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1、计算系统生物学简介,崔庆华 2008-3-14,Outline,计算系统生物学简介 网络的数学模型 网络可视化工具Pajek 无尺度网络和小世界网络,生物信息学的分支,Bioinformatics is defined as a scientific discipline that encompasses all aspects of biological information acquisition, processing, storage, distribution, analysis and interpretation, that combines the tools and tec
2、hniques of mathematics, computer science and biology with the aim of understanding the biological significance of a variety of data.,生物信息学的兴起,Data, Large-scale and high-throughput, High-dimensional, Non-linear, Noisy, Unequally distributed,What is Systems Biology?,Not a new concept! Systems biology
3、is an emergent field that aims at system-level understanding of biological systems (Kitano 2002). To understand biology at the system level, we must examine the structure and dynamics and cellular organismal function, rather than the characteristics of isolated parts of a cell or organism.,Systems的层
4、次性,Why Systems Biology?,http:/www.newvisions.ucsb.edu/background/images/elephant.gif,Why Computational Systems Biology?,Golden opportunity, now!, More than 16 international meetings in 2006, More than 10 books in the past two years, Journals: Molecular systems biology (Nature & EMBO), BMC systems bi
5、ology, IET systems biology, EURASIP Journal on Bioinformatics and Systems Biology etc.,Large-scale, high-throughput data,Fields of Computational Systems Biology?,Biological networks construction, such as gene regulatory networks, cellular signaling networks, metabolic networks, protein-protein inter
6、action networks, genetic interaction networks, gene co-expression networks, literature networks.,Fields of Computational Systems Biology?,Properties of systems, such as topology, robustness, tolerance.,Albert et al., Nature 2000,Fields of Computational Systems Biology?,Goh et al., PNAS 2007,P53 regi
7、on,TGF region,Ras region,Cui et al., MSB 2007,Biological questions on systems-levels, such as diseases, evolution, medicine etc.,生物复杂网络的数学模型,0,图论(graph theory)中的一个图(graph)：两个集合V(A,B,C,D,E)和E(AB,AC,AB,BC,CD,DE),A B C D E,网络可视化软件Pajek,有向网络,*Vertices*Edges*Arcs,自组织临界性 (self organization criticality),幂律
8、分布 power law,钟形分布,钟形分布,成年人身高、体重 跳远的距离 苹果大小 。,幂律分布,城镇人口：纽约800万，Duffield 52个 地震 战争 人类语言词汇的使用频率 音乐 年薪 网站点击量 论文引用率 。,How about networks?,网络节点的度 (degree) 度的分布,随机网络,真实网络-无尺度网络,真实网络,社会网络 电话calling网络 通信网络 交通网络 河道 电网 。,真实网络-hubs (top 15% degree),真实网络-小世界属性,真实网络-小世界属性,地球上任意两个人之间的平均距离是6，6度分离(six degrees of sep
9、aration)。 2001， Watts internet小世界网络实验,小世界属性的度量,Shortest path AE: A-B(C)-D-E Network distance: 3,Average shortest path(network distance) Clustering coefficient (CC),小世界属性的度量-例子,构建和研究网络的一个模型：二部图(bipartite graph),二部图： 一些例子,作者-文章(author-literature) 演员-电影(actor-film) 基因-疾病(gene-disease) 药物-靶标(drug-protein target) 基础医学和临床中的数据？ 。,
