Integrating Networks and Proteomics: Moving Forward

被引:21
作者
Bin Goh, Wilson Wen [1 ,2 ]
Wong, Limsoon [2 ,3 ]
机构
[1] Tianjin Univ, Sch Pharmaceut Sci & Technol, Tianjin 300072, Peoples R China
[2] Natl Univ Singapore, Dept Comp Sci, Singapore 117417, Singapore
[3] Natl Univ Singapore, Dept Pathol, Singapore 119074, Singapore
关键词
CONSISTENT DISEASE SUBNETWORKS; DIFFERENTIAL EXPRESSION; HUMAN INTERACTOME; BIOLOGY; CANCER; COMPLEXES; PROTEINS; DYNAMICS; DRAFT; MODEL;
D O I
10.1016/j.tibtech.2016.05.015
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Networks can resolve many analytical problems in proteomics, including incomplete coverage and inconsistency. Despite high expectations, network-related research in proteomics has experienced only modest growth. In practice, most current research examines non-quantitative usages, for example determining physical interactions among proteins or contextualizing a differential protein list, rather than addressing practical quantitative usages, for example predicting missing proteins or making sample-class predictions. Moreover, many applications are irreproducible and are not widely adopted owing to a lack of common standards, particularly evaluation criteria and gold-standard datasets. A concerted drive towards quantitative applications and convergence towards common standards is essential for 'network-based proteomics' to realize its development potential and make meaningful contributions to clinical applications.
引用
收藏
页码:951 / 959
页数:9
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