct 2022. 23(19).
- 8. Zhao, Xiangyu*; Chen, Yuxing; Sun, Xiaoqin; He, Zaoke; Wu, Tao; Wu, Chenxu; Chen, Jing; Wang, Jinyu; Diao, Kaixuan; Liu, Xue-Song#; .Oncogenic EFNA4 Amplification Promotes Lung Adenocarcinoma Lymph Node Metastasis.CANCERS. Sep 2022. 14(17).
- 9. Jianfeng Li#*; Benben Miao*; Shixiang Wang*; Wei Dong*; Houshi Xu*; Chenchen Si*; Wei Wang; Songqi Duan; Jiacheng Lou; Zhiwei Bao; Hailuan Zeng; Zengzeng Yang; Wenyan Cheng; Fei Zhao; Jianming Zeng; Xue-Song Liu#; Renxie Wu#; Yang Shen#; Zhu Chen#; Saijuan Chen#; Mingjie Wang#; .Hiplot: a comprehensive and easy-to-use web service for boosting publication-ready biomedical data visualization.BRIEFINGS IN BIOINFORMATICS. Jul 2022.
- 10. Wu, Tao*; Wang, Guangshuai; Wang, Xuan; Wang, Shixiang; Zhao, Xiangyu; Wu, Chenxu; Ning, Wei; Tao, Ziyu; Chen, Fuxiang; Liu, Xue-Song#; .Quantification of neoantigen-mediated immunoediting in cancer evolution.CANCER RESEARCH. 15 Jun 2022. 82(12).
- 11. He, Zaoke*; Sun, Xiaoqin; Wang, Shixiang; Bai, Dongsheng; Zhao, Xiangyu; Han, Ying; Hao, Piliang; Liu, Xue-Song#; .Ggct (g-glutamyl cyclotransferase) plays an important role in erythrocyte antioxidant defense and red blood cell survival.BRITISH JOURNAL OF HAEMATOLOGY. Oct 2021. 195(2):267-275.
- 12. Wang, Shixiang*; Xiong, Yi; Zhao, Longfei; Gu, Kai; Li, Yin; Zhao, Fei; Li, Jianfeng; Wang, Mingjie; Wang, Haitao; Tao, Ziyu; Wu, Tao; Zheng, Yichao; Li, Xuejun#; Liu, Xue-Song#; .UCSCXenaShiny: An R/CRAN Package for Interactive Analysis of UCSC Xena Data.BIOINFORMATICS. Jul 2021. 38(2).
- 13. Wang, Shixiang*; Li, Huimin; Song, Minfang; Tao, Ziyu; Wu, Tao; He, Zaoke; Zhao, Xiangyu; Wu, Kai; Liu, Xue-Song#; .Copy number signature analysis tool and its application in prostate cancer reveals distinct mutational processes and clinical outcomes.PLOS GENETICS. May 2021. 17(5).
- 14. He, Zaoke*; Wu, Tao; Wang, Shixiang; Zhang, Jing; Sun, Xiaoqin; Tao, Ziyu; Zhao, Xiangyu; Li, Huimin; Wu, Kai; Liu, Xue-Song#; .Pan-cancer noncoding genomic analysis identifies functional CDC20 promoter mutation hotspots.ISCIENCE. 23 Apr 2021. 24(4).
- 15. Wang, Shixiang*; Tao, Ziyu; Wu, Tao; Liu, Xue-Song#; .Sigflow: an automated and comprehensive pipeline for cancer genome mutational signature analysis.BIOINFORMATICS. 01 Jun 2021.
- 16. Wang, Shixiang*; He, Zaoke; Wang, Xuan; Li, Huimin; Liu, Xue-Song#; .Antigen presentation and tumor immunogenicity in cancer immunotherapy response prediction.ELIFE. 26 Nov 2019. 8.
- 17. Wang, Shixiang*; Jia, Mingming*; He, Zaoke; Liu, Xue-Song#; .APOBEC3B and APOBEC mutational signature as potential predictive markers for immunotherapy response in non-small cell lung cancer.ONCOGENE. 19 Jul 2018. 37(29):3924-3936.
- 18. Wang, Shixiang*; Zhang, Jing; He, Zaoke; Wu, Kai; Liu, Xue-Song#; .The predictive power of tumor mutational burden in lung cancer immunotherapy response is influenced by patients' sex.INTERNATIONAL JOURNAL OF CANCER. 15 Nov 2019. 145(10):2840-2849.
- 19. He, Zaoke*; Wang, Shixiang; Shao, Yuanyuan; Zhang, Jing; Wu, Xiaolin; Chen, Yuxing; Hu, Junhao; Zhang, Feng; Liu, Xue-Song#; .Ras Downstream Effector GGCT Alleviates Oncogenic Stress.ISCIENCE. 27 Sep 2019. 19:256-266.
- 20. Wang, Shixiang*; Cowley, Li An*; Liu, Xue-Song#; .Sex Differences in Cancer Immunotherapy Efficacy, Biomarkers, and Therapeutic Strategy.MOLECULES. Sep 2019. 24(18).
- 21. Shixiang Wang*; Xuesong Liu#; .The UCSCXenaTools R package: a toolkit for accessing genomics data from UCSC Xena platform, from cancer multi-omics to single-cell RNA-seq.JOURNAL OF OPEN SOURCE SOFTWARE. 05 Aug 2019. 4(40).
- 22. Wang, Shixiang*; He, Zaoke; Wang, Xuan; Li, Huimin; Wu, Tao; Sun, Xiaoqin; Wu, Kai; Liu, Xue-Song#; .Can tumor mutational burden determine the most effective treatment for lung cancer patients?.LUNG CANCER MANAGEMENT. Dec 2019. 8(4).
- 23. Chen, Ming*; Zhang, Jiangwen; Sampieri, Katia; Clohessy, John G.; Mendez, Lourdes; Gonzalez-Billalabeitia, Enrique; Liu, Xue-Song; Lee, Yu-Ru; Fung, Jacqueline; Katon, Jesse M.; Menon, Archita Venugopal; Webster, Kaitlyn A.; Ng, Christopher; Palumbieri, Maria Dilia; Diolombi, Moussa S.; Breitkopf, Susanne B.; Teruya-Feldstein, Julie; Signoretti, Sabina; Bronson, Roderick T.; Asara, John M.; Castillo-Martin, Mireia; Cordon-Cardo, Carlos; Pandolfi, Pier Paolo#; .An aberrant SREBP-dependent lipogenic program promotes metastatic prostate cancer.NATURE GENETICS. 2018. 50(2):206+.
- 24. Gerarduzzi, Casimiro*; de Polo, Anna; Liu, Xue-Song; El Kharbili, Manale; Little, John B.; Yuan, Zhi-Min#; .Human epidermal growth factor receptor 4 (Her4) Suppresses p53 Protein via Targeting the MDMX-MDM2 Protein Complex IMPLICATION OF A NOVEL MDMX SER-314 PHOSPHOSITE.JOURNAL OF BIOLOGICAL CHEMISTRY. 2016. 291(50):25937-25949.
- 25. Liu, X-S*; Liu, Z.; Gerarduzzi, C.; Choi, D. E.; Ganapathy, S.; Pandolfi, P. P.; Yuan, Z-M#; .Somatic human ZBTB7A zinc finger mutations promote cancer progression.ONCOGENE. 09 Jun 2016. 35(23):3071-3078.
- 26. Liu, Xue-Song*; Chandramouly, Gurushankar; Rass, Emilie; Guan, Yinghua; Wang, Guocan; Hobbs, Robin M.; Rajendran, Anbazhagan; Xie, Anyong; Shah, Jagesh V.; Davis, Anthony J.; Scully, Ralph#; Lunardi, Andrea#*; Pandolfi, Pier Paolo#; .LRF maintains genome integrity by regulating the non-homologous end joining pathway of DNA repair.NATURE COMMUNICATIONS. 2015. 6.
- 27. Liu, Xue-Song*; Genet, Matthew D.; Haines, Jenna E.; Mehanna, Elie K.; Wu, Shaowei; Chen, Hung-I Harry; Chen, Yidong; Qureshi, Abrar A.; Han, Jiali; Chen, Xiang; Fisher, David E.; Pandolfi, Pier Paolo; Yuan, Zhi-Min#; .ZBTB7A Suppresses Melanoma Metastasis by Transcriptionally Repressing MCAM.MOLECULAR CANCER RESEARCH. 2015. 13(8):1206-1217.
- 28. Liu, Xue-Song*; Little, John B.; Yuan, Zhi-Min#; .Glycolytic metabolism influences global chromatin structure.ONCOTARGET. 2015. 6(6):4214-4225.
- 29. Gonzalez-Billalabeitia, Enrique*; Seitzer, Nina; Song, Su Jung; Song, Min Sup; Patnaik, Akash; Liu, Xue-Song; Epping, Mirjam T.; Papa, Antonella; Hobbs, Robin M.; Chen, Ming; Lunardi, Andrea; Ng, Christopher; Webster, Kaitlyn A.; Signoretti, Sabina; Loda, Massimo; Asara, John M.; Nardella, Caterina; Clohessy, John G.; Cantley, Lewis C.; Pandolfi, Pier Paolo#; .Vulnerabilities of PTEN-TP53-Deficient Prostate Cancers to Compound PARP-PI3K Inhibition.CANCER DISCOVERY. 2014. 4(8):896-904.
