基本信息

蔡军 男 博导 中国科学院北京基因组研究所
电子邮件: juncai@big.ac.cn
通信地址: 中国科学院北京基因组研究所
邮政编码: 100101
电子邮件: juncai@big.ac.cn
通信地址: 中国科学院北京基因组研究所
邮政编码: 100101
招生信息
招生专业
071022-基因组学
071021-生物信息学
071007-遗传学
071021-生物信息学
071007-遗传学
招生方向
体细胞组学分析;单细胞组学精准基因组医学数据分析
教育背景
1999-09--2005-12 清华大学 研究生-博士1995-09--1999-09 清华大学 本科-学士
学历
-- 研究生
学位
-- 博士
工作经历
工作简历
2009-05~现在, 中国科学院北京基因组研究所, 研究员2006-03~2008-06,美国伊利诺伊大学香槟分校, 博士后
教授课程
精准基因组医学新技术前沿研讨课遗传咨询与未来医疗基因组学与医学健康研讨课遗传咨询入门
出版信息
发表论文
[1] Lifei Wang, Rui Nie, Zhang Zhang, Weiwei Gu, Shuo Wang, Anqi Wang, Jiang Zhang, Jun Cai. A deep generative framework with embedded vector arithmetic and classifier for sample generation, label transfer, and clustering of single-cell data. CELL REPORTS METHODS[J]. 2023, 3(8): https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10475846/.[2] Cui, Guanshen, Dong, Kangning, Zhou, JiaYi, Li, Shang, Wu, Ying, Han, Qinghua, Yao, Bofei, Shen, Qunlun, Zhao, YongLiang, Yang, Ying, Cai, Jun, Zhang, Shihua, Yang, YunGui. Spatiotemporal transcriptomic atlas reveals the dynamic characteristics and key regulators of planarian regeneration. NATURE COMMUNICATIONS[J]. 2023, 14(1): http://dx.doi.org/10.1038/s41467-023-39016-0.[3] Lifei Wang, Rui Nie, Jiang Zhang, Jun Cai. scCapsNet-mask: an updated version of scCapsNet with extended applicability in functional analysis related to scRNA-seq data. BMC Bioinformatics[J]. 2022, [4] Lifei Wang, Xuexia Miao, Rui Nie, Zhang Zhang, Jiang Zhang, Jun Cai. MultiCapsNet: A General Framework for Data Integration and Interpretable Classification. FRONTIERS IN GENETICS[J]. 2021, 12: https://doaj.org/article/5accd7e0eded434394e3092cb1cfcb17.[5] Miao, Xuexia, Li, Yueying, Zheng, Caihong, Wang, Lifei, Jin, Chen, Chen, Lei, Mi, Shuangli, Zhai, Weiwei, Wang, QianFei, Cai, Jun. A promising iPS-based single-cell cloning strategy revealing signatures of somatic mutations in heterogeneous normal cells. COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL[J]. 2020, 18: 2326-2335, http://dx.doi.org/10.1016/j.csbj.2020.08.026.[6] Wang, Lifei, Nie, Rui, Yu, Zeyang, Xin, Ruyue, Zheng, Caihong, Zhang, Zhang, Zhang, Jiang, Cai, Jun. An interpretable deep-learning architecture of capsule networks for identifying cell-type gene expression programs from single-cell RNA-sequencing data. NATURE MACHINE INTELLIGENCE[J]. 2020, 2(11): 693-+, http://dx.doi.org/10.1038/s42256-020-00244-4.[7] Zhang, Yuezheng, Li, Yawei, Li, Tao, Shen, Xu, Zhu, Tianqi, Tao, Yong, Li, Xueying, Wang, Di, Ma, Qin, Hu, Zheng, Liu, Jialin, Ruan, Jue, Cai, Jun, Wang, HurngYi, Lu, Xuemei. Genetic Load and Potential Mutational Meltdown in Cancer Cell Populations. MOLECULAR BIOLOGY AND EVOLUTION[J]. 2019, 36(3): 541-552, http://ir.amss.ac.cn/handle/2S8OKBNM/34334, http://www.irgrid.ac.cn/handle/1471x/6869268, http://ir.amss.ac.cn/handle/2S8OKBNM/34335, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000462585100009&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=3a85505900f77cc629623c3f2907beab.[8] Miao, Xuexia, Li, Xi, Wang, Lifei, Zheng, Caihong, Cai, Jun. DSMNC: a database of somatic mutations in normal cells. NUCLEIC ACIDS RESEARCH[J]. 