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Prediction of protein functional specificity without an alignment.

We propose a new approach to predict functional specificity of proteins from their amino acid sequences. Our approach is based on two things: structural Multilevel Neighborhoods of Atom (MNA) descriptors and an original Bayesian algorithm. Usually, a protein sequence is presented as a string of amino acid symbols. Here we introduce a new description of an amino acid sequence: a set of structural MNA descriptors. The MNA descriptor is a string describing an atom and its neighbor atoms according to the selected level. In this work, we also use description of a protein sequence as a set of peptides (strings of amino acid symbols). We performed a case study on two subsubclasses of enzyme nomenclature (EC). It is shown that B-statistics give a sufficient predictive power of enzyme specificity prediction for both MNA descriptors and peptides. We also showed that MNA descriptors give higher accuracy values in comparison with peptides and also provide a choice of MNA descriptor levels for best accuracy prediction. The highest average accuracy prediction that was achieved was 0.98.

Amino Acid Sequence↗

Predicting protein function: a versatile tool for the Apple Macintosh.

A tool is presented that helps to find biological functions for new protein sequences. Running on any Macintosh computer system, MacPattern provides a unique combination of different algorithms, speed and user-friendliness. It supports searches for protein patterns using the PROSITE database, protein block searches with the BLOCKS database, and the identification of statistically significant protein segments. MacPattern allows batch processing of sequences and automatic translations of nucleotide sequence data. It is particularly suited for genome analysis or cDNA sequencing projects.

Algorithms↗

Deciphering protein function during mitosis in PtK cells using RNAi.

BACKGROUND: Studying mitosis requires a system in which the dramatic movements of chromosomes and spindle microtubules can be visualized. PtK cells, due to their flat morphology and their small number of large chromosomes, allow microscopic visualizations to be readily performed. RESULTS: By performing RNAi in PtK cells, we can explore the function of many proteins important for spindle assembly and chromosome segregation. Although it is difficult to transfect DNA into PtK cells (efficiency approximately 10%), we have transfected a fluorescent siRNA at nearly 100% efficiency. Using a cDNA expression library, we then isolated a complete PtK MCAK (P-MCAK) cDNA. P-MCAK shares 81% identity to Human-MCAK (H-MCAK) protein and 66% identity to H-MCAK DNA. Knockdown of P-MCAK by RNAi caused defects in chromosome congression and defective spindle organization. Live imaging revealed that chromosomes had defects in congression and segregation, similar to what we found after microinjection of inhibitory anti-MCAK antibodies. Because it is laborious to isolate full-length clones, we explored using RT-PCR with degenerate primers to yield cDNA fragments from PtK cells from which to design siRNAs. We isolated a cDNA fragment of the mitotic kinesin Eg5 from PtK cells. This fragment is 93% identical to H-Eg5 protein and 87% identical to H-Eg5 DNA. A conserved 21 bp siRNA was used for RNAi in both HeLa and PtK cells in which Eg5 knockdown resulted in an increased mitotic index and cells with monopolar spindles. In addition, we used RT-PCR to isolate fragments of 5 additional genes, whose sequence identity ranged from 76 to 90% with human, mouse, or rat genes, suggesting that this strategy is feasible to apply to any gene of interest. CONCLUSION: This approach will allow us to effectively probe mitotic defects from protein knockdowns by combining genomic information from other organisms with the tractable morphology of PtK cells.

Amino Acid Sequence↗

C. elegans HIM-8 functions outside of meiosis to antagonize EGL-13 Sox protein function.

egl-13 encodes a Sox domain protein that is required for proper uterine seam cell development in Caenorhabditis elegans. We demonstrate that mutations of the C2H2 zinc fingers encoded by the him-8 (high incidence of males) gene partially suppress the egg-laying and connection-of-gonad morphology defects caused by incompletely penetrant alleles of egl-13. him-8 alleles have previously characterized recessive effects on recombination and segregation of the X chromosome during meiosis due to failure of X chromosome homolog pairing and subsequent synapsis. However, we show that him-8 alleles are semi-dominant suppressors of egl-13, and the semi-dominant effect is due to haplo-insufficiency of the him-8 locus. Thus, we conclude that the wild-type him-8 gene product acts antagonistically to EGL-13. Null alleles of egl-13 cannot be suppressed, suggesting that this antagonistic interaction most likely occurs either upstream of or in parallel with EGL-13. Moreover, we conclude that suppression of egl-13 is due to a meiosis-independent function of him-8 because suppression is observed in mutants that have severely reduced meiotic germ cell populations and suppression does not depend on the function of him-8 in the maternal germ line. We also show that the chromosomal context of egl-13 seems important in the him-8 suppression mechanism. Interactions between these genes can give insight into function of Sox family members, which are important in many aspects of metazoan development, and into functions of him-8 outside of meiosis.

Alleles↗

Lactose repressor protein: functional properties and structure.

The lactose repressor protein (LacI), the prototype for genetic regulatory proteins, controls expression of lactose metabolic genes by binding to its cognate operator sequences in E. coli DNA. Inducer binding elicits a conformational change that diminishes affinity for operator sequences with no effect on nonspecific binding. The release of operator is followed by synthesis of mRNA encoding the enzymes for lactose utilization. Genetic, chemical and physical studies provided detailed insight into the function of this protein prior to the recent completion of X-ray crystallographic structures. The structural information can now be correlated with the phenotypic data for numerous mutants. These structures also provide the opportunity for physical and chemical studies on mutants designed to examine various aspects of lac repressor structure and function. In addition to providing insight into protein structure-function correlations, LacI has been utilized in a wide variety of applications both in prokaryotic gene expression and in eukaryotic gene regulation and studies of mutagenesis.

Amino Acid Sequence↗

Global protein function annotation through mining genome-scale data in yeast Saccharomyces cerevisiae.

As we are moving into the post genome-sequencing era, various high-throughput experimental techniques have been developed to characterize biological systems on the genomic scale. Discovering new biological knowledge from the high-throughput biological data is a major challenge to bioinformatics today. To address this challenge, we developed a Bayesian statistical method together with Boltzmann machine and simulated annealing for protein functional annotation in the yeast Saccharomyces cerevisiae through integrating various high-throughput biological data, including yeast two-hybrid data, protein complexes and microarray gene expression profiles. In our approach, we quantified the relationship between functional similarity and high-throughput data, and coded the relationship into 'functional linkage graph', where each node represents one protein and the weight of each edge is characterized by the Bayesian probability of function similarity between two proteins. We also integrated the evolution information and protein subcellular localization information into the prediction. Based on our method, 1802 out of 2280 unannotated proteins in yeast were assigned functions systematically.

Bayes Theorem↗

Prolinks: a database of protein functional linkages derived from coevolution.

The advent of whole-genome sequencing has led to methods that infer protein function and linkages. We have combined four such algorithms (phylogenetic profile, Rosetta Stone, gene neighbor and gene cluster) in a single database--Prolinks--that spans 83 organisms and includes 10 million high-confidence links. The Proteome Navigator tool allows users to browse predicted linkage networks interactively, providing accompanying annotation from public databases. The Prolinks database and the Proteome Navigator tool are available for use online at http://dip.doe-mbi.ucla.edu/pronav.

ATP Synthetase Complexes↗

Biochemical and functional comparisons of Mcl-1 and Bcl-2 proteins: evidence for a novel mechanism of regulating Bcl-2 family protein function.

Mcl-1 is a recently described homologue of Bcl-2 whose function and biochemical characteristics remain poorly defined. Gene transfer experiments in lnterleukin-3 (IL-3)-dependent myeloid progenitor 32D.3 cells and pro-B-lymphoid FL5.12 cells demonstrated that enforced production of high levels of Mcl-1 protein failed to prolong the survival of cells when cultured in the absence of IL-3, whereas Bcl-2 did delay cell death. Mcl-1 also did not prolong the survival in vitro of 32D.3 cells that had been induced to differentiate into mature neutrophils using Granulocyte-Colony Stimulating Factor (G-CSF), whereas Bcl-2 did. 32D.3 and FL5.12 cells co-transfected with Mcl-1 and Bcl-2 displayed survival kinetics essentially identical to cells transfected with Bcl-2 alone, when cultured in the absence of IL-3, indicating that Mcl-1 neither enhances nor impairs Bcl-2 function. In contrast to the lack of effects of Mcl-1 in 32D.3 and FL5.12 cells, Mcl-1 (like Bcl-2) was able to neutralise Bax-induced cytotoxicity in yeast (S. cerevisiae). Moreover, the recombinant GST-Mcl-1 protein bound specifically to in vitro translated Bax protein, as well as to Bax protein present in detergent lysates prepared from 32D.3 and FL5.12 cells, based on in vitro binding assays. However, Mcl-1 and Bax proteins could not be co-immunoprecipitated from control and transfected 32D.3 and FL5.12 cells, whereas Bcl-2 and Bax were easily co-immunoprecipitated under the same conditions. The findings suggest that while Mcl-1 has the capacity to bind to and neutralise the cell death promoting activity of Bax, other factors such as perhaps additional proteins or undefined post-translational modifications may influence its ability to bind to Bax in vivo and thus affect its function as a cell death blocker.

Journal Article↗

eF-site and PDBjViewer: database and viewer for protein functional sites.

UNLABELLED: The electrostatic-surface of functional site (eF-site) is a database for the molecular surfaces of protein functional sites. To enable browsing of each molecular surface along with the atomic model, we have developed a new three-dimensional interactive viewer, PDBjViewer, that can be used both as an applet and as a stand-alone program. AVAILABILITY: The eF-site database and PDBjViewer are freely available from http://www.pdbj.org/eF-site/

Computer Graphics↗

Hox proteins functionally cooperate with the GC box-binding protein system through distinct domains.

Hox genes encode a transcriptional factor that plays a key role in regulating position-specific cartilage pattern formation. We found that Hoxa-13 and Hoxd-13, which are members of the Abd-B subfamily of Hox genes and are crucial for the autopod development of the limb, stimulate transcription from the Bmp-4 promoter. This stimulation was dependent on the GC box within the promoter and independent of the putative Hox protein binding site. The stimulation by HoxA-13 was remarkably enhanced by cotransfection with members of a family of zinc finger GC box binding transcriptional factors including Sp1. The stimulation was suppressed by another Abd-B Hox protein, HoxA-11, indicating that each Abd-B Hox protein has a different effect on the target genes through the Sp1 system. We have identified multiple functional domains involved in transcriptional regulation, including three independent transcriptional activation domains (ADs) in HoxA-13. AD1 and AD3 in helices 1 and 2 of the homeodomain individually cooperate with Sp1-dependent stimulation. The homeodomain is also required for cooperation of the AD with Sp1. By contrast, AD2 strongly activates transcription in an Sp1-independent manner only when the homeodomain has been removed. These observations indicate that HoxA-13 regulates transcription through multiple pathways. In addition, we found that a helix 3 mutation of the HoxA-13 homeodomain behaves as a dominant negative form.

Amino Acid Sequence↗

A nondenaturing preparative gel electrophoresis system for the recovery of functional proteins. Application to the identification of an endogenous protein inhibitor of fucosyl-transferase activities.

Electroelution of protein bands resolved by nondenaturing polyacrylamide gel electrophoresis was performed to identify an endogenous protein inhibitor of fucosyltransferase activities, called fuctinin, through its biological activity. After electrophoresis protein bands were negatively stained with zinc acetate, indicating that this staining technique can be also applied to nondenaturing polyacrylamide gels. However, even under appropriate electroelution conditions, a strong fucosyl-transferase inhibitory activity was eluted from the polyacrylamide gel itself that impeded the measure of fuctinin activity. As an alternative to electroelution, collection of proteins resolved by nondenaturing polyacrylamide gel electrophoresis as they are electrophoresed off the end of the gel was assayed. In the commercially available preparative electrophoretic systems, an elution chamber is limited by a semipermeable membrane on which proteins were adsorbed in the low-ionic-strength buffer used in nondenaturing electrophoresis. We demonstrate that the simple and inexpensive electrofractionation system described by Shain et al. (Anal. Biochem. 200, 47-51, 1992) can be successfully applied under nondenaturing conditions to purify and identify fuctinin through its biological activity. However, caution must be taken in the design of the apparatus in order to avoid local heating and thermal denaturation of proteins. The utility of this nondenaturing preparative electrophoresis system for the study of functional proteins is also demonstrated by the recovery of enzymatic activities of alkaline phosphatase and beta-galactosidase.

Electrophoresis, Polyacrylamide Gel↗

Gibberellin regulates Arabidopsis floral development via suppression of DELLA protein function.

The phytohormone gibberellin (GA) regulates the development and fertility of Arabidopsis flowers. The mature flowers of GA-deficient mutant plants typically exhibit reduced elongation growth of petals and stamens. In addition, GA-deficiency blocks anther development, resulting in male sterility. Previous analyses have shown that GA promotes the elongation of plant organs by opposing the function of the DELLA proteins, a family of nuclear growth repressors. However, it was not clear that the DELLA proteins are involved in the GA-regulation of stamen and anther development. We show that GA regulates cell elongation rather than cell division during Arabidopsis stamen filament elongation. In addition, GA regulates the cellular developmental pathway of anthers leading from microspore to mature pollen grain. Genetic analysis shows that the Arabidopsis DELLA proteins RGA and RGL2 jointly repress petal, stamen and anther development in GA-deficient plants, and that this function is enhanced by RGL1 activity. GA thus promotes Arabidopsis petal, stamen and anther development by opposing the function of the DELLA proteins RGA, RGL1 and RGL2.

