Zemin Zhang

张泽民
研究员

  • E-mail：zemin@pku.edu.cn
  • 办公电话：+86-10-62768190
  • 办公地点：北京大学综合科研2号楼生物医学前沿创新中心306室
  • 邮件地址：北京市海淀区颐和园路5号北京大学生物医学前沿创新中心306室，100871

教育经历

  • 理学博士，美国宾州州立大学，1995，生物化学和分子生物学
  • 理学学士，南开大学，1988，遗传学

工作经历

  • 1995-1998，美国旧金山加州大学，博士后
  • 1998-2014，美国GENENTECH、ROCHE公司科研部，生物信息首席科学家
  • 2014-现在，北京大学生物医学前沿创新中心，研究员
  • 2014-现在，北大-清华生命科学中心，高级研究员
  • 2014-现在，北京大学生命科学院，终身教授
  • 2014-2022，北京大学生物医学前沿创新中心，中心副主任
  • 2014-现在，中国“海外高层次人才”计划
  • 2016.8-现在，北京大学未来基因诊断高精尖创新中心，研究员
  • 2022.3-现在，北京大学生物医学前沿创新中心，中心主任

获奖及荣誉

  • 2023年, 中国科学院院士
  • 2022年中国生物信息学十大进展
  • 2021年中国生物信息学十大进展
  • 2020年度北京市自然科学一等奖
  • 2020年细胞杂志最佳论文
  • 2019年中国生物信息学十大进展
  • 2019年中国生物信息学十大应用
  • 细胞出版社2019中国年度论文
  • 2019年拜耳研究者奖
  • 2018年中国生物信息学十大进展
  • 细胞出版社2017中国年度论文
  • 2017年度科学中国人
  • 2017年度中国十大医学科技新闻
  • 2017年度中国生命科学十大进展
  • 2017, The Boehringer Ingelheim Investigator Award
  • 2017, 北京大学转化研究个人奖
  • 2014, 长江学者（教育部）
  • 2012 Genentech Billboard (形象科学家“To us, science is personal”)
  • 2005 Genentech 年度报告科学家
  • Genentech 特殊贡献奖 (multiple times)
  • 1989 CUSBEA 学者(China-US Biochemistry Exchange and Application Program)

代表性论文及论著

  • Wang, B, Liu, and Z. Zhang. (2023) Accelerating the understanding of cancer biology through the lens of genomics. Cell,186:1755-1771
  • Zhang, J. Li, Y. Cheng, F. Meng, JW. Song, X. Fan, H. Fan, J. Li, Y.L. Fu, M.J. Zhou, W. Hu, S.Y. Wang, Y.J. Fu, J.Y. Zhang, R.N. Xu, M. Shi, X. Hu, Z. Zhang*, X. Ren*, and F. S. Wang*.  (2023) Single-cell RNA sequencing reveals intrahepatic and peripheral immune characteristics related to disease phases in HBV-infected patients. Gut. 72(1):153-167
  • R. Xue, Q. Zhang, Q. Cao, R. Kong, X. Xiang, H. Liu, M. Feng, F. Wang, J. Cheng, Z. Li, Q. Zhan, M. Deng, J. Zhu*, Z. Zhang*, N. Zhang*. (2022) Liver tumour immune microenvironment subtypes and neutrophil heterogeneity. Nature,612:141–147
  • Liu, Y. Zhang, D. Wang, X. Hu, and Z. Zhang*. (2022) Single-cell meta-analyses reveal responses of tumor-reactive CXCL13+ T cells to immune-checkpoint blockade. Nature Cancer, 3:1123-1136
  • Liu and Z. Zhang. (2022) Mapping cell types across human tissues. Science, 376(6594):695-696
  • Liu, Q. Zhang, B. Xing, N. Luo, R. Gao, K. Yu, X. Hu, Z. Bu, J. Peng*, X. Ren*, Z. Zhang*. (2022) Immune phenotypic linkage between colorectal cancer and liver metastasis. Cancer Cell, 40:424-437
