New paradigm in protein function prediction for large scale omics analysis
- PMID: 18437265
- DOI: 10.1039/b718229e
New paradigm in protein function prediction for large scale omics analysis
Abstract
Biological interpretation of large scale omics data, such as protein-protein interaction data and microarray gene expression data, requires that the function of many genes in a data set is annotated or predicted. Here the predicted function for a gene does not necessarily have to be a detailed biochemical function; a broad class of function, or low-resolution function, may be sufficient to understand why a set of genes shows the observed expression pattern or interaction pattern. In this Highlight, we focus on two recent approaches for function prediction which aim to provide large coverage in function prediction, namely omics data driven approaches and a thorough data mining approach on homology search results.
Similar articles
-
Gene expression trends and protein features effectively complement each other in gene function prediction.Bioinformatics. 2009 Feb 1;25(3):322-30. doi: 10.1093/bioinformatics/btn625. Epub 2008 Dec 2. Bioinformatics. 2009. PMID: 19050035
-
PFP: Automated prediction of gene ontology functional annotations with confidence scores using protein sequence data.Proteins. 2009 Feb 15;74(3):566-82. doi: 10.1002/prot.22172. Proteins. 2009. PMID: 18655063
-
Bioinformatics: databasing and gene annotation.Methods Mol Biol. 2008;460:145-57. doi: 10.1007/978-1-60327-048-9_7. Methods Mol Biol. 2008. PMID: 18449486
-
Re-analysis of data and its integration.FEBS Lett. 2005 Mar 21;579(8):1802-7. doi: 10.1016/j.febslet.2005.02.006. FEBS Lett. 2005. PMID: 15763555 Review.
-
Protein function prediction with high-throughput data.Amino Acids. 2008 Oct;35(3):517-30. doi: 10.1007/s00726-008-0077-y. Epub 2008 Apr 22. Amino Acids. 2008. PMID: 18427717 Review.
Cited by
-
Functional enrichment analyses and construction of functional similarity networks with high confidence function prediction by PFP.BMC Bioinformatics. 2010 May 19;11:265. doi: 10.1186/1471-2105-11-265. BMC Bioinformatics. 2010. PMID: 20482861 Free PMC article.
-
A domain-centric solution to functional genomics via dcGO Predictor.BMC Bioinformatics. 2013;14 Suppl 3(Suppl 3):S9. doi: 10.1186/1471-2105-14-S3-S9. Epub 2013 Feb 28. BMC Bioinformatics. 2013. PMID: 23514627 Free PMC article.
-
Protein functional annotation of simultaneously improved stability, accuracy and false discovery rate achieved by a sequence-based deep learning.Brief Bioinform. 2020 Jul 15;21(4):1437-1447. doi: 10.1093/bib/bbz081. Brief Bioinform. 2020. PMID: 31504150 Free PMC article.
-
Commentaries on "Informatics and medicine: from molecules to populations".Methods Inf Med. 2008;47(4):296-317. Methods Inf Med. 2008. PMID: 18690363 Free PMC article.
-
Binding ligand prediction for proteins using partial matching of local surface patches.Int J Mol Sci. 2010;11(12):5009-26. doi: 10.3390/ijms11125009. Epub 2010 Dec 6. Int J Mol Sci. 2010. PMID: 21614188 Free PMC article.
Publication types
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources