Integration of bioinformatics resources for functional analysis of gene expression and proteomic data
- 1 January 2007
- journal article
- research article
- Published by IMR Press in Frontiers in Bioscience-Landmark
- Vol. 12 (12) , 5071-5088
- https://doi.org/10.2741/2449
Abstract
In the post-genome era, researchers are systematically tackling gene functions and complex regulatory processes by studying organisms on a global scale; however, a major challenge lies in the voluminous, complex, and dynamic data being maintained in heterogeneous sources, especially from proteomics experiments. Advanced computational methods are needed for integration, mining, comparative analysis, and functional interpretation of high-throughput proteomic data. In the first part of this review, we discuss aspects of data integration important for capturing all data relevant to functional analysis. We provide a list of databases commonly used in genomics and proteomics and explain strategies to connect the source data, with especial emphasis on our ID mapping service. Next, we describe iProClass, a central data infrastructure that supports both data integration and functional annotation of proteins, and give a brief introduction to the data search/retrieval and analysis tools currently available at our website (http://pir.georgetown.edu) that researchers can use for large-scale functional analysis. In the last part, we introduce iProXpress (integrated Protein eXpression), an integrated research and discovery platform for large-scale expression data analysis, and we show a prototype that has been useful for organelle proteome analysis.Keywords
This publication has 34 references indexed in Scilit:
- Comparative bioinformatics analyses and profiling of lysosome-related organelle proteomesInternational Journal of Mass Spectrometry, 2007
- Proteomic and Bioinformatic Characterization of the Biogenesis and Function of MelanosomesJournal of Proteome Research, 2006
- Computational Proteomics Analysis System (CPAS): An Extensible, Open-Source Analytic System for Evaluating and Publishing Proteomic Data and High Throughput Biological ExperimentsJournal of Proteome Research, 2005
- Ensemble dependence model for classification and prediction of cancer and normal gene expression dataBioinformatics, 2005
- DBParser: Web-Based Software for Shotgun Proteomic Data AnalysesJournal of Proteome Research, 2004
- A Combined Transmembrane Topology and Signal Peptide Prediction MethodPublished by Elsevier ,2004
- The iProClass integrated database for protein functional analysisComputational Biology and Chemistry, 2004
- Comprehensive Analysis of the Mouse Metabolome Based on the TranscriptomeGenome Research, 2003
- The SWISS-PROT protein knowledgebase and its supplement TrEMBL in 2003Nucleic Acids Research, 2003
- Empirical Statistical Model To Estimate the Accuracy of Peptide Identifications Made by MS/MS and Database SearchAnalytical Chemistry, 2002