Arabidopsis↗

Effects of cholesterol on proliferation and functional protein expression in rabbit bile duct fibroblasts.

AIM: To investigate the effect of cholesterol (Ch) on the growth and functional protein expression of rabbit bile duct fibroblasts. METHODS: The cultured bile duct fibroblasts were divided randomly into two groups: the control group and the experiment group (fibroblasts were incubated respectively with 0.6 g/L Ch for 12, 24, 36 and 48 h). The growth and DNA synthesis of bile duct fibroblasts were measured by the means of (3)H-TdR incorporation. The total protein content of fibroblast was measured by BSA protein assay reagent kit, then the expression of alpha-actin was analyzed semi-quantitatively by Western blot. RESULTS: After treatment with 0.6 g/L Ch for 12, 24, 36 and 48 h, the values of (3)H-TdR incorporation of bile duct fibroblasts were respectively 3.1+/-0.39, 3.8+/-0.37, 4.6+/-0.48 and 5.2+/-0.56 mBq/cell, and the values of the corresponding control groups were 3.0+/-0.33, 3.2+/-0.39, 3.7+/-0.49 and 4.3+/-0.43 mBq/cell. After comparing the values of experiment groups and their corresponding control groups, it was found that the (3)H-TdR incorporation of bile duct fibroblasts after treatment with 0.6 g/L Ch for 24, 36 and 48 h were significantly increased (P<0.05, P<0.01, P<0.01), while the (3)H-TdR incorporation of 12-h group was not different statistically from its control group. Ch had no obvious effect on the total protein content of fibroblasts. After incubated with 0.6 g/L Ch for 12, 24, 36 and 48 h, the total protein content of each experiment group was not altered markedly compared with its corresponding control group. The values of experiment groups were 0.246+/-0.051, 0.280+/-0.049, 0.263+/-0.044 and 0.275+/-0.056 ng/cell, and those of corresponding control groups were 0.253+/-0.048, 0.270+/-0.042, 0.258+/-0.050 and 0.270+/-0.045 ng/cell. Western blot analysis revealed that the alpha-actin expression in fibroblasts affected by Ch for 12 and 24 h was not markedly changed compared with their corresponding control groups (P>0.05), the values of total gray scale of 12- and 24-h groups were 1748+/-185 and 1756+/-173, respectively. But after stimulation with Ch for 36 h, the total gray scale of fibroblasts (1923+/-204) was significantly higher than that of control group (1734+/-197). When the time of Ch treatment was lengthened to 48 h, the alpha-actin expression was markedly elevated, the total gray scale was 2 189+/-231 (P<0.01 vs control group). CONCLUSION: Moderately concentrated Ch can promote the proliferation of bile duct fibroblasts at early stage. With the prolongation of Ch treatment, the alpha-actin expression of fibroblasts was also increased, but the hypertrophy of fibroblasts was not observed.

Actins↗

Overlapping motifs (PTAP and PPEY) within the Ebola virus VP40 protein function independently as late budding domains: involvement of host proteins TSG101 and VPS-4.

The VP40 protein of Ebola virus can bud from mammalian cells in the form of lipid-bound, virus-like particles (VLPs), and late budding domains (L-domains) are conserved motifs (PTAP, PPxY, or YxxL; where "x" is any amino acid) that facilitate the budding of VP40-containing VLPs. VP40 is unique in that potential overlapping L-domains with the sequences PTAP and PPEY are present at amino acids 7 to 13 of VP40 (PTAPPEY). L-domains are thought to function by interacting with specific cellular proteins, such as the ubiquitin ligase Nedd4, and a component of the vacuolar protein sorting (vps) pathway, tsg101. Mutational analysis of the PTAPPEY sequence of VP40 was performed to understand further the contribution of each individual motif in promoting VP40 budding. In addition, the contribution of tsg101 and a second member of the vps pathway, vps4, in facilitating budding was addressed. Our results indicate that (i) both the PTAP and PPEY motifs contribute to efficient budding of VP40-containing VLPs; (ii) PTAP and PPEY can function as L-domains when separated and moved from the N terminus (amino acid position 7) to the C terminus (amino acid position 316) of full-length VP40; (iii) A VP40-PTAP/tsg101 interaction recruits tsg101 into budding VLPs; (iv) a VP40-PTAP/tsg101 interaction recruits VP40 into lipid raft microdomains; and (v) a dominant-negative mutant of vps4 (E228Q), but not wild-type vps4, significantly inhibited the budding of Ebola virus (Zaire). These results provide important insights into the complex interplay between viral and host proteins during the late stages of Ebola virus budding.

