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Mining the structural genomics pipeline: identification of protein properties that affect high-throughput experimental analysis.

Structural genomics projects represent major undertakings that will change our understanding of proteins. They generate unique datasets that, for the first time, present a standardized view of proteins in terms of their physical and chemical properties. By analyzing these datasets here, we are able to discover correlations between a protein's characteristics and its progress through each stage of the structural genomics pipeline, from cloning, expression, purification, and ultimately to structural determination. First, we use tree-based analyses (decision trees and random forest algorithms) to discover the most significant protein features that influence a protein's amenability to high-throughput experimentation. Based on this, we identify potential bottlenecks in various stages of the structural genomics process through specialized "pipeline schematics". We find that the properties of a protein that are most significant are: (i.) whether it is conserved across many organisms; (ii). the percentage composition of charged residues; (iii). the occurrence of hydrophobic patches; (iv). the number of binding partners it has; and (v). its length. Conversely, a number of other properties that might have been thought to be important, such as nuclear localization signals, are not significant. Thus, using our tree-based analyses, we are able to identify combinations of features that best differentiate the small group of proteins for which a structure has been determined from all the currently selected targets. This information may prove useful in optimizing high-throughput experimentation. Further information is available from http://mining.nesg.org/.

Algorithms↗

Regulation of NF-kappaB2/p100 processing by its nuclear shuttling.

Processing of the NF-kappaB2 precursor protein p100 to generate p52 is an important step of NF-kappaB regulation. This proteolytic event is tightly regulated by sequences located at the C-terminal portion of p100. Constitutive processing of p100 occurs in certain lymphoma cells due to the loss of its C-terminal regulatory domain, although the underlying mechanisms remain unknown. We show here that the constitutive processing of C-terminal truncation mutants of p100 is associated with their active nuclear translocation. Deletion of the C-terminal death domain of p100 triggers a low, but significant, level of nuclear translocation and processing. Disruption of the ankyrin-repeat domain of p100 further enhances its nuclear shuttling activity, which is again associated with elevated level of processing. More importantly, mutation of the nuclear localization signal (NLS) of p100 abolishes its processing, and this defect can be rescued by fusion of a heterologous NLS to the amino- or carboxyl-terminus of the p100 mutant. These results suggest that nuclear shuttling is a mechanism regulating the processing of NF-kappaB2/p100.

Animals↗

Evolution of lutropin to chorionic gonadotropin generates a specific routing signal for apical release in vivo.

One of the fundamental differences among mammals is the mechanism of maintaining the corpus luteum of pregnancy. Placentation in primates is associated with the production of the glycoprotein hormone chorionic gonadotropin (CG), which is secreted into the maternal serum and stimulates progesterone synthesis from the corpus luteum, which is essential for early development of the embryo. CG together with the pituitary hormones lutropin (LH), follitropin, and thyrotropin constitute the family of glycoprotein hormones comprised of a common alpha subunit and a hormone-specific beta subunit. The LHbeta and CGbeta subunits share 85% amino acid sequence identity, and functionally LH and CG are interchangeable. CGbeta evolved by a recent gene duplication event from the LHbeta locus, and despite the close relationship between them, their modes of secretion are quite different. CG release from the placenta is apically directed, whereas LH is released from the basal side of the cell, and the determinant(s) for this redirected trafficking are unknown. Here, using the polarized Madin-Darby canine kidney (MDCK) cell line, we provide evidence for the molecular basis of the different secretory patterns of LH and CG in vivo. The apical targeting of CG is programmed by a carboxyl-terminal sequence, which encodes a novel sorting signal. It is also apparent that the presence of the O-linked oligosaccharides in the CTP sequence contributes to this apical routing. The CTP, which is absent in LH, redirects CG to the maternal serum and permits the unique arrangement for primate placentation. Our data also show that the MDCK cells can distinguish the different secretory pathways for the gonadotropins and will be a valuable model for elucidating the determinants associated with the unique sorting of these functionally related hormones.

Amino Acid Sequence↗

Hydrophobic coiled-coil domains regulate the subcellular localization of human heat shock factor 2.