  • Liu, X. Hu, K. Feng, R. Gao, Z.Xue, S.Zhang, Y. Zhang, E. Corse, Y. Hu*, W. Han*, and Z. Zhang*. (2022) Temporal single-cell tracing reveals clonal revival and expansion of precursor exhausted T cells during anti-PD-1 therapy in lung cancer. Nature Cancer, 3:108-121
  • Caldas, M. Rescigno, S. Turajlic, A. Madabhushi, Z. Zhang, P. Lito, C. E. Brown, K. Pantel, J. Haanen, N. Duma. (2022) With one eye on the future. Cancer Cell, 40(3):221-225
  • Ai, J. Guo, H. Zhang, Y. Zhang, H. Yang, K. Lin, J. Song, Z. Fu, M. Fan, Q. Zhang, H. Wang, Y. Zhao, Z. He, A. Cui, Y. Zhou, J. Wu, M. Zhou, G. Yuan, B. Kang, N. Zhao, Y. Xu, M. Zhu, Y. Wang,Z. Zhang, N. Jiang, C. Qiu, C. Xu, and W. Zhang. (2022) Cellular basis of enhanced humoral immunity to SARS-CoV-2 upon homologous or heterologous booster vaccination analyzed by single-cell immune profiling. CellDiscovery, 8, 114. doi.org/10.1038/s41421-022-00480-5
  • Yang, Z. Zhang, X. Chen, X. Wang, S. Qin, L. Du, C. Yang, L. Zhu, W. Sun, Y. Zhu, Q. Zheng, S. Zhao, Q. Wang, L. Zhao, Y. Lin, J. Huang, F. Wu, L. Lu, F. Wang, W. Zheng, X. Zhou, X. Zhao, Z. Wang, X. Sun, Y. Ye, S. Wang, Z. Li, H. Qi, Z. Zhang, D. Kuang, L. Zhang, Z. Shen*, W. Liu*. (2022) An Asian-specific variant in human IgG1 represses colorectal tumorigenesis by shaping the tumor microenvironment. Journal of Clinical Investigation.e153454. doi: 10.1172/JCI153454
  • Guo, X. Yi, L. Chen, T. Zhang, H. Guo, Z. Chen, J. Cheng, Q. Cao, H. Liu, C. Hou, L. Qi, Z. Zhu, Y. Liu, R. Kong, C. Zhang, X. Zhou,Z. Zhang, T. Song, R. Xue, and N. Zhang. (2022) Single-Cell DNA Sequencing Reveals Punctuated and Gradual Clonal Evolution in Hepatocellular Carcinoma. Gastroenterology. 162(1):238-252
  • L.Zheng, S.Qin, W. Si, A. Wang, B. Xing, R. Gao, X. Ren, L. Wang, X. Wu, J. Zhang, N. Wu, N. Zhang, H. Zhang, H. Ouyang, K. Chen, Z. Bu*, X. Hu*, J. Ji*and Z. Zhang*. (2021)Pan-cancer single-cell landscape of tumor-infiltrating T cells. Science,374, eabe6474
  • S. Cheng, Z. Li, R. Gao, B. Xing, Y. Gao, Y. Yang, S. Qin, L. Zhang, H. Ouyang, P. Du, L. Jiang, B. Zhang, Y. Yang, X. Wang, X. Ren, J. Bei, X. Hu, Z. Bu*, J. Ji*, and Z Zhang*. (2021) A pan-cancer single-cell transcriptional atlas of tumor infiltrating myeloid cells. Cell, 184:792-809.
  • L. Zheng and Z. Zhang*. (2021) Decoding the genetic basis of anti-tumor immunity. Immunity, 54:199-201.
