GO Explorer: A gene-ontology tool to aid in the interpretation of shotgun proteomics data

被引:24
作者
Carvalho, Paulo C. [1 ,2 ]
Fischer, Juliana S. G. [2 ,3 ,4 ]
Chen, Emily I. [2 ,7 ]
Domont, Gilberto B. [3 ,4 ]
Carvalho, Maria G. C. [5 ]
Degrave, Wim M. [6 ]
Yates, John R., III [2 ]
Barbosa, Valmir C. [1 ]
机构
[1] Univ Fed Rio de Janeiro, Syst Engn & Comp Sci Program, BR-21941 Rio De Janeiro, Brazil
[2] Scripps Res Inst, Dept Physiol Chem, La Jolla, CA 92037 USA
[3] Univ Fed Rio de Janeiro, Inst Chem, Rio De Janeiro, Brazil
[4] Rio de Janeiro Prote Network, Rio De Janeiro, Brazil
[5] Univ Fed Rio de Janeiro, Carlos Chagas Filho Biophys Inst, Rio De Janeiro, Brazil
[6] Inst Oswaldo Cruz, Lab Funct Genom & Bioinformat, BR-20001 Rio De Janeiro, Brazil
[7] SUNY Stony Brook, Dept Pharmacol, Stony Brook, NY 11794 USA
关键词
BCR/ABL-TRANSFORMED CELLS; PERILLYL ALCOHOL; MASS-SPECTROMETRY; EXPRESSION; APOPTOSIS; DISCOVERY;
D O I
10.1186/1477-5956-7-6
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Background: Spectral counting is a shotgun proteomics approach comprising the identification and relative quantitation of thousands of proteins in complex mixtures. However, this strategy generates bewildering amounts of data whose biological interpretation is a challenge. Results: Here we present a new algorithm, termed GO Explorer (GOEx), that leverages the gene ontology (GO) to aid in the interpretation of proteomic data. GOEx stands out because it combines data from protein fold changes with GO over-representation statistics to help draw conclusions. Moreover, it is tightly integrated within the PatternLab for Proteomics project and, thus, lies within a complete computational environment that provides parsers and pattern recognition tools designed for spectral counting. GOEx offers three independent methods to query data: an interactive directed acyclic graph, a specialist mode where key words can be searched, and an automatic search. Its usefulness is demonstrated by applying it to help interpret the effects of perillyl alcohol, a natural chemotherapeutic agent, on glioblastoma multiform cell lines (A172). We used a new multi-surfactant shotgun proteomic strategy and identified more than 2600 proteins; GOEx pinpointed key sets of differentially expressed proteins related to cell cycle, alcohol catabolism, the Ras pathway, apoptosis, and stress response, to name a few. Conclusion: GOEx facilitates organism-specific studies by leveraging GO and providing a rich graphical user interface. It is a simple to use tool, specialized for biologists who wish to analyze spectral counting data from shotgun proteomics. GOEx is available at http://pcarvalho.com/ patternlab.
引用
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页数:11
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