Identification of efflux proteins using efficient radial basis function networks with position‐specific scoring matrices and biochemical properties

Efflux proteins are membrane proteins, which are involved in the transportation of multidrugs. The annotation of efflux proteins in genomic sequences would aid to understand the function. Although the percentage of membrane proteins in genomes is estimated to be 25–30%, there is no information about the content of efflux proteins. For annotating such class of proteins it is necessary to develop a reliable method to identify efflux proteins from amino acid sequence information. In this work, we have developed a method based on radial basis function networks using position specific scoring matrices (PSSM) and amino acid properties. We noticed that the C‐terminal domain of efflux proteins contain vital information for discrimination. Our method showed an accuracy of 78 and 92% in discriminating efflux proteins from transporters and membrane proteins, respectively using fivefold cross‐validation. We utilized our method for annotating the genomes E. coli and P. aeruginosa and it predicted 8.7 and 9.2% of proteins as efflux proteins in these genomes, respectively. The predicted efflux proteins have been compared with available experimental data and we observed a very good agreement between them. Further, we developed a web server for classifying efflux proteins and it is freely available at http://rbf.bioinfo.tw/～sachen/EFFLUXpredict/Efflux‐RBF.php . We suggest that our method could be an effective tool for annotating efflux proteins in genomic sequences.Proteins 2013. © 2013 Wiley Periodicals, Inc.     

Prediction of the Types of Membrane Proteins Based on Discrete Wavelet Transform and Support Vector Machines

Membrane proteins are crucial for many biological functions and have become attractive targets for both basic research and drug discovery. With the unprecedented increasing of newly found protein sequences in the post-genomic era, it is both time-consuming and expensive to determine the types of newly found membrane proteins solely with traditional experiment, and so it is highly demanded to develop an automatic method for fast and accurately identifying the type of membrane proteins according to their amino acid sequences. In this study, the discrete wavelet transform (DWT) and support vector machine (SVM) have been used for the prediction of the types of membrane proteins. Maximum accuracy has been obtained using SVM with a wavelet function of bior2.4, a decomposition scale j = 4, and Kyte–Doolittle hydrophobicity scales. The results indicate that the proposed method may play an important complementary role to the existing methods in this area.     

Evidence for a novel circulating alpha 1 protein in tumour-bearing rats. Differentiation from acute phase alpha 1 proteins and from alpha 1 fetoprotein

It has been found in this study that the serum from rats bearing a transplanted dibenzanthracene-induced tumour ($\text{RD}\text{3}$), has a high concentration of alpha₁ proteins compared with normal rat serum. These alpha₁ proteins have been isolated by an immunoabsorption method and have been compared by immunological methods with the acute phase alpha₁ proteins isolated by the same method from the serum of rats presenting an inflammatory reaction. It has been found that the isolated $\text{RD}\text{3}$ alpha₁ proteins were composed of two major proteins: one of these corresponded to an inflammatory protein, the alpha₁-AP-globulin. The other may be a new protein, as it is absent from the serum of rats with an acute phase inflammatory reaction and nor does it correspond to alpha₁ feto-protein, a carcino-embryonic protein presenting the same electrophoretic mobility.     

Identification and characterization of Paracoccidioides lutzii proteins interacting with macrophages

Paracoccidioidomycosis (PCM), caused by thermodimorphic fungi of the Paracoccidioides genus, is a systemic disorder that involves the lungs and other organs. The adherence of pathogenic microorganisms to host tissues is an essential event in the onset of colonization and spread. The host–pathogen interaction is a complex interplay between the defense mechanisms of the host and the efforts of pathogenic microorganisms to colonize it. Therefore, the identification of fungi proteins interacting with host proteins is an important step understanding the survival strategies of the fungus within the host. In this paper, we used affinity chromatography based on surface proteomics (ACSP) to investigate the interactions of pathogen proteins with host surface molecules. Paracoccidioides lutzii extracts enriched of surface proteins were captured by chromatographic resin, which was immobilized with macrophage cell surface proteins, and identified by mass spectrometry. A total of 215 proteins of P. lutzii were identified interacting with macrophage proteins. In silico analysis classified those proteins according to the presence of sites for N- and O-glycosylation and secretion by classical and non-classical pathways. Serine proteinase (SP) and fructose-1,6-bisphosphate aldolase (FBA) were identified in our proteomics analysis. Immunolocalization assay and flow cytometry both showed an increase in the expression of these two proteins during host–pathogen interaction.     