  • X. Ren, W. Wen, X. Fan, W. Hou, B. Su, P.i Cai, J. Li, Y. Liu, F. Tang, F. Zhang, Y. Yang, J. He, W. Ma, J. He, P. Wang, … P. Zhou*, Q. Jiang*, Z. Huang*, J-X Bei*, L. Wei*, X-W Bian*, X. Liu*, T Cheng*, X. Li*, P. Zhao*, F-S Wang*, H. Wang*, B. Su*, Z. Zhang*, K. Qu*, X. Wang*, J. Chen*, R. Jin*, Z. Zhang*, (2021) COVID-19 immune features revealed by a large-scale single cell transcriptome atlas, Cell, https://doi.org/10.1016/j.cell.2021.01.053.
  • B. Liu, C. Li, Z. Li, D. Wang, X. Ren, and Z. Zhang*. (2020) An entropy-based metric for assessing the purity of single cell populations, Nature Communications, 11:3155
  • X. Ren*, G. Zhong, Q. Zhang, L. Zhang, Y. Sun and Z. Zhang*. (2020) Reconstruction of cell spatial organization from single-cell RNA sequencing data based on ligand-receptor mediated self-assembly, Cell Research, 30:763-778.
  • Q. Zhang and Z. Zhang. (2020) Stepwise immune alterations in multiple myeloma progression. Nature Cancer, 1:477-479.
  • L. Zhang, Z. Li, K. M. Skrzypczynska, Q. Fang, W. Zhang, S. A. O’Brien, Y. He, L. Wang, Q. Zhang, A. Kim, R. Gao, J. Orf, T. Wang, D. Sawant, J. Kang, D. Bhatt, D. Lu, C-M Li, A. Rapaport, K. Perez, Y. Ye, S. Wang, X. Hu, X. Ren, W. Ouyang, Z. Shen*, J. G. Egen*, Z Zhang*, and X. Yu*. (2020) Single-cell analyses inform mechanisms of myeloid-targeted therapies in colon cancer. Cell, 181:442-459.
  • C. Li, B. Liu, B. Kang, Z. Liu, Y. Liu, C. Chen, X. Ren*, and Z. Zhang*. (2020) SciBet as a portable and fast single cell type identifier. Nature Communications, 11:1818.
  • PCAWG Transcriptome Core Group, C. Calabrese, N. R. Davidson, D. Demircioğlu, N. A. Fonseca, Y. He, A. Kahles, K-V Lehmann, F. Liu, Y. Shiraishi, C. M. Soulette, L. Urban, L. Greger, S. Li, D. Liu, M. D. Perry, Q. Xiang, F. Zhang, J. Zhang, P. Bailey, S. Erkek, K. A. Hoadley, Y. Hou, M. R. Huska, H. Kilpinen, J. O. Korbel, M. G. Marin, J. Markowski, T. Nandi, Q. Pan-Hammarström, C. S. Pedamallu, R. Siebert, S. G. Stark, H. Su, P. Tan, S. M. Waszak, C. Yung, S. Zhu, P. Awadalla, C. J. Creighton, M. Meyerson, B. F. Ouellette, K. Wu, H. Yang, PCAWG Transcriptome Working Group, A. Brazma*, A. N. Brooks*, J. Göke*, G. Rätsch*, R. F. Schwarz*, O. Stegle*, Z. Zhang* & PCAWG Consortium. (2020) Genomic basis for RNA alterations in cancer. Nature, 578:129-136.
  • The ICGC/TCGA Pan-Cancer Analysis of Whole Genomes Consortium. (2020) Pan-cancer analysis of whole genomes. Nature, 578:82–93.
  • Y. Zhang, F. Chen, N. A. Fonseca, Y. He, M. Fujita, H. Nakagawa, Z. Zhang, A. Brazma; PCAWG Transcriptome Working Group; PCAWG Structural Variation Working Group, C. J. Creighton; PCAWG Consortium. (2020) High-coverage whole-genome analysis of 1220 cancers reveals hundreds of genes deregulated by rearrangement-mediated cis-regulatory alterations. Nature Communications, 11:736.