HSF2, one of the heat shock transcription factors in mammalian cells, is localized to the cytoplasm during normal growth and moves to the nucleus upon activation. Heat shock transcription factors in metazoans contain four hydrophobic heptad repeat sequences, three in the amino terminus and one in the carboxy terminus, which are predicted to form alpha-helical coiled-coil structures analogous to the leucine zipper. Here, we show that point mutations in either of two amino-terminal zippers or in the carboxy-terminal zipper disrupt normal localization of HSF2 and cause it to be constitutively nuclear. We demonstrate further that two sequences immediately surrounding the amino-terminal zipper domain are required for nuclear localization. These sequences fit the consensus for a bipartite nuclear localization signal (NLS). We suggest that interactions between the amino- and carboxy-terminal zippers normally mask the NLS sequences of HSF2 and that these interactions are disrupted upon activation to expose the NLS sequences and allow transport of HSF2 to the nucleus. We conclude that zipper domains can regulate subcellular localization.

Amino Acid Sequence↗

Signal recognition particle Alu domain occupies a defined site at the ribosomal subunit interface upon signal sequence recognition.

The eukaryotic signal recognition particle (SRP) is essential for cotranslational targeting of proteins to the endoplasmic reticulum (ER). The SRP Alu domain is specifically required for delaying nascent chain elongation upon signal sequence recognition by SRP and was therefore proposed to interact directly with ribosomes. Using protein cross-linking, we provide experimental evidence that the Alu binding protein SRP14 is in close physical proximity of several ribosomal proteins in functional complexes. Cross-linking occurs even in the absence of a signal sequence in the nascent chain demonstrating that SRP can bind to all translating ribosomes and that close contacts between the Alu domain and the ribosome are independent of elongation arrest activity. Without a signal sequence, SRP14 cross-links predominantly to a protein of the large subunit. Upon signal sequence recognition, certain cross-linked products become detectable or more abundant revealing a change in the Alu domain-ribosome interface. At this stage, the Alu domain of SRP is located at the ribosomal subunit interface since SRP14 can be cross-linked to proteins from the large and small ribosomal subunits. Hence, these studies reveal differential modes of SRP-ribosome interactions mediated by the Alu domain.

Alu Elements↗

Isolation and analysis of novel mutants of Escherichia coli prlA (secY).

Plasmid libraries of prlA mutants containing single-base-pair changes throughout the gene were generated by in vitro random mutagenesis. The prlA mutations capable of suppressing the secretion defect of LamB caused by mutations in the LamB signal peptide were selected and analyzed. Together with additional mutations generated by site-directed mutagenesis, a number of novel prlA mutations and/or suppressors were identified. These mutations provide the starting points for studying the relationship of structure and function of PrlA in its interaction with LamB and/or other component(s) in the Escherichia coli protein secretion-translocation complex.

Amino Acid Sequence↗

Overexpression of DAN causes a growth suppression in p53-deficient SAOS-2 cells.

It has been shown that the expression of DAN as well as Drm/Gremlin, a member of DAN/Cerberus family, is significantly down-regulated in rodent fibroblasts transformed with various oncogenes and overexpression of DAN results in the phenotypic reversion of the transformed phenotypes. In the present study, we examined the expression levels of DAN, BMP-2, BMP-4, and BMPRs (BMP receptors) in five human cell lines derived from bone and soft tissue tumors. Northern blot analysis revealed that DAN mRNA was detected in OS-KH and RMS-NK cells, but was not detectable in SAOS-2, NOS-1, and ASPS-KY cells. Transient overexpression of DAN in SAOS-2 cells, which lack functional p53 and pRB, resulted in a remarkable growth suppression without the induction of p21(Waf1). Interestingly, overexpression of DAN was associated with a reduction of alkaline phosphatase activity in SAOS-2 cells. Stable transfection of DAN in SAOS-2 cells caused a significant reduction of numbers of drug-resistant colonies, whereas the truncated form of DAN which lacked a possible signal peptide, completely lost this capability. Our results suggest that the secreted form of DAN exerts its growth-suppressive function in SAOS-2 cells in a p53-independent manner.