Conspecific and heterospecific proteins related to aphrodisin lack aphrodisiac activity in male hamsters

Three proteins related to the hamster vaginal discharge proteinaphrodisin were purified, subjected to adsorption chromatographyfor removal of volatile compounds and tested for pheromonalactivity in an assay of copulatory behavior exhibited by malehamsters toward a surrogate female. One of the proteins is conspecificto aphrodisin, it is the second most abundant protein in thevaginal discharge. Like aphrodisin it migrates as a relativelyacidic protein in electrophoresis under non-denaturing conditions,and it appears to have an identical monomeric molecular mass(17 kd) in electrophoresis with 0.1% sodium dodecylsulfate.Heterospecific proteins included the female mouse major urinaryprotein (MUP) and ß-lactoglobulin from cow's milk,which have some similarity in amino acid sequence to aphrodisinand belong to the _2u-globulin protein superfamily. In spiteof these chemical relationships, neither the conspecific proteinnor the heterospecific proteins had aphrodisiac activity comparableto that of aphrodisin in the surrogate female behavioral assay.The pheromonal activity of aphrodisin thus appears to be dependenton specific structural features of the protein.     

Benchmarking ortholog identification methods using functional genomics data

Background  

The transfer of functional annotations from model organism proteins to human proteins is one of the main applications of comparative genomics. Various methods are used to analyze cross-species orthologous relationships according to an operational definition of orthology. Often the definition of orthology is incorrectly interpreted as a prediction of proteins that are functionally equivalent across species, while in fact it only defines the existence of a common ancestor for a gene in different species. However, it has been demonstrated that orthologs often reveal significant functional similarity. Therefore, the quality of the orthology prediction is an important factor in the transfer of functional annotations (and other related information). To identify protein pairs with the highest possible functional similarity, it is important to qualify ortholog identification methods.     

Prediction of mitochondrial proteins based on genetic algorithm – partial least squares and support vector machine

Mitochondria are essential cell organelles of eukaryotes. Hence, it is vitally important to develop an automated and reliable method for timely identification of novel mitochondrial proteins. In this study, mitochondrial proteins were encoded by dipeptide composition technology; then, the genetic algorithm-partial least square (GA-PLS) method was used to evaluate the dipeptide composition elements which are more important in recognizing mitochondrial proteins; further, these selected dipeptide composition elements were applied to support vector machine (SVM)-based classifiers to predict the mitochondrial proteins. All the models were trained and validated by the jackknife cross-validation test. The prediction accuracy is 85%, suggesting that it performs reasonably well in predicting the mitochondrial proteins. Our results strongly imply that not all the dipeptide compositions are informative and indispensable for predicting proteins. The source code of MATLAB and the dataset are available on request under liml@scu.edu.cn.     

Treponema pallidum and the quest for outer membrane proteins

Treponema pallidum, the syphilis spirochaete, has a remarkable ability to evade the humoral and cellular responses it elicits in infected hosts. Although formerly attributed to the presence of an outer coat comprised of serum proteins and/or mucopolysaccharides, current evidence indicates that the immuno-evasiveness of this bacterium is largely the result of its unusual molecular architecture. Based upon a combination of molecular, biochemical, and ultrastructural data, it is now believed that the T. pallidum outer membrane (OM) contains a paucity of poorly immunogenic transmembrane proteins (‘rare outer membrane proteins’) and that its highly immunogentc proteins are lipoproteins anchored predominantly to the periplasmic leaflet of the cytoplasmic membrane. The presence in the T. pallidum OM of a limited number of transmembrane proteins has profound implications for understanding syphilis pathogenesis as well as treponemal physiology. Two major strategies for molecular characterization of rare outer membrane proteins have evolved. The first involves the identification of candidate OM proteins as fusions with Escherichia coli alkaline phosphatase. The second involves the characterization of candidate OM proteins identified in outer membranes isolated from virulent T. pallidum. Criteria to define candidate OM proteins and for definitive identification of rare OM proteins are proposed as a guide for future studies.     