  • R. Bernards, E. Jaffee, J. A. Joyce, S. W. Lowe, E. R. Mardis, S. J. Morrison, K. Polyak, C. L. Sears, K. H. Vousden, and Z. Zhang. (2020) A roadmap for the next decade in cancer research. Nature Cancer, 1:12-17.
  • R. Yang, S. Cheng, N. Luo, R. Gao, K. Yu, B. Kang, L. Wang, Q. Zhang, Q. Fang, L. Zhang, C. Li, A. He, X. Hu, J. Peng*, X. Ren*, and Z. Zhang*. (2020) Distinct epigenetic features of tumor-reactive CD8+ T cells in colorectal cancer patients revealed by genome-wide DNA methylation analysis. Genome Biology, 21:2.
  • Y. Zhang and Z. Zhang*. (2020) The history and advances in cancer immunotherapy: understanding the characteristics of tumor-infiltrating immune cells and their therapeutic implications. Cellular & Molecular Immunology, 17(8):807-821.
  • F. Liu, Y. Zhang, L. Zhang, Z. Li, Q. Fang, R. Gao, and Z. Zhang. (2019) Systematic comparative analysis of single-nucleotide variant detection methods from single-cell RNA sequencing data. Genome Biology, 20:242.
  • Q. Zhang, Y. He, N. Luo, S. J. Patel, Y. Han, R. Gao, M. Modak, S. Carotta, C. Haslinger, D. Kind, G. W. Peet, G. Zhong, S. Lu, W. Zhu, Y. Mao, M. Xiao, M. Bergmann, X. Hu, S. P. Kerkar, A. B. Vogt, S. Pflanz, K. Liu*, J. Peng*, X. Ren*, and Z. Zhang* (2019) Landscape and dynamics of single immune cells in hepatocellular carcinoma. Cell, 179:829-845.
  • H. Yang, L. Xia, J. Chen, S. Zhang, V. Martin, Q. Li, S. Lin, J. Chen, J. Calmette, M. Lu, L. Fu, J. Yang, Z. Pan, K. Yu, J. He, E.Morand, G. Schlecht-Louf, R. Krzysiek, L. Zitvogel, B. Kang, Z. Zhang, A. Leader, P. Zhou, L. Lanfumey, M. Shi, G. Kroemer, and Y. Ma. (2019) Stress–glucocorticoid–TSC22D3 axis compromises therapy-induced antitumor immunity. Nature Medicine, 26:1428-1441.
  • R. Xu, S. Yu, D. Zhu, X. Huang, Y. Xu, Y. Lao, Y. Tian, J. Zhang, Z. Tang, Z. Zhang, J. Yi, H. Zhu, and X. Zheng. (2019) hCINAP regulates the DNA-damage response and mediates the resistance of acute myelocytic leukemia cells to therapy. Nature Communications, 10: 3812.
  • Z. Tang, B. Kang, C. Li, T. Chen, and Z. Zhang. (2019) GEPIA2: an enhanced web server for large-scale expression profiling and interactive analysis. Nucleic Acids Research, 47:W556-W560.
  • L. Zhang and Z. Zhang. (2019) Recharacterizing tumor-infiltrating lymphocytes by single-cell RNA sequencing. Cancer Immunology Research, 7:1040-1046.
  • L. Zhang, X. Yu, L. Zheng, Y. Zhang, Y. Li, Q. Fang, R. Gao, B. Kang, Q. Zhang, J.Y. Huang, H. Konno, X. Guo, Y. Ye, S. Gao, S. Wang, X. Hu, X. Ren, Z. Shen*, W. Ouyang*, and Z. Zhang*. (2018) Lineage tracking reveals dynamic relationships of T cells in colorectal cancer. Nature, 564:268-272.