Alkaline Phosphatase↗

Dependence of elevated human leukocyte antigen class I molecule expression on increased heavy chain, light chain (beta 2-microglobulin), transporter associated with antigen processing, tapasin, and peptide.

Human leukocyte antigen (HLA) class I molecule expression was investigated by DNA-mediated gene transfer. Cell surface expression was increased up to 75% by transfection of HLA-A2 or HLA-B8 heavy chain genes but not genes encoding light chains (beta(2)-microglobulin (beta(2)m)), transporter associated with antigen processing (TAP), or tapasin. Interferon (IFN) treatment further increased expression of transfected heavy chains, suggesting that IFN inducible molecules support heavy chain expression. IFN induces beta(2)m, TAP, and tapasin mRNAs. Transfected heavy chain expression increased upon cotransfection with genes encoding TAP1 and TAP2 but not individual TAP subunits, beta(2)m, or tapasin. Tetracycline inducible heavy chain gene expression was also increased by IFN treatment or TAP cotransfection, suggesting that IFN-induced TAP supports heavy chain maturation. Expression of a mutant that does not interact strongly with TAP, HLA-A2-T134K, was also increased by IFN. Inhibition of TAP-dependent peptide transport by ICP47 reduced heavy chain expression. Expression of HLA-A2, but not HLA-B8, was restored in ICP47 cells by HLA-A2-binding (IP-30) signal peptides. However, these peptides did not further increase transfected HLA-A2 expression, suggesting that peptide availability does not limit heavy chain expression in the absence of ICP47. These results suggest that cytokine-induced TAP supports maturation of HLA class I molecules through combined chaperone and peptide supply functions.

Antiporters↗

Analysis and prediction of leucine-rich nuclear export signals.

We present a thorough analysis of nuclear export signals and a prediction server, which we have made publicly available. The machine learning prediction method is a significant improvement over the generally used consensus patterns. Nuclear export signals (NESs) are extremely important regulators of the subcellular location of proteins. This regulation has an impact on transcription and other nuclear processes, which are fundamental to the viability of the cell. NESs are studied in relation to cancer, the cell cycle, cell differentiation and other important aspects of molecular biology. Our conclusion from this analysis is that the most important properties of NESs are accessibility and flexibility allowing relevant proteins to interact with the signal. Furthermore, we show that not only the known hydrophobic residues are important in defining a nuclear export signals. We employ both neural networks and hidden Markov models in the prediction algorithm and verify the method on the most recently discovered NESs. The NES predictor (NetNES) is made available for general use at http://www.cbs.dtu.dk/.

Active Transport, Cell Nucleus↗

Genome-wide identification of Pseudomonas aeruginosa exported proteins using a consensus computational strategy combined with a laboratory-based PhoA fusion screen.

The Gram-negative pathogen Pseudomonas aeruginosa encodes multiple protein export systems, the substrates of which contain export signals such as N-terminal signal peptides. Here we report the first genome-wide computational and laboratory screen for N-terminal signal peptides in this important opportunistic pathogen. The computational identification of signal peptides was based on a consensus between multiple predictive tools and showed that 38% of the P. aeruginosa PAO1 proteome was predicted to encode exported proteins, most of which utilize cleavable type I signal peptides or uncleavable transmembrane helices. In addition, known and novel lipoproteins (type II), twin arginine transporter (TAT), and prepilin peptidase substrates (type IV) were also identified. A laboratory-based screen using the alkaline phosphatase (PhoA) fusion method was then used to test our predictions. In total, 310 nonredundant PhoA fusions were successfully identified, 296 of which possess a predicted export signal. Analysis of the PhoA fusion proteins lacking an export signal revealed that three proteins have alternate translation start sites that encode signal peptides, two proteins may use an unknown export signal, and the remaining nine proteins are likely cytoplasmic proteins and represent false positives associated with the PhoA screen. Our approach to identify exported proteins illustrates how computational and laboratory-based methods are complementary, where computational analyses provide a large number of accurate predictions while laboratory methods both confirm predictions and reveal unique cases meriting further analysis.

