KMS Of Academy of mathematics and systems sciences, CAS
The Discovery of Mutated Driver Pathways in Cancer: Models and Algorithms | |
Zhang, Junhua1,2; Zhang, Shihua1,2 | |
2018-05-01 | |
发表期刊 | IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS |
ISSN | 1545-5963 |
卷号 | 15期号:3页码:988-998 |
摘要 | The pathogenesis of cancer in human is still poorly understood. With the rapid development of high-throughput sequencing technologies, huge volumes of cancer genomics data have been generated. Deciphering that data poses great opportunities and challenges to computational biologists. One of such key challenges is to distinguish driver mutations, genes as well as pathways from passenger ones. Mutual exclusivity of gene mutations (each patient has no more than one mutation in the gene set) has been observed in various cancer types and thus has been used as an important property of a driver gene set or pathway. In this article, we aim to review the recent development of computational models and algorithms for discovering driver pathways or modules in cancer with the focus on mutual exclusivity-based ones. |
关键词 | Bioinformatics cancer genomics driver gene driver pathway mutual exclusivity co-occurring mutation |
DOI | 10.1109/TCBB.2016.2640963 |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[61379092] ; National Natural Science Foundation of China[61422309] ; National Natural Science Foundation of China[61621003] ; National Natural Science Foundation of China[11661141019] ; Strategic Priority Research Program of the Chinese Academy of Sciences (CAS)[XDB13040600] ; Outstanding Young Scientist Program of CAS ; CAS Frontier Science Research Key Project for Top Young Scientist[QYZDB-SSW-SYS008] ; Key Laboratory of Random Complex Structures and Data Science, CAS[2008DP173182] |
WOS研究方向 | Biochemistry & Molecular Biology ; Computer Science ; Mathematics |
WOS类目 | Biochemical Research Methods ; Computer Science, Interdisciplinary Applications ; Mathematics, Interdisciplinary Applications ; Statistics & Probability |
WOS记录号 | WOS:000434295100028 |
出版者 | IEEE COMPUTER SOC |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/30412 |
专题 | 应用数学研究所 |
通讯作者 | Zhang, Junhua |
作者单位 | 1.Chinese Acad Sci, Acad Math & Syst Sci, Natl Ctr Math & Interdisciplinary Sci, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang, Junhua,Zhang, Shihua. The Discovery of Mutated Driver Pathways in Cancer: Models and Algorithms[J]. IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS,2018,15(3):988-998. |
APA | Zhang, Junhua,&Zhang, Shihua.(2018).The Discovery of Mutated Driver Pathways in Cancer: Models and Algorithms.IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS,15(3),988-998. |
MLA | Zhang, Junhua,et al."The Discovery of Mutated Driver Pathways in Cancer: Models and Algorithms".IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 15.3(2018):988-998. |
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