  • X. Guo, Y. Zhang, L. Zheng, C. Zheng, J. Song, Q. Zhang, B. Kang, Z. Liu, L. Jin,R. Xing, R. Gao, L. Zhang, M. Dong, X. Hu, X. Ren, D. Kirchhoff, H. G. Roider, T. Yan*, and Z. Zhang*. (2018) Global characterization of T cells in non-small cell lung cancer by single-cell sequencing. Nature Medicine, 24:978-985.
  • X. Ren*, B. Kang, and Z. Zhang*. (2018) Understanding tumor ecosystems by single-cell sequencing: promises and limitations. Genome Biology, 19:211.
  • C. Zheng, L. Zheng, J.-K. Yoo, H. Guo, Y. Zhang, X. Guo, B. Kang, R. Hu, J. Y. Huang, Q. Zhang, Z. Liu, M. Dong, X. Hu, W. Ouyang*, J. Peng*, and Z. Zhang*. (2017) Landscape of infiltrating T cells in liver cancer revealed by single-cell sequencing. Cell, 169(7), 1342–1356.
  • Z. Tang, C. Li, B. Kang, G. Gao, C. Li, and Z. Zhang. (2017) GEPIA: a web server for cancer and normal gene expression profiling and interactive analyses. Nucleic Acids Research, 45(W1):W98-W102.
  • X. Hu and Z. Zhang. (2016) Understanding the genetic mechanisms of cancer drug resistance using genomic approaches. Trends in Genetics, 32(2):127-37.
  • C. Zheng, L. Zheng, J.-K. Yoo, H. Guo, Y. Zhang, X. Guo, B. Kang, R. Hu, J. Y. Huang, Q. Zhang, Z. Liu, M. Dong, X. Hu, W. Ouyang*, J. Peng*, and Z. Zhang*. (2017) Landscape of infiltrating T cells in liver cancer revealed by single-cell sequencing. Cell, 169(7), 1342–1356.
  • Z. Tang, C. Li, B. Kang, G. Gao, C. Li, and Z. Zhang. (2017) GEPIA: a web server for cancer and normal gene expression profiling and interactive analyses. Nucleic Acids Research, 45(W1):W98-W102.
  • X. Hu and Z. Zhang. (2016) Understanding the genetic mechanisms of cancer drug resistance using genomic approaches. Trends in Genetics, 32(2):127-37.
  • C. Klijn, S. Durinck, E. Stawiski, P. M. Haverty, Z. Jiang, H. Liu, J. Degenhardt, O. Mayba, F. Gnad, J. Liu, G. Pau, J. Reeder, Y. Cao, K. Mukhyala, S. K. Selvaraj, M. Yu, G. J. Zynda, M. J. Brauer, T. D. Wu, R. C. Gentleman, G. Manning, R. L. Yauch, R. Bourgon, D. Stokoe, Z. Modrusan, R. M. Neve, F. J. de Sauvage, J. Settleman*, S. Seshagiri*, and Z. Zhang* (2015) A comprehensive transcriptional portrait of human cancer cell lines. Nature Biotechnology, 33:305-315.
  • S. Jhunjhunwala, Z. Jiang, E. W. Stawiski, F. Gnad, J. Liu, O. Mayba, P. Du, J. Diao, C. Santos, K-F Wong, Z. Gao, Y. Li, S. Johnson, H. M. Stern, T. D. Wu, S. B. Kapadia, Z. Modrusan, J. M. Luk, D. M. French, S. Seshagiri, and Z. Zhang (2014) Diverse modes of genomic alterations in hepatocellular carcinoma. Genome Biology, 15:436.
  • J. Liu, M. McCleland, E. Stawiski, F. Gnad, P. M. Haverty, S. Durinck, Y-J. Chen, C. Klijn, O. Mayba, S. Jhunjhunwala, M. Lawrence, H. Liu, Y. Wan, V. Chopra, W. Yuan, C. Ha, H. Gilbert, J. Reeder, G. Pau, J. Stinson, H. Stern, G. Manning, T. D. Wu, R. Neve, F. J. de Sauvage, Z. Modrusan, S. Seshagiri, R. Firestein, and Z. Zhang (2014), Integrated exome and transcriptome sequencing reveals ZAK isoform usage in gastric cancer. Nature Communications, 5:3830.
  • O. Mayba, H. N. Gilbert, J. Liu, P. M. Haverty, S. Jhunjhunwala, Z. Jiang, C. Watanabe, and Z. Zhang (2014) Allele specific expression detection in cancer tissues and cell lines by MBASED. Genome Biology, 15:405.
  • Z. Zhang (2012), Genomic landscape of liver cancer. Nature Genetics, 44: 1075-1077.
  • J. Liu, W. Lee, Z. Chen, Z. Jiang, S. Jhunjhunwala, P. M Haverty, F. Gnad, Y. Guan, H. Gilbert, J. Stinson, C. Klijn, J. Guillory, D. Bhatt, S. Vartanian, K. Walter, J. Chan, P. Dijkgraaf, S. Johnson, J. Koeman, J. Minna, A. Gazdar, H. M. Stern, K. P. Hoeflich, T. D. Wu, F. J. de Sauvage, R. C. Gentleman, R. M. Neve, D. Stokoe, Z. Modrusan, S. Seshagiri, D. S. Shames, Z. Zhang (2012) Genome and transcriptome sequencing of lung cancers reveal diverse mutational and splicing events. Genome Research, 22:2315-2327.
  • S. Seshagiri, E. Stawiski, S. Durinck, Z. Modrusan, E. Storm, C. B. Conboy, S. Chaudhuri, Y. Guan, V. Janakiraman, B. S. Jaiswal, J. Guillory, C. Ha, G. J. P. Dijkgraaf, J. Stinson, F. Gnad, M. Huntley, J. D. Degenhardt, P. M. Haverty, R. Bourgon, W. Wang, H. Koeppan, R. Gentleman, T. K. Starr, Z. Zhang, D. A. Largaespada, T. D. Wu and F. J. de Sauvage (2012) Recurrent R-spondin fusions in colon cancer. Nature, 488, 660–664.
  • Z. Jiang*, S. Jhunihunwala*, J. Liu, P. Haverty, K. Pant, M. I. Kennemer, P. Carnevali, Y. Guan, J. Stinson, P. Dijkgraaf, J. Rae, S. Johnson, C. Watanabe, J. Diao, S. Kapadia, F. de Sauvage, R. Gentleman, H. Stern, S. Seshagiri, Z. Modrusan, D. Ballinger, Z. Zhang (2012) The effects of hepatitis B virus integration into the genomes of hepatocellular carcinoma patients. Genome Research, 22:593-601.
  • W. Lee, Z. Jiang, J. Liu, P. M. Haverty, Y. Guan, J. Stinson, P. Yue, Y. Zhang, K. P. Pant, D. Bhatt, C. Ha, S. Johnson., M. I. Kennemer, S. Mohan, I. Nazarenko, C. Watanabe, A. B. Sparks, D. S. Shames, R. Gentleman, F. J. de Sauvage, H. Stern, A. Pandita, D. G. Ballinger, R. Drmanac, Z. Modrusan, S. Seshagiri, and Z. Zhang (2010) The mutation spectrum revealed by paired genome sequences from a lung cancer patient. Nature, 465:473-477.
  • Z. Kan, B. S. Jaiswal, J. Stinson, V. Janakiraman, D. Bhatt, H. M. Stern, P. Yue, P. M. Haverty, R. Bourgon, J. Zheng, M. Moorhead, S. Chaudhuri, L. P. Tomsho, B. A. Peters, K. Pujara, S. Cordes, D. P. Davis, V. E. Carlton, W. Yuan, L. Li, W. Wang, C. Eigenbrot, J. S. Kaminker, D. A. Eberhard, P. Waring, S. C. Schuster, Z. Modrusan, Z. Zhang, D. Stokoe, F. J. de Sauvage, M. Faham and S. Seshagiri. (2010) Diverse somatic mutation patterns and pathway alterations in human cancers. Nature, 466: 869-873.