Alkaline Phosphatase↗

Rapid, high-level expression of biologically active alpha-trichosanthin in transfected plants by an RNA viral vector.

alpha-Trichosanthin, a eukaryotic ribosome-inactivating protein from Trichosanthes kirilowii, inhibits the replication of the human immunodeficiency virus (HIV) in vitro. The alpha-trichosanthin gene was placed under the transcriptional control of a tobamovirus subgenomic promoter in a plant RNA viral vector. Two weeks after inoculation, transfected Nicotiana benthamiana plants accumulated alpha-trichosanthin to levels of at least 2% of total soluble protein. The recombinant alpha-trichosanthin was purified and its structural and biological properties were analyzed. The 23-amino acid signal peptide was recognized by N. benthamiana and the processed enzyme caused a concentration-dependent inhibition of protein synthesis in vitro. The high level of heterologous gene expression observed in these studies is due to the unique features of the RNA viral-based transfection system.

Amino Acid Sequence↗

Phospholipid-induced monomerization and signal-peptide-induced oligomerization of SecA.

The SecA ATPase drives the processive translocation of the N terminus of secreted proteins through the cytoplasmic membrane in eubacteria via cycles of binding and release from the SecYEG translocon coupled to ATP turnover. SecA forms a physiological dimer with a dissociation constant that has previously been shown to vary with temperature and ionic strength. We now present data showing that the oligomeric state of SecA in solution is altered by ligands that it interacts with during protein translocation. Analytical ultracentrifugation, chemical cross-linking, and fluorescence anisotropy measurements show that the physiological dimer of SecA is monomerized by long-chain phospholipid analogues. Addition of wild-type but not mutant signal sequence peptide to these SecA monomers redimerizes the protein. Physiological dimers of SecA do not change their oligomeric state when they bind signal sequence peptide in the compact, low temperature conformational state but polymerize when they bind the peptide in the domain-dissociated, high-temperature conformational state that interacts with SecYEG. This last result shows that, at least under some conditions, signal peptide interactions drive formation of new intermolecular contacts distinct from those stabilizing the physiological dimer. The observations that signal peptides promote conformationally specific oligomerization of SecA while phospholipids promote subunit dissociation suggest that the oligomeric state of SecA could change dynamically during the protein translocation reaction. Cycles of SecA subunit recruitment and dissociation could potentially be employed to achieve processivity in polypeptide transport.

Adenosine Triphosphatases↗

Identification of the novel evolutionary conserved obstructor multigene family in invertebrates.

Insects have evolved chitin-containing structures such as the cuticle or peritrophic membranes that serve to protect their bodies against the hostile environment. The specific mechanisms by which these structures are produced, are mostly unknown. We have identified a novel multigene family, the obstructor family, which encodes ten putatively secreted chitin-binding proteins that are characterized by a stereotype arrangement of a N-terminal signaling peptide and 3 chitin-binding-domains. Gene expression studies in Drosophila melanogaster embryos demonstrate that obstructor family members are expressed in cuticle forming tissues. Using computational and phylogenetic analysis, we show that obstructor genes represent an evolutionary conserved multigene family in invertebrates.

Amino Acid Sequence↗

Analysis of domains affecting intracellular localization of the FMRP protein.

Fragile X syndrome is the most frequent form of inherited mental retardation and it is caused by deficiency of FMRP, the protein encoded by the FMR1 gene. FMRP is a RNA binding protein of unknown function which is associated with ribosomes. FMRP is found in the cytoplasm, but it is endowed with a nuclear export signal (NES), encoded by exon 14, and a nuclear localization signal (NLS). Characterization of the FMRP NES and NLS domains is presented here. We show by site-directed mutagenesis that three leucine residues in exon 14 are functionally important for the cytoplasmic localization of FMRP. Changing these leucines to serine resulted in a nuclear localization, while another nonconservative change (leucine to tyrosine) did not show such an effect. We also show that the NLS activity is localized between residues 115 and 150, a region that lacks stretches of basic residues. Such stretches are typical of nuclear localization signals that act through the important alpha pathway. The region between residues 151 and 196 can reinforce the NLS activity. A truncated construct containing the N-terminal region of FMRP (residues 1-114) is strikingly concentrated in the nucleus. This suggests that it may contain a domain of strong affinity with a nuclear component.