Highly efficient production of soluble proteins from insoluble inclusion bodies by a two-step-denaturing and refolding method

The production of recombinant proteins in a large scale is important for protein functional and structural studies, particularly by using Escherichia coli over-expression systems; however, approximate 70% of recombinant proteins are over-expressed as insoluble inclusion bodies. Here we presented an efficient method for generating soluble proteins from inclusion bodies by using two steps of denaturation and one step of refolding. We first demonstrated the advantages of this method over a conventional procedure with one denaturation step and one refolding step using three proteins with different folding properties. The refolded proteins were found to be active using in vitro tests and a bioassay. We then tested the general applicability of this method by analyzing 88 proteins from human and other organisms, all of which were expressed as inclusion bodies. We found that about 76% of these proteins were refolded with an average of >75% yield of soluble proteins. This "two-step-denaturing and refolding" (2DR) method is simple, highly efficient and generally applicable; it can be utilized to obtain active recombinant proteins for both basic research and industrial purposes.     

RNAi suppression of β-N-acetylglucosaminidase (BmFDL) for complex-type N-linked glycan synthesis in cultured silkworm cells

Glycoproteins have various biological functions including enzymatic activity, protein stability and others. Due to the presence of paucimannosidic N-linked glycans, recombinant proteins from an insect cell expression system may not be suitable for therapeutic use. Because baculovirus expression systems (BESs) are used to produce recombinant proteins, it is of interest to modify the endogenous N-glycosylation pathway in insects to mimic that of mammals. Using a soaking RNAi sensitive cell line, BmN4-SID1, has enabled us to suppress Bombyx mori FDL (BmFDL), an N-linked glycan-specific β-N-acetylglucosaminidase. Western blotting and MALDI-TOF MS demonstrated that the BmFDL depletion almost completely converted the paucimannosidic structures of the recombinant proteins produced by BES into a complex-type structure. This highly efficient, simple and low-cost method can be used for mass production of secretion proteins with complex-type N-linked glycans.     

Reconstitution of mammalian excision repair activity with mutant cell-free extracts and XPAC and ERCC1 proteins expressed in Escherichia coli.

Nucleotide excision repair in humans involves the coordinated actions of 8-10 proteins. To understand the roles of each of these proteins in excision it is necessary to develop an in vitro excision repair system reconstituted entirely from purified proteins. Towards this goal we have expressed in E. coli two of the 8 genes known to be essential for the excision reaction. XPAC and ERCC1 were expressed as fusion proteins with the Escherichia coli maltose binding protein (MBP) and purified to > 80% homogeneity by affinity chromatography. The purified proteins either as fusions or after cleavage from the MBP were able to complement the CFE of cells with mutations in the corresponding genes in an excision assay with thymine dimer containing substrate.     

The use of immobilized ubiquitin for biosensor analysis of the mitochondrial subinteractome

Protein ubiquitination is an important mechanism responsible not only for specific labeling of proteins for their subsequent degradation; it also determines localization of proteins in the cell and regulation of protein-protein interactions. In the context of protein-protein interactions binding of (mono/poly)ubiquitinated molecules to proteins containing specific ubiquitin binding domains plays the decisive role. Formation of the ubiquitin interactome has been demonstrated for cytosol. Involvement of mitochondria and associated extramitochondrial proteins into such interactions still requires detailed investigation. In this study using an optical biosensor we have demonstrated binding of proteins of mouse brain mitochondrial lysates to immobilized monomeric ubiquitin. Model purified proteins, which are known to be associated with the outer mitochondrial compartment (glyceraldehyde-3-phosphate dehydorgenase, creatine phosphokinase), interacted with immobilized ubiquitin as well as with each other. This suggests that (poly)ubiquitinated chains may be involved in protein-protein interactions between ubiquitinated and non-ubiquitinated proteins and thus may contribute to formation of (mitochondrial) ubiquitin subinteractome.     

Interaction of isolated components from mammalian sperm and egg

In order to identify those proteins from the plasma membrane of hamster spermatozoa that exhibit an affinity for components of the zona pellucida we have used the Western blot technique. Zonae pellucidae from postovulatory hamster oocytes were solubilized by exposure to an acidic pH and then radiolabeled using the Bolton-Hunter reagent. These ¹²⁵I-zona pellucida proteins retain their immunoreactivity and migrate in three heterogeneous bands when submitted to SDS-PAGE electrophoresis. Membrane proteins from epididymal spermatozoa of mature hamsters were extracted by treatment with Nonidet P-40 and then submitted to electrophoresis (SDS-PAGE). The proteins in the gel were electrophoretically transferred to a nitrocellulose membrane and then probed with the radiolabelled zone pellucida proteins. ¹²⁵I-zona pellucida proteins bind preferentially to a sperm protein with a molecular weight of 26,400 ± 1,400 daltons (n = 9). Using a similar procedure it was shown that this protein also binds ¹²⁵I-Concanavalin A. The interaction between the sperm protein and the ¹²⁵I-zona pellucida proteins shows species specificity as demonstrated by the fact that the hamster ¹²⁵I-zona pellucida proteins do not bind to proteins extracted from ram, bull, and stallion spermatozoa. Whether this sperm protein could be implicated be implicated in the process of sperm-egg interaction is under investigation.     