  • J. Liu, Y. Zhang, X. Lei, and Z. Zhang. (2008) Natural selection of protein structural and functional properties: a SNP perspective. Genome Biology, 9(4): R69.
  • N. Kayagaki, Q. Phung, S. Chan, R. Chaudhari, C. Quan, K. M. O`Rourke, M. Eby, E. Pietras, G. Cheng, J. F. Bazan, Z. Zhang, D. Arnott, and V. M. Dixit. (2007) DUBA: a deubiquitinase that regulates type I interferon production. Science, 318: 1628-1632.
  • L. D. Wood, D. W. Parsons, S. Jones, J. Lin, T. Sjöblom, R. J. Leary, D. Shen, S. M. Boca, T. Barber, J. Ptak, N. Silliman, S. Szabo, Z. Dezso, V. Ustyanksky, T. Nikolskaya, Y. Nikolsky, R. Karchin, P. A. Wilson, J. S. Kaminker, Z. Zhang, R. Croshaw, J. Willis, D. Dawson, M. Shipitsin, J. K. V. Willson, S. Sukumar, K. Polyak, B. H. Park, C. L. Pethiyagoda, P. V. K. Pant, D. G. Ballinger, A. B. Sparks, J. Hartigan, D. R. Smith, E. Suh, N. Papadopoulos, P. Buckhaults, S. D. Markowitz, G. Parmigiani, K. W. Kinzler, V. E. Velculescu, and B. Vogelstein. (2007) The genomic landscapes of human breast and colorectal cancers. Science, 318: 1108-1113.
  • L. S. Hon and Z. Zhang. (2007) The roles of binding site arrangement and combinatorial targeting in microRNA repression of gene expression. Genome Biology, 8 (8): R166.
  • J. S. Kaminker, Y. Zhang, C. Watanabe, and Z. Zhang. (2007) CanPredict: A computational tool for predicting missense cancer-associated mutations. Nucleic Acids Research, 35: W595-598.
  • Y. Zhang, S-M Luoh, L. S. Hon, R. Baertsch, W. I. Wood and Z. Zhang. (2007) GeneHub-GEPIS: Digital expression profiling for normal and cancer tissues based on an integrated gene database. Nucleic Acids Research, 35: W152-158.
  • J. S. Kaminker, Y. Zhang, A. Waugh, P. Haverty, J. Stinson, B. Peters, D. Sebisanovic, W. F. Forrest, J. F. Bazan, S. Seshagiri, and Z. Zhang. (2007) Distinguishing cancer associated missense mutations from common polymorphisms. Cancer Research, 67: 465-473.
  • Y. Zhang, D. Eberhard, G. D. Frantz, P. Dowd, T. D. Wu, C. Watanabe, Y. Zhou, P. Polakis, K. J. Hillan, W. I. Wood, and Z. Zhang. (2004) GEPIS – Quantitative gene expression profiling in normal and cancer tissues. Bioinformatics, 20: 2390-2398.
  • I. E. Wertz, K. M. O’Rourke, Z. Zhang, D. Dornan, D. Arnott, R. J. Deshaies, and V. M. Dixit. (2004) Human De-etiolated-1 regulates c-Jun by assembling a CUL4A ubiquitin ligase. Science, 303: 1371-1374.
  • Y. Zhou, S-M. Luoh, Y. Zhang, C. Watanabe, T. D. Wu, M. Ostland, W. I. Wood, and Z. Zhang. (2003) Genome-wide identification of chromosome regions of increased tumor expression by transcriptome analysis. Cancer Research, 63: 5781-5784.