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1.
BMC Bioinformatics ; 18(1): 171, 2017 Mar 16.
Article in English | MEDLINE | ID: mdl-28298180

ABSTRACT

BACKGROUND: Protein-protein interactions (PPIs) can offer compelling evidence for protein function, especially when viewed in the context of proteome-wide interactomes. Bacteria have been popular subjects of interactome studies: more than six different bacterial species have been the subjects of comprehensive interactome studies while several more have had substantial segments of their proteomes screened for interactions. The protein interactomes of several bacterial species have been completed, including several from prominent human pathogens. The availability of interactome data has brought challenges, as these large data sets are difficult to compare across species, limiting their usefulness for broad studies of microbial genetics and evolution. RESULTS: In this study, we use more than 52,000 unique protein-protein interactions (PPIs) across 349 different bacterial species and strains to determine their conservation across data sets and taxonomic groups. When proteins are collapsed into orthologous groups (OGs) the resulting meta-interactome still includes more than 43,000 interactions, about 14,000 of which involve proteins of unknown function. While conserved interactions provide support for protein function in their respective species data, we found only 429 PPIs (~1% of the available data) conserved in two or more species, rendering any cross-species interactome comparison immediately useful. The meta-interactome serves as a model for predicting interactions, protein functions, and even full interactome sizes for species with limited to no experimentally observed PPI, including Bacillus subtilis and Salmonella enterica which are predicted to have up to 18,000 and 31,000 PPIs, respectively. CONCLUSIONS: In the course of this work, we have assembled cross-species interactome comparisons that will allow interactomics researchers to anticipate the structures of yet-unexplored microbial interactomes and to focus on well-conserved yet uncharacterized interactors for further study. Such conserved interactions should provide evidence for important but yet-uncharacterized aspects of bacterial physiology and may provide targets for anti-microbial therapies.


Subject(s)
Bacteria/metabolism , Bacterial Proteins/metabolism , Protein Interaction Mapping/methods , Bacillus subtilis/metabolism , Bacterial Proteins/chemistry , Evolution, Molecular , Humans , Proteome/metabolism , Salmonella enterica/metabolism
2.
PLoS Comput Biol ; 11(2): e1004107, 2015 Feb.
Article in English | MEDLINE | ID: mdl-25723151

ABSTRACT

Large-scale analyses of protein complexes have recently become available for Escherichia coli and Mycoplasma pneumoniae, yielding 443 and 116 heteromultimeric soluble protein complexes, respectively. We have coupled the results of these mass spectrometry-characterized protein complexes with the 285 "gold standard" protein complexes identified by EcoCyc. A comparison with databases of gene orthology, conservation, and essentiality identified proteins conserved or lost in complexes of other species. For instance, of 285 "gold standard" protein complexes in E. coli, less than 10% are fully conserved among a set of 7 distantly-related bacterial "model" species. Complex conservation follows one of three models: well-conserved complexes, complexes with a conserved core, and complexes with partial conservation but no conserved core. Expanding the comparison to 894 distinct bacterial genomes illustrates fractional conservation and the limits of co-conservation among components of protein complexes: just 14 out of 285 model protein complexes are perfectly conserved across 95% of the genomes used, yet we predict more than 180 may be partially conserved across at least half of the genomes. No clear relationship between gene essentiality and protein complex conservation is observed, as even poorly conserved complexes contain a significant number of essential proteins. Finally, we identify 183 complexes containing well-conserved components and uncharacterized proteins which will be interesting targets for future experimental studies.


Subject(s)
Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Multiprotein Complexes/chemistry , Multiprotein Complexes/genetics , Proteomics/methods , Escherichia coli/genetics , Genome, Bacterial/genetics , Mycoplasma pneumoniae/genetics
3.
Interdiscip Top Gerontol ; 40: 18-34, 2015.
Article in English | MEDLINE | ID: mdl-25341510

ABSTRACT

This chapter will introduce a few additional network concepts, and then it will focus on the application of the material in the previous chapter to the study of systems biology of aging. In particular, we will examine how the material can be used to study aging networks in two sample species: Caenorhabditis elegans and Saccharomyces cerevisiae.


Subject(s)
Aging/physiology , Caenorhabditis elegans/physiology , Saccharomyces cerevisiae/physiology , Animals , Caenorhabditis elegans/metabolism , Databases, Protein , Gene Regulatory Networks , Models, Biological , Protein Interaction Mapping , Saccharomyces cerevisiae/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Systems Biology
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