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师资队伍

邓明华

邓明华

邓明华

  • 教授、博士生导师
  • dengmh@math.pku.edu.cn
  • 北京市海淀区颐和园路5号
  • 北京大学
个人简介

邓明华,现任北京大学数学科学学院教授及概率统计系副系主任,北京大学定量生物学中心教授,曾任美国耶鲁大学医学院流行病与公共卫生系访问副教授。已发表70多篇SCI论文。先后主持国家自然科学基金面上项目5项,主持科技部863项目1项,参加科技部973项目3项,参加国家自然科学基金创新团队2项,合作主持国家自然科学基金海外及港澳学者合作研究项目1项,参加科技部重点研发项目1项。

主要研究方向

生物信息学

代表性科研项目

1. 2019.1-2022.12  成分数据分析方法及其在宏基因组数据中的应用,基金委面上 (主持人)

2. 2016.7-2021.6蛋白质机器三维结构导向的新型药物研发关键技术研究,科技部重点研发计划,(学术骨干)

3. 2015.1-2019.12课题3:疾病相关生物分子网络的构建、动态演化及调控规律,科技部重大研究计划 (主持人:课题组长)

4. 2015.1-2018.12 基于网络的全基因组关联分析方法,基金委面上 (主持人)

5. 2012.1-2015.12 遗传相互作用网络的构建和分析,基金委面上 (主持人)

6. 2009.1-2011.12   基于探针杂交机制的生物芯片数据预处理统计方法研究, 基金委面上(主持人)

7. 2008.1-2010.12   蛋白质复杂网络构建与分析及其在肝癌疾病中的应用,  863项目 (主持人)

8. 2006.1-2008.12   转录因子结合位点(TSBS)研究, 基金委面上(主持人)

 

10篇代表性论文

1.Huili Yuan, Shun He , Minghua Deng*. Compositional data network analysis via lasso penalized D-trace loss. Bioinformatics, https://doi.org/10.1093/bioinformatics/btz098, Published: 14 February 2019

2.Yujuan Gao, Sheng Wang, Minghua Deng* and Jinbo Xu*. RaptorX-Angle: real-value prediction of protein backbone dihedral angles through a hybrid method of clustering and deep learning. BMC Bioinformatics 2018, 19 (Suppl 4) :100. https://doi.org/10.1186 /s12859-018-2065-x. APBC 2018 Best Paper Award.

3.Huili Yuan; Ruibin Xi; Chong Chen; Minghua Deng*. Differential network analysis using a D-trace loss. Biometrika 2017, 4: 755–770.

4.Changjing Wu, Hongyu Zhao, Huaying Fang and Minghua Deng*. Graphical model selection with latent variables.Electronic Journal of Statistics 2017, 11, 3485–3521.

5.Zengmiao Wang, Huaying Fang, Nelson Leung-Sang Tang and Minghua Deng. VCNet: vector-based gene co-expression network construction and its application to RNA-seq data. Bioinformatics 33(14):2173–2181, 2017.

6.Huaying Fang, Chengcheng Huang, Hongyu Zhao and Minghua Deng. CCLasso: Correlation Inference for Compositional Data through Lasso. Bioinformatics. 2015 Oct 1;31(19):3172-80. doi: 10.1093/bioinformatics/btv349..

7.Lin Wang, Wei Zheng, Hongyu Zhao, Minghua Deng. Statistical Analysis Reveals Co-Expression Patterns of Many Pairs of Genes in Yeast Are Jointly Regulated by Interacting Loci. PLoS Genetics 9(3): e1003414,2013.

8.Lin Hou, Lin Wang, Minping Qian, Dong Li, Chao Tang, Yunping Zhu, Minghua Deng, Fangting Li. Modular analysis of the probabilistic genetic interaction network. Bioinformatics 27(6):853-859,2011.

9.Hao Zheng, Xingyi Hang, Ji Zhu, Minping Qian, Wubin Qu, Chenggang Zhang, Minghua Deng. REMAS: a new regression model to identify alternative splicing events from exon array data. BMC Bioinformatics 10 (Suppl 1):S18, 2009. APBC2009 Best Paper Award.

10.Minghua Deng, Shepra Mehta, Fengzhu Sun, Ting Chen. Inferring domain-domain interactions from protein-protein interactions. Genome Research 12(10):1540-1548,2002. See also The ACM-SIGACT 6th Annual International Conference on Computational Molecular Biology (RECOMB02), 95-103, April, 2002.