Wheat seed proteins regulated by imbibition independent of dormancy status

Seed dormancy is an important trait in wheat (Trticum aestivum L.) and it can be released by germination-stimulating treatments such as after-ripening. Previously, we identified proteins specifically associated with after-ripening mediated developmental switches of wheat seeds from the state of dormancy to germination. Here, we report seed proteins that exhibited imbibition induced co-regulation in both dormant and after-ripened seeds of wheat, suggesting that the expression of these specific proteins/protein isoforms is not associated with the maintenance or release of seed dormancy in wheat.     

A conserved domain in arthropod cuticular proteins binds chitin

Many insect cuticular proteins include a 35-36 amino acid motif known as the R&R consensus. The extensive conservation of this region led to the suggestion that it functions to bind chitin. Provocatively, it has no sequence similarity to the well-known cysteine-containing chitin-binding domain found in chitinases and some peritrophic membrane proteins. Using fusion proteins expressed in E. coli, we show that an extended form of the R&R consensus from proteins of hard cuticles is necessary and sufficient for chitin binding. Recombinant AGCP2b, a putative cuticular protein from the mosquito Anopheles gambiae, was expressed in E. coli and the purified protein shown to bind to chitin beads. A stretch of 65 amino acids from AGCP2b, including the R&R consensus, conferred chitin binding to glutathione-S-transferase (GST). Directed mutagenesis of some conserved amino acids within this extended R&R consensus from hard cuticle eliminated chitin binding. Thus arthropods have two distinct classes of chitin binding proteins, those with the chitin-binding domain found in lectins, chitinases and peritrophic membranes (cysCBD) and those with the cuticular protein chitin-binding domain (non-cysCBD).     

Selective extraction of cotton fiber cytoplasts to identify cytoskeletal-associated proteins

Cytoplasts from cotton (Gossypium hirsutum L.) fiber cells retain microtubule and microfilament cytoskeletons through extraction with non-ionic detergent and ethylene glycol bis-(β-aminoethyl ether) N,N,N',N'-tetraacetic acid. Tubulin and actin are the most abundant proteins in extracted cytoplasts; however, many other less abundant proteins are also present. To determine if minor proteins were associated with the cytoskeleton, microtubules and microfilaments were selectively removed from extracted cytoplasts by detergent extraction in an alkaline Ca²⁺ solution. Under these extraction conditions, microtubules and microfilaments were fragmented and depolymerized unless previously stabilized by taxol and phalloidin. Associated proteins were identified by their loss in conjunction with either microtubules or microfilaments. As judged by sodium dodecyl sulfate-polyacrylamide gel electrophoresis, one protein, of roughly 115 kDa, appeared to be associated with microfilaments since it was present in Ca²⁺-extracted preparations only when microfilaments were stabilized with phalloidin. The failure of most minor proteins to associate with microtubules and microfilaments suggests that caution must be used when interpreting co-isolation as evidence for an association of low abundance proteins with cytoskeletons.     

Strategy combining separation of isotope-labeled unfolded proteins and matrix-assisted laser desorption/ionization mass spectrometry analysis enables quantification of a wide range of serum proteins

A novel strategy for the quantitative profiling of serum proteome is described. It includes an ammonium sulfate depletion of the serum, an affordable stable isotope labeling chemistry for samples with a large amount of protein, separation of the unfolded proteins, and relative quantification by matrix-assisted laser desorption/ionization (MALDI) mass spectrometry (MS). Labeling of unfolded proteins was performed using normal (D₀) acrylamide and deuterated (D₃) acrylamide. The workflow for separating the unfolded proteins includes whole gel elution and ion exchange liquid chromatography, and it combines electrophoretic separation based on the protein molecular weight followed by chromatographic separation in the presence of 8 M urea based on protein charge. This was followed by trypsinolysis and MALDI MS analysis, leading to the quantification of a large number of serum proteins, including those with an abundance of 10^-5 less than albumin. This robust and inexpensive workflow is suitable for the quantitative profiling of protein changes in serum associated with preanalytical variables.