Protein function prediction: towards integration of similarity metrics

被引:33
作者
Erdin, Serkan [1 ]
Lisewski, Andreas Martin [1 ]
Lichtarge, Olivier [1 ]
机构
[1] Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA
基金
美国国家科学基金会;
关键词
EVOLUTIONARY IMPORTANCE; STRUCTURAL GENOMICS; GENE ONTOLOGY; DATABASE; ANNOTATION; BINDING; CLASSIFICATION; DISCOVERY; ENZYMES; SERVER;
D O I
10.1016/j.sbi.2011.02.001
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Genomic centers discover increasingly many protein sequences and structures, but not necessarily their full biological functions. Thus, currently, less than one percent of proteins have experimentally verified biochemical activities. To fill this gap, function prediction algorithms apply metrics of similarity between proteins on the premise that those sufficiently alike in sequence, or structure, will perform identical functions. Although high sensitivity is elusive, network analyses that integrate these metrics together hold the promise of rapid gains in function prediction specificity.
引用
收藏
页码:180 / 188
页数:9
相关论文
共 85 条
[1]   Quantitative Comparison of Catalytic Mechanisms and Overall Reactions in Convergently Evolved Enzymes: Implications for Classification of Enzyme Function [J].
Almonacid, Daniel E. ;
Yera, Emmanuel R. ;
Mitchell, John B. O. ;
Babbitt, Patricia C. .
PLOS COMPUTATIONAL BIOLOGY, 2010, 6 (03)
[2]   Gapped BLAST and PSI-BLAST: a new generation of protein database search programs [J].
Altschul, SF ;
Madden, TL ;
Schaffer, AA ;
Zhang, JH ;
Zhang, Z ;
Miller, W ;
Lipman, DJ .
NUCLEIC ACIDS RESEARCH, 1997, 25 (17) :3389-3402
[3]   Data growth and its impact on the SCOP database: new developments [J].
Andreeva, Antonina ;
Howorth, Dave ;
Chandonia, John-Marc ;
Brenner, Steven E. ;
Hubbard, Tim J. P. ;
Chothia, Cyrus ;
Murzin, Alexey G. .
NUCLEIC ACIDS RESEARCH, 2008, 36 :D419-D425
[4]   The Universal Protein Resource (UniProt) in 2010 [J].
Apweiler, Rolf ;
Martin, Maria Jesus ;
O'Donovan, Claire ;
Magrane, Michele ;
Alam-Faruque, Yasmin ;
Antunes, Ricardo ;
Barrell, Daniel ;
Bely, Benoit ;
Bingley, Mark ;
Binns, David ;
Bower, Lawrence ;
Browne, Paul ;
Chan, Wei Mun ;
Dimmer, Emily ;
Eberhardt, Ruth ;
Fedotov, Alexander ;
Foulger, Rebecca ;
Garavelli, John ;
Huntley, Rachael ;
Jacobsen, Julius ;
Kleen, Michael ;
Laiho, Kati ;
Leinonen, Rasko ;
Legge, Duncan ;
Lin, Quan ;
Liu, Wudong ;
Luo, Jie ;
Orchard, Sandra ;
Patient, Samuel ;
Poggioli, Diego ;
Pruess, Manuela ;
Corbett, Matt ;
di Martino, Giuseppe ;
Donnelly, Mike ;
van Rensburg, Pieter ;
Bairoch, Amos ;
Bougueleret, Lydie ;
Xenarios, Ioannis ;
Altairac, Severine ;
Auchincloss, Andrea ;
Argoud-Puy, Ghislaine ;
Axelsen, Kristian ;
Baratin, Delphine ;
Blatter, Marie-Claude ;
Boeckmann, Brigitte ;
Bolleman, Jerven ;
Bollondi, Laurent ;
Boutet, Emmanuel ;
Quintaje, Silvia Braconi ;
Breuza, Lionel .
NUCLEIC ACIDS RESEARCH, 2010, 38 :D142-D148
[5]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[6]   The GOA database in 2009-an integrated Gene Ontology Annotation resource [J].
Barrell, Daniel ;
Dimmer, Emily ;
Huntley, Rachael P. ;
Binns, David ;
O'Donovan, Claire ;
Apweiler, Rolf .
NUCLEIC ACIDS RESEARCH, 2009, 37 :D396-D403
[7]   The protein structure initiative structural genomics knowledgebase [J].
Berman, Helen M. ;
Westbrook, John D. ;
Gabanyi, Margaret J. ;
Tao, Wendy ;
Shah, Raship ;
Kouranov, Andrei ;
Schwede, Torsten ;
Arnold, Konstantin ;
Kiefer, Florian ;
Bordoli, Lorenza ;
Kopp, Jrgen ;
Podvinec, Michael ;
Adams, Paul D. ;
Carter, Lester G. ;
Minor, Wladek ;
Nair, Rajesh ;
Baer, Joshua La .
NUCLEIC ACIDS RESEARCH, 2009, 37 :D365-D368
[8]   A threading-based method (FINDSITE) for ligand-binding site prediction and functional annotation [J].
Brylinski, Michal ;
Skolnick, Jeffrey .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (01) :129-134
[9]   Comparison of structure-based and threading-based approaches to protein functional annotation [J].
Brylinski, Michal ;
Skolnick, Jeffrey .
PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, 2010, 78 (01) :118-134
[10]   Interaction networks: Lessons from large-scale studies in yeast [J].
Cagney, Gerard .
PROTEOMICS, 2009, 9 (20) :4799-4811