2019, 47(D1): D971-D975, [9] Li, Qiuling, Jiao, Jie, Li, Huijun, Wan, Huajing, Zheng, Caihong, Cai, Jun, Bao, Shilai. Histone arginine methylation by Prmt5 is required for lung branching morphogenesis through repression of BMP signaling. JOURNAL OF CELL SCIENCE[J]. 2018, 131(14): https://www.webofscience.com/wos/woscc/full-record/WOS:000443435600014.[10] Perry, Elizabeth B, MakohonMoore, Alvin, Zheng, Caihong, Kaufman, Charles K, Cai, Jun, IacobuzioDonahue, Christine A, White, Richard M. Tumor diversity and evolution revealed through RADseq. ONCOTARGET[J]. 2017, 8(26): 41792-41805, [11] 聂瑞, 蔡军. 体细胞谱系追踪研究进展. 发育医学电子杂志[J]. 2017, 5(1): 50-54, http://lib.cqvip.com/Qikan/Article/Detail?id=672989360.[12] Zou, Xiaoting, Meng, Jiao, Li, Li, Han, Wanhong, Li, Changyin, Zhong, Ran, Miao, Xuexia, Cai, Jun, Zhang, Yong, Zhu, Dahai. Acetoacetate Accelerates Muscle Regeneration and Ameliorates Muscular Dystrophy in Mice. JOURNAL OF BIOLOGICAL CHEMISTRY[J]. 2016, 291(5): 2181-2195, http://dx.doi.org/10.1074/jbc.M115.676510.[13] Gao, Shuai, Zheng, Caihong, Chang, Gang, Liu, Wenqiang, Kou, Xiaochen, Tan, Kun, Tao, Li, Xu, Kai, Wang, Hong, Cai, Jun, Tian, Jianhui, Gao, Shaorong. Unique features of mutations revealed by sequentially reprogrammed induced pluripotent stem cells. NATURE COMMUNICATIONS[J]. 2015, 6: http://dx.doi.org/10.1038/ncomms7318.[14] Yin, Shanye, Yang, Jing, Lin, Bin, Deng, Wenjun, Zhang, Yuchao, Yi, Xianfu, Shi, Yufang, Tao, Yong, Cai, Jun, Wu, ChungI, Zhao, Guoping, Hurst, Laurence D, Zhang, Jie, Hu, Landian, Kong, Xiangyin. Exome sequencing identifies frequent mutation of MLL2 in non-small cell lung carcinoma from Chinese patients. SCIENTIFIC REPORTS[J]. 2014, 4: http://dx.doi.org/10.1038/srep06036.[15] Cai, Jun, Miao, Xuexia, Li, Yueying, Smith, Cory, Tsang, Kitman, Cheng, Linzhao, Wang, Qianfei. Whole-Genome Sequencing Identifies Genetic Variances in Culture-Expanded Human Mesenchymal Stem Cells. STEM CELL REPORTS[J]. 2014, 3(2): 227-233, https://doaj.org/article/c40d1277d630445b9132d2280c95f7d3.[16] Gong, Qiang, Tao, Yong, Yang, JianRong, Cai, Jun, Yuan, Yunfei, Ruan, Jue, Yang, Jin, Liu, Hailiang, Li, Wanghua, Lu, Xuemei, Zhuang, ShiMei, Wang, San Ming, Wu, ChungI. Identification of medium-sized genomic deletions with low coverage, mate-paired restricted tags. BMC GENOMICS[J]. 2013, 14(1): 51-51, http://www.corc.org.cn/handle/1471x/2374295.[17] Zheng, Caihong, Miao, Xuexia, Li, Yanen, Huang, Ying, Ruan, Jue, Ma, Xi, Wang, Li, Wu, ChungI, Cai, Jun. Determination of genomic copy number alteration emphasizing a restriction site-based strategy of genome re-sequencing. BIOINFORMATICS[J]. 2013, 29(22): 2813-2821, http://dx.doi.org/10.1093/bioinformatics/btt481.[18] Jiang, Lan, Zhang, Jing, Wang, JingJing, Wang, Lu, Zhang, Li, Li, Guoqiang, Yang, Xiaodan, Ma, Xin, Sun, Xin, Cai, Jun, Zhang, Jun, Huang, Xingxu, Yu, Miao, Wang, Xuegeng, Liu, Feng, Wu, ChungI, He, Chuan, Zhang, Bo, Ci, Weimin, Liu, Jiang. Sperm, but Not Oocyte, DNA Methylome Is Inherited by Zebrafish Early Embryos. CELL[J]. 2013, 153(4): 773-784, http://dx.doi.org/10.1016/j.cell.2013.04.041.