Adenosine Triphosphatases↗

An essential GTP-binding protein functions as a regulator for differentiation in Streptomyces coelicolor.

The Streptomyces coelicolor obg gene, which encodes a putative GTP-binding protein of the Obg/Gtp1 family, was characterized. The obg gene was essential for viability. Introduction of multiple copies of obg into wild-type S. coelicolor suppressed aerial mycelium formation. A single amino acid substitution at any of six positions was introduced into the GTP binding site of Obg, and the mutated proteins were expressed in wild-type cells. Obg(P168-->V) exerted a more accentuated suppressive effect on aerial mycelium formation than did the wild-type Obg protein. In contrast, Obg(G171-->A) accelerated the development of aerial mycelium. These results show that Obg protein functions as a pivotal regulator for the onset of cell differentiation through its ability to bind GTP. Western analysis revealed that expression of obg is regulated in a growth phase-dependent manner, indicating a sharp decrease just after onset of aerial mycelium development or at the end of vegetative growth. Obg was a membrane-bound protein as determined by immunoelectron microscopy.

Bacterial Proteins↗

Sequence similarity analysis of Escherichia coli proteins: functional and evolutionary implications.

A computer analysis of 2328 protein sequences comprising about 60% of the Escherichia coli gene products was performed using methods for database screening with individual sequences and alignment blocks. A high fraction of E. coli proteins--86%--shows significant sequence similarity to other proteins in current databases; about 70% show conservation at least at the level of distantly related bacteria, and about 40% contain ancient conserved regions (ACRs) shared with eukaryotic or Archaeal proteins. For > 90% of the E. coli proteins, either functional information or sequence similarity, or both, are available. Forty-six percent of the E. coli proteins belong to 299 clusters of paralogs (intraspecies homologs) defined on the basis of pairwise similarity. Another 10% could be included in 70 superclusters using motif detection methods. The majority of the clusters contain only two to four members. In contrast, nearly 25% of all E. coli proteins belong to the four largest superclusters--namely, permeases, ATPases and GTPases with the conserved "Walker-type" motif, helix-turn-helix regulatory proteins, and NAD(FAD)-binding proteins. We conclude that bacterial protein sequences generally are highly conserved in evolution, with about 50% of all ACR-containing protein families represented among the E. coli gene products. With the current sequence databases and methods of their screening, computer analysis yields useful information on the functions and evolutionary relationships of the vast majority of genes in a bacterial genome. Sequence similarity with E. coli proteins allows the prediction of functions for a number of important eukaryotic genes, including several whose products are implicated in human diseases.

Algorithms↗

Regulation of the MID1 protein function is fine-tuned by a complex pattern of alternative splicing.

Clinical features of Opitz BBB/G syndrome are confined to defects of the developing ventral midline, whereas the causative gene, MID1, is ubiquitously expressed. Therefore, a non-redundant physiological function of the MID1 product appears to be developmentally restricted. Here, we report the identification of several alternative MID1 exons in human, mouse and fugu. We show that splice variants of the MID1 gene that are comparable in terms of function occur in the three organisms, suggesting an important role in the regulation of the MID1 protein function. Accordingly, we observed differential MID1 transcript patterns in a tissue-specific manner by Northern blot and RT-PCR. The identified splice variants cause loss-of-function effects via several mechanisms. Some introduce a stop codon followed by a novel poly(A(+)) tail, leading to the formation of C-terminally truncated proteins. Dominant negative effects through altered binding to the MID1-interacting protein alpha4 in vitro could be demonstrated in a couple of cases. Others carry premature termination codons without poly(A(+)) tails. These are degraded by nonsense mediated mRNA decay (NMD). Our data reveal a mechanism conserved in human, mouse and fugu that regulates developmentally restricted MID1 activity and suggest NMD to be critical in the translational regulation of a ubiquitously transcribed mRNA.

Alternative Splicing↗

Advances in functional protein microarray technology.

Numerous innovations in high-throughput protein production and microarray surface technologies have enabled the development of addressable formats for proteins ordered at high spatial density. Protein array implementations have largely focused on antibody arrays for high-throughput protein profiling. However, it is also possible to construct arrays of full-length, functional proteins from a library of expression clones. The advent of protein-based microarrays allows the global observation of biochemical activities on an unprecedented scale, where hundreds or thousands of proteins can be simultaneously screened for protein-protein, protein-nucleic acid, and small molecule interactions. This technology holds great potential for basic molecular biology research, disease marker identification, toxicological response profiling and pharmaceutical target screening.

Animals↗