Cell Nucleus↗

Expression of biotin-binding proteins, avidin and streptavidin, in plant tissues using plant vacuolar targeting sequences.

Tobacco plants have been developed which constitutively express high levels of the biotin-binding proteins, avidin and streptavidin. These plants were phenotypically normal and produced fertile pollen and seeds. The transgene was expressed and its product located in the vacuoles of most cell types in the plants. Targeting was achieved by use of N-terminal vacuolar targeting sequences derived from potato proteinase inhibitors which are known to target constitutively to vacuoles in potato tubers and, under wound-induction, in tomato leaves. Avidin was located in protein body-like structures within the vacuole and transgene protein levels remained relatively constant throughout the lifetime of the leaf. We describe two chimeric constructs with similar levels of expression. One comprised a potato proteinase inhibitor I signal peptide cDNA sequence attached to an avidin cDNA and the second a potato proteinase inhibitor II signal peptide genomic sequence (including an intron) attached to a core streptavidin synthetic sequence. We were unable to regenerate plants when transformation used constructs lacking the targeting sequences. The highest levels observed (up to 1.5% of total leaf protein) confirm the vacuole as the organelle of choice for stable storage of plant-toxic transgene products. The efficient targeting of these proteins did not result in any measured changes in plant biotin metabolism.

Avidin↗

Effects of protein size on the rate of import of the precursors of aldehyde dehydrogenase and ornithine transcarbamylase into rat liver mitochondria.

It is known that a signal peptide is required for the import of a protein into mitochondrial matrix. It is also known that a signal peptide can be attached to any protein and allow it to be imported. We recently reported that the rate of import of rat liver mitochondrial aldehyde dehydrogenase precursor was slower than that of ornithine transcarbamylase precursor (Wang TTY, Farrés J, and Weiner H. Arch Biochem Biophys 272, 440-449, 1989). It was not known if the difference in the rate of import was related to the fact that the mature portion of aldehyde dehydrogenase is larger (500 amino acids compared with 322 amino acids) or because the signal peptides were different. We further showed that treatment of the mitochondria with alcohols caused an inhibition of the import of the precursor of aldehyde dehydrogenase but not that of ornithine transcarbamylase. In the present study we constructed chimeric proteins that contained the signal peptide from one precursor protein and the mature portion from the other. We found that the rate of import was related to the overall size of the precursor protein. Consistent with this observation was finding that a truncated aldehyde dehydrogenase precursor, which contained 317 amino acids, was imported more rapidly than was the authentic precursor. Consistent with this finding was the fact that butanol caused the inhibition of only the large precursor proteins. Thus, it appears that size of the protein being imported is a major determinant of the rate at which a precursor protein is imported into mitochondria.

Aldehyde Dehydrogenase↗

SRP-mediated protein targeting: structure and function revisited.

The signal recognition particle (SRP) and its membrane-bound receptor (SR) deliver membrane proteins and secretory proteins to the translocation channel in the plasma membrane (or the endoplasmic reticulum). The general outline of the SRP pathway is conserved in all three kingdoms of life. During the past decade, structure determination together with functional studies has brought our understanding of the SRP-mediated protein transport to an almost molecular level. An impressive amount of new information especially on the prokaryotic SRP is integrated into the current picture of the SRP pathway.

Animals↗

Common principles of protein translocation across membranes.

Most major systems that transport proteins across a membrane share the following features: an amino-terminal transient signal sequence on the transported protein, a targeting system on the cis side of the membrane, a hetero-oligomeric transmembrane channel that is gated both across and within the plane of the membrane, a peripherally attached protein translocation motor that is powered by the hydrolysis of nucleoside triphosphate, and a protein folding system on the trans side of the membrane. These transport systems are divided into two families: export systems that export proteins out of the cytosol, and import systems that transport proteins into cytosol-like compartments.

Amino Acid Sequence↗