[19] Tao, Yong, Ruan, Jue, Yeh, ShiouHwei, Lu, Xuemei, Wang, Yu, Zhai, Weiwei, Cai, Jun, Ling, Shaoping, Gong, Qiang, Chong, Zecheng, Qu, Zhengzhong, Li, Qianqian, Liu, Jiang, Yang, Jin, Zheng, Caihong, Zeng, Changqing, Wang, HurngYi, Zhang, Jing, Wang, ShengHan, Hao, Lingtong, Dong, Lili, Li, Wenjie, Sun, Min, Zou, Wei, Yu, Caixia, Li, Chaohua, Liu, Guojing, Jiang, Lan, Xu, Jin, Huang, Huanwei, Li, Chunyan, Mi, Shuangli, Zhang, Bing, Chen, Baoxian, Zhao, Wenming, Hu, Songnian, Zhuang, ShiMei, Shen, Yang, Shi, Suhua, Brown, Christopher, White, Kevin P, Chen, DingShinn, Chen, PeiJer, Wu, ChungI. Rapid growth of a hepatocellular carcinoma and the driving mutations revealed by cell-population genetic analysis of whole-genome data. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA[J]. 2011, 108(29): 12042-12047, http://dx.doi.org/10.1073/pnas.1108715108.[20] Cai, Jun, Xie, Dan, Fan, Zhewen, Chipperfield, Hiram, Marden, John, Wong, Wing H, Zhong, Sheng. Modeling Co-Expression across Species for Complex Traits: Insights to the Difference of Human and Mouse Embryonic Stem Cells. PLOS COMPUTATIONAL BIOLOGY[J]. 2010, 6(3): https://doaj.org/article/5e76a9b9640f42c299e3791a60be2722.[21] Jiang, Jianming, Chan, YunShen, Loh, YuinHan, Cai, Jun, Tong, GuoQing, Lim, ChingAeng, Robson, Paul, Zhong, Sheng, Ng, HuckHui. A core Klf circuitry regulates self-renewal of embryonic stem cells. NATURE CELL BIOLOGY[J]. 2008, 10(3): 353-U103, https://www.webofscience.com/wos/woscc/full-record/WOS:000253778300018.[22] Xie, Dan, Cai, Jun, Chia, NaYu, Ng, Huck H, Zhong, Sheng. Cross-species de novo identification of cis-regulatory modules with GibbsModule: Application to gene regulation in embryonic stem cells. GENOME RESEARCH[J]. 2008, 18(8): 1325-1335, https://www.webofscience.com/wos/woscc/full-record/WOS:000258116100013.[23] Cai Jun. A genome-wide survey of alternative translational initiation events in human.. Science in China Series C: Life Sciences. 2007, [24] Cai, J, Huang, Y, Li, F, Li, YD. Alteration of protein subcellular location and domain formation by alternative translational initiation. PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS[J]. 2006, 62(3): 793-799, http://dx.doi.org/10.1002/prot.20785.[25] Cai, J, Zhang, J, Huang, Y, Li, YD. ATID: a web-oriented database for collection of publicly available alternative translational initiation events. BIOINFORMATICS[J]. 2005, 21(23): 4312-4314, http://dx.doi.org/10.1093/bioinformatics/bti704.[26] Cai, J, Huang, Y, Ji, L, Li, YD. Inferring protein-protein interactions from messenger RNA expression profiles with SVM. JOURNAL OF BIOLOGICAL SYSTEMS[J]. 2005, 13(3): 287-298, http://dx.doi.org/10.1142/S0218339005001525.[27] Huang, Y, Cai, J, Ji, L, Li, YD. Classifying G-protein coupled receptors with bagging classification tree. COMPUTATIONAL BIOLOGY AND CHEMISTRY[J]. 2004, 28(4): 275-280, http://dx.doi.org/10.1016/j.compbiolchem.2004.08.001.
科研活动
科研项目
( 1 ) 诱导多能干细胞的单细胞起源和特异性基因组变异来源组成的研究, 主持, 国家级, 2016-01--2019-12( 2 ) 基因组学与表观遗传信息深度挖掘, 主持, 国家级, 2018-07--2020-12
参与会议
(1)A survey of somatic genome deletions and HBV DNA insertions in a Hepatocellular Carcinoma (HCC) case Jun Cai 2010-09-27
指导学生
已指导学生
张卓凡 硕士研究生 085238-生物工程
李莹 硕士研究生 071022-基因组学
庄雯 硕士研究生 0710Z1-基因组学
李轩 硕士研究生 085238-生物工程
苗雪霞 博士研究生 0710Z1-基因组学
赵宁 硕士研究生 0710Z1-基因组学
现指导学生
王力飞 博士研究生 0710Z1-基因组学
于泽阳 博士研究生 0710Z1-基因组学
崔博宇 博士研究生 0710Z1-基因组学
许雯秋 博士研究生 0710Z1-基因组学
王晓丹 硕士研究生 0710Z1-基因组学
肖镜舒 硕士研究生 085238-生物工程
聂瑞 博士研究生 0710Z1-基因组学
李溪 硕士研究生 0710Z1-基因组学
王翠霞 硕士研究生 0710Z1-基因组学
李盼盼 博士研究生 0710Z1-基因组学