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1.
Proteins ; 82(10): 2597-608, 2014 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-24920327

RESUMO

Families of distantly related proteins typically have very low sequence identity, which hinders evolutionary analysis and functional annotation. Slowly evolving features of proteins, such as an active site, are therefore valuable for annotating putative and distantly related proteins. To date, a complete evolutionary analysis of the functional relationship of an entire enzyme family based on active-site structural similarities has not yet been undertaken. Pyridoxal-5'-phosphate (PLP) dependent enzymes are primordial enzymes that diversified in the last universal ancestor. Using the comparison of protein active site structures (CPASS) software and database, we show that the active site structures of PLP-dependent enzymes can be used to infer evolutionary relationships based on functional similarity. The enzymes successfully clustered together based on substrate specificity, function, and three-dimensional-fold. This study demonstrates the value of using active site structures for functional evolutionary analysis and the effectiveness of CPASS.


Assuntos
Coenzimas/metabolismo , Modelos Moleculares , Fosfato de Piridoxal/metabolismo , Transaminases/química , Sequência de Aminoácidos , Animais , Sítios de Ligação , Domínio Catalítico , Coenzimas/química , Bases de Dados de Proteínas , Evolução Molecular , Humanos , Ligantes , Dados de Sequência Molecular , Filogenia , Conformação Proteica , Fosfato de Piridoxal/química , Alinhamento de Sequência , Homologia de Sequência de Aminoácidos , Software , Especificidade por Substrato , Transaminases/classificação , Transaminases/genética , Transaminases/metabolismo
2.
J Proteome Res ; 12(9): 3831-42, 2013 Sep 06.
Artigo em Inglês | MEDLINE | ID: mdl-23919725

RESUMO

Identifying protein post-translational modifications (PTMs) from tandem mass spectrometry data of complex proteome mixtures is a highly challenging task. Here we present a new strategy, named iterative search for identifying PTMs (ISPTM), for tackling this challenge. The ISPTM approach consists of a basic search with no variable modification, followed by iterative searches of many PTMs using a small number of them (usually two) in each search. The performance of the ISPTM approach was evaluated on mixtures of 70 synthetic peptides with known modifications, on an 18-protein standard mixture with unknown modifications and on real, complex biological samples of mouse nuclear matrix proteins with unknown modifications. ISPTM revealed that many chemical PTMs were introduced by urea and iodoacetamide during sample preparation and many biological PTMs, including dimethylation of arginine and lysine, were significantly activated by Adriamycin treatment in nuclear matrix associated proteins. ISPTM increased the MS/MS spectral identification rate substantially, displayed significantly better sensitivity for systematic PTM identification compared with that of the conventional all-in-one search approach, and offered PTM identification results that were complementary to InsPecT and MODa, both of which are established PTM identification algorithms. In summary, ISPTM is a new and powerful tool for unbiased identification of many different PTMs with high confidence from complex proteome mixtures.


Assuntos
Mapeamento de Peptídeos/métodos , Processamento de Proteína Pós-Traducional , Proteoma/química , Software , Algoritmos , Sequência de Aminoácidos , Animais , Linhagem Celular , Cromatografia por Troca Iônica , Camundongos , Anotação de Sequência Molecular , Dados de Sequência Molecular , Fragmentos de Peptídeos/química , Fragmentos de Peptídeos/isolamento & purificação , Proteólise , Proteoma/isolamento & purificação , Proteoma/metabolismo , Curva ROC , Ferramenta de Busca , Espectrometria de Massas em Tandem , Tripsina/química
3.
BMC Res Notes ; 4: 17, 2011 Jan 26.
Artigo em Inglês | MEDLINE | ID: mdl-21269480

RESUMO

BACKGROUND: A recent analysis of protein sequences deposited in the NCBI RefSeq database indicates that ~8.5 million protein sequences are encoded in prokaryotic and eukaryotic genomes, where ~30% are explicitly annotated as "hypothetical" or "uncharacterized" protein. Our Comparison of Protein Active-Site Structures (CPASS v.2) database and software compares the sequence and structural characteristics of experimentally determined ligand binding sites to infer a functional relationship in the absence of global sequence or structure similarity. CPASS is an important component of our Functional Annotation Screening Technology by NMR (FAST-NMR) protocol and has been successfully applied to aid the annotation of a number of proteins of unknown function. FINDINGS: We report a major upgrade to our CPASS software and database that significantly improves its broad utility. CPASS v.2 is designed with a layered architecture to increase flexibility and portability that also enables job distribution over the Open Science Grid (OSG) to increase speed. Similarly, the CPASS interface was enhanced to provide more user flexibility in submitting a CPASS query. CPASS v.2 now allows for both automatic and manual definition of ligand-binding sites and permits pair-wise, one versus all, one versus list, or list versus list comparisons. Solvent accessible surface area, ligand root-mean square difference, and Cß distances have been incorporated into the CPASS similarity function to improve the quality of the results. The CPASS database has also been updated. CONCLUSIONS: CPASS v.2 is more than an order of magnitude faster than the original implementation, and allows for multiple simultaneous job submissions. Similarly, the CPASS database of ligand-defined binding sites has increased in size by ~ 38%, dramatically increasing the likelihood of a positive search result. The modification to the CPASS similarity function is effective in reducing CPASS similarity scores for false positives by ~30%, while leaving true positives unaffected. Importantly, receiver operating characteristics (ROC) curves demonstrate the high correlation between CPASS similarity scores and an accurate functional assignment. As indicated by distribution curves, scores ≥ 30% infer a functional similarity. Software URL: http://cpass.unl.edu.

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