- 30. Liu, Xue-Song*; Haines, Jenna E.; Mehanna, Elie K.; Genet, Matthew D.; Ben-Sahra, Issam; Asara, John M.; Manning, Brendan D.; Yuan, Zhi-Min#; .ZBTB7A acts as a tumor suppressor through the transcriptional repression of glycolysis.GENES & DEVELOPMENT. 2014. 28(17):1917-1928.
- 31. Wang, Guocan*; Lunardi, Andrea; Zhang, Jiangwen; Chen, Zhenbang; Ala, Ugo; Webster, Kaitlyn A.; Tay, Yvonne; Gonzalez-Billalabeitia, Enrique; Egia, Ainara; Shaffer, David R.; Carver, Brett; Liu, Xue-Song; Taulli, Riccardo; Kuo, Winston Patrick; Nardella, Caterina; Signoretti, Sabina; Cordon-Cardo, Carlos; Gerald, William L.; Pandolfi, Pier Paolo#; .Zbtb7a suppresses prostate cancer through repression of a Sox9-dependent pathway for cellular senescence bypass and tumor invasion.NATURE GENETICS. 2013. 45(7):739+.
- 32. Zhang, Hong-Xin*; Liu, Zi-Xing; Sun, Yue-Ping; Zhu, Jiang; Lu, Shun-Yuan; Liu, Xue-Song; Huang, Qiu-Hua; Xie, Yin-Yin; Zhu, Hou-Bao; Dang, Su-Ying; Chen, Hai-Feng; Zheng, Guang-Yong; Li, Yi-Xue; Kuang, Ying; Fei, Jian; Chen, Sai-Juan; Chen, Zhu#; Wang, Zhu-Gang#; .Rig-I regulates NF-kappa B activity through binding to Nf-kappa b1 3 '-UTR mRNA.PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA. 2013. 110(16):6459-6464.
- 33. Xue-Song Liu*; Xu-Dong Zhao*; Xiaoxing Wang*; Yi-Xin Yao; Liang-Liang Zhang; Run-Zhe Shu; Wei-Hua Ren; Ying Huang; Lei Huang; Ming-Min Gu; Ying Kuang; Long Wang; Shun-Yuan Lu; Jun Chi; Jing-Sheng Fen; Yi-Fei Wang; Jian Fei; Wei Dai#; Zhu-Gang Wang#; .Germinal Cell Aplasia in Kif18a Mutant Male Mice Due to Impaired Chromosome Congression and Dysregulated BubR1 and CENP-E.GENES CANCER. Jan 2010. 1(1):26-39.
- 34. Shu, Run-Zhe#*; Zhang, Feng; Liu, Xue-Song; Li, Chun-Liang; Wang, Long; Tai, Yi-Lin; Wu, Xiao-Lin; Yang, Xue; Liao, Xiao-Dong; Jin, Ying; Gu, Ming-Min; Huang, Lei; Pang, Xiao-Fen#; Wang, Zhu-Gang#; .Target Deletion of the Cytoskeleton-Associated Protein Palladin Does Not Impair Neurite Outgrowth in Mice.PLOS ONE. 2009. 4(9).
- 35. Wu, Xiao-lin*; Gu, Ming-min; Huang, Lei; Liu, Xue-song; Zhang, Hong-xin; Ding, Xiao-yi; Xu, Jian-qing; Cui, Bin; Wang, Long; Lu, Shun-yuan; Chen, Xiao-yi; Zhang, Hai-guo; Huang, Wei; Yuan, Wen-tao; Yang, Jiang-ming; Gu, Qun; Fei, Jian; Chen, Zhu; Yuan, Zhi-min; Wang, Zhu-gang#; .Multiple Synostoses Syndrome Is Due to a Missense Mutation in Exon 2 of FGF9 Gene.AMERICAN JOURNAL OF HUMAN GENETICS. 2009. 85(1):53-63.
- 36. Wang, Yi*; Zhang, Hong-Xin; Sun, Yue-Ping; Liu, Zi-Xing; Liu, Xue-Song; Wang, Long; Lu, Shun-Yuan; Kong, Hui; Liu, Qiao-Ling; Li, Xi-Hua; Lu, Zhen-Yu; Chen, Sai-Juan; Chen, Zhu; Bao, Shi-San; Dai, Wei; Wang, Zhu-Gang#; .Rig-I-/- mice develop colitis associated with downregulation of G alpha i2.CELL RESEARCH. 2007. 17(10):858-868.
- 37. Liu, Xue-Song*; Luo, Hui-Jun; Yang, Hua; Wang, Long; Kong, Hui; Jin, Yue-E; Wang, Fang; Gu, Ming-Min; Chen, Zhu; Lu, Zhen-Yu; Wang, Zhu-Gang#; .Palladin regulates cell and extracellular matrix interaction through maintaining normal actin cytoskeleton architecture and stabilizing beta1-integrin.JOURNAL OF CELLULAR BIOCHEMISTRY. 2007. 100(5):1288-1300.
- 38. Liu, Xue-Song*; Li, Xi-Hua; Wang, Yi; Shu, Run-Zhe; Wang, Long; Lu, Shun-Yuan; Kong, Hui; Jin, Yue-E; Zhang, Li-Jun; Fei, Jian; Chen, Sai-Juan; Chen, Zhu; Gu, Ming-Min; Lu, Zhen-Yu; Wang, Zhu-Gang#; .Disruption of palladin leads to defects in definitive erythropoiesis by interfering with erythroblastic island formation in mouse fetal liver.BLOOD. 2007. 110(3):870-876.
- 39. Luo, HJ*; Liu, XS*; Wang, F; Huang, QH; Shen, SH; Wang, L; Xu, GJ; Sun, X; Kong, H; Gu, MM; Chen, SJ; Chen, Z; Wang, ZG#; .Disruption of palladin results in neural tube closure defects in mice.MOLECULAR AND CELLULAR NEUROSCIENCE. 2005. 29(4):507-515.
专利
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1. 刘雪松; 王诗翔,一种肿瘤免疫生物标志物及其用途,中国,CN201711110798,发明专利
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2. 刘雪松; 王诗翔; 何早柯,一种肿瘤免疫治疗的标志物,中国,201811376543.8,发明专利
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3. 刘雪松; 王诗翔; 何早柯; 王轩; 李慧敏; 陈玉星,一种简易高效的肿瘤免疫治疗生物标志物及其用途,中国,201910501626.3,发明专利
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4. 刘雪松; 王诗翔,一种肿瘤基因组拷贝数变异特征模式识别方法及其应用,中国,CN202011516653.7,发明专利
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5. 刘雪松; 陶紫玉; 吴宸旭,一种简洁全面的拷贝数变异模式识别方法及其应用,中国,CN202110834969.9,发明专利
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6. 刘雪松; 吴涛,一种肿瘤样本免疫编辑状态定量方法及其应用,中国,202111532372.5,发明专利
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7. 刘雪松; 王轩; 吴涛,一种肿瘤新抗原特征分析与免疫原性预测工具及其应用,中国,202210117578.X,发明专利
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8. 刘雪松; 赵翔宇,一类适应低氧或缺氧微环境的肿瘤的治疗靶点及其应用,中国,202210004820.2,发明专利
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9. 刘雪松;宁伟,一种生物标志物组合及用于判断肿瘤原发部位的系统,中国,202211680337.2,发明专利
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10. 刘雪松;要慧子,构建 HRD 预测模型的方法、HRD 预测模型及 CNA 特征的应用,中国,2023103818891,发明专利
课题组成员及合影
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姓名:孙晓琴
身份:工程师
在组时间:2019/7-至今
邮箱:sunxq1@@shanghaitech.edu.cn
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姓名:何早柯
身份:博士研究生
在组时间:2016/09-至今
邮箱:hezk@@shanghaitech.edu.cn
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姓名:王诗翔
身份:博士研究生
在组时间:2017/03-至今
邮箱:wangshx@@shanghaitech.edu.cn
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姓名:李慧敏
身份:硕士研究生
在组时间:2019/03-至今
邮箱:lihm@@shanghaitech.edu.cn
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姓名:王轩
身份:硕士研究生
在组时间:2019/03-至今
邮箱:wangxuan1@@shanghaitech.edu.cn
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姓名:吴涛
身份:博士研究生
在组时间:2019/7-至今
邮箱:wuato2@@shanghaitech.edu.cn
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姓名:陶紫玉
身份:博士研究生
在组时间:2020/01-至今
邮箱:taozy@shanghaitech.edu.cn
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姓名:赵翔宇
身份:博士研究生
在组时间:2020/01-至今
邮箱:ZHAOxy2@shanghaitech.edu.cn
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姓名:朱堃
身份:硕士研究生
在组时间:2020/11-至今
邮箱:zhukun@shanghaitech.edu.cn
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姓名:宁伟
身份:硕士研究生
在组时间:2020/09-至今
邮箱:ningwei@shanghaitech.edu.cn
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姓名:王光帅
身份:硕士研究生
在组时间:2021/01-至今
邮箱:wanggsh@shanghaitech.edu.cn
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姓名:吴宸旭
身份:硕士研究生
在组时间:2021/01-至今
邮箱:wuchx@shanghaitech.edu.cn
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姓名:白东升
身份:本科生
在组时间:2020/08-至今
邮箱:baidsh@shanghaitech.edu.cn
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