Artificial signal peptide prediction by a hidden markov model to improve protein secretion via Lactococcus lactis bacteria

A hidden Markov model (HMM) has been utilized to predict and generate artificial secretory signal peptide sequences. The strength of signal peptides of proteins from different subcellular locations via Lactococcus lactis bacteria correlated with their HMM bit scores in the model. The results show that the HMM bit score +12 are determined as the threshold for discriminating secreteory signal sequences from the others. The model is used to generate artificial signal peptides with different bit scores for secretory proteins. The signal peptide with the maximum bit score strongly directs proteins secretion.     

Human signal peptide had advantage over mouse in secretory expression

The signal peptide is a critical component in the secretory expression of protein in eukaryotic cells. It has been verified that the signal peptide of mouse nerve growth factor could mediate the secretory expression of beta-endorphin in cultured non-neuronal cells. Although there is a counterpart of nerve growth factor in human genome, no research about the signal sequence from human genome has been reported. The function of mediating secretory expression is affected by many factors. We assumed that the counterpart from human genome could function as the signal peptide from mouse nerve growth factor does and these two signal sequences had different efficiency in mediating secretory expression of beta-endorphin, but we could not figure out which one had a better function. To validate our hypothesis and give an answer to the question, we constructed two eukaryotic vectors, pcDNA3.1-hEP and pcDNA3.1-mEP, containing human and mouse signal sequences in fusion genes, respectively. RT-PCR showed that the constructed fusion genes were expressed in NIH3T3 cells. We also found that the detected beta-endorphin by the immunofluorescent technique was mainly in the cytoplasm of NIH3T3 cells. The concentration of beta-endorphin in the culture medium by RIA is 280.33 ± 24.16 (pg/ml) and 191.04 ± 7.96 (pg/ml) from pcDNA3.1-hEP and pcDNA3.1-mEP, respectively, and there was a significant statistical difference between them (P < 0.05). A difference existed between them and that from blank vector individually (P < 0.01). These findings suggest that our constructed fusion gene containing the signal sequence of human nerve growth factor can be secretorily expressed and the efficiency of the signal peptide from human nerve growth factor is higher than that of mouse signal peptide.     

Secretion of human growth hormone by the food-grade bacterium Staphylococcus carnosus requires a propeptide irrespective of the signal peptide used

Staphylococcal exoproteins can be divided into two groups. One group comprises proteins bearing only a signal peptide, the other group requires an additional propeptide for secretion. The secretion signals of the propeptide-requiring lipase from Staphylococcus hyicus (Lip) have been frequently used to produce recombinant secretory proteins in the food-grade species Staphylococcus carnosus. However, it has been unclear whether recombinant proteins can be secreted using signal peptides of staphylococcal proteins without propeptide. The human growth hormone protein (hGH) was fused to various staphylococcal secretion signals of proteins without propeptide (Seb, SceA, and SceB) and of proteins requiring a propeptide (lipase, lysostaphin, and glycerol ester hydrolase). Secretory hGH was efficiently produced by S. carnosus after fusion with any propeptide-containing secretion signal, whereas precursor proteins were retained in the cells when only a signal peptide was used. Addition of the first six amino acid residues of mature SceA to the signal peptide did also not lead to secretion of hGH. It was concluded that the properties of the mature protein domains determine whether a propeptide is required for secretion or not. The Lip propeptide could be efficiently removed from hGH after introduction of an enterokinase cleavage site between the two protein domains.     

Adaptive encoding neural networks for the recognition of human signal peptide cleavage sites

MOTIVATION: Data representation and encoding are essential for classification of protein sequences with artificial neural networks (ANN). Biophysical properties are appropriate for low dimensional encoding of protein sequence data. However, in general there is no a priori knowledge of the relevant properties for extraction of representative features. RESULTS: An adaptive encoding artificial neural network (ACN) for recognition of sequence patterns is described. In this approach parameters for sequence encoding are optimized within the same process as the weight vectors by an evolutionary algorithm. The method is applied to the prediction of signal peptide cleavage sites in human secretory proteins and compared with an established predictor for signal peptides. CONCLUSION: Knowledge of physico-chemical properties is not necessary for training an ACN. The advantage is a low dimensional data representation leading to computational efficiency, easy evaluation of the detected features, and high prediction accuracy. Availability: A cleavage site prediction server is located at the Humboldt University http://itb.biologie.hu-berlin.de/ approximately jo/sig-cleave/ACNpredictor.cgi Contact: jo@itb.hu-berlin.de; berndj@zedat.fu-berlin.de     

细菌三型分泌系统输出蛋白分泌信号研究进展

自提出三型分泌系统的概念以来,相关分子机制的研究让人们对其有了更深入的了解。与依赖信号肽分泌途径形成鲜明对比的是,蛋白通过细菌三型分泌系统分泌或者转运时没有可识别的保守信号序列。近期对三型分泌蛋白的研究发现了多种可以引导其分泌的分泌信号。本文分别介绍了细菌三型分泌系统的种类,分泌系统分泌蛋白的种类,并着重阐述了分泌信号的分子特性及其机制,以期为新型抗菌药物的研发提供新的思路。     

Secretion of cartilage oligomeric matrix protein is affected by the signal peptide

Cartilage oligomeric matrix protein (COMP) is a secreted glycoprotein found in the extracellular matrices of skeletal tissues. Mutations associated with two human skeletal dysplasias, pseudoachondroplasia and multiple epiphyseal dysplasia, disturb COMP secretion leading to intracellular accumulation of mutant COMP, especially in chondrocytes. Here we show that the manifestation of this secretory defect is dramatically influenced by the signal peptide that targets COMP for secretion. The comparison of wild type and mutant COMP secretion directed by the COMP or BM40 signal peptide in HEK-293 cells and rat chondrosarcoma cells revealed that the BM40 signal peptide substantially enhances secretion of mutant COMP that accumulates in endoplasmic reticulum-like structures when targeted by its own signal peptide. Additionally, we demonstrate that mutant COMP forms mixed pentamers with wild type COMP. Our findings suggest that the secretory defect in pseudoachondroplasia and multiple epiphyseal dysplasia is not specific for chondrocytes, nor does it require interaction of mutant COMP with other matrix proteins prior to transport from the cell. They also imply a previously unappreciated role for the signal peptide in the regulation of protein secretion beyond targeting to the endoplasmic reticulum.     

Effects of prolipoprotein signal peptide mutations on secretion of hybrid prolipo-beta-lactamase in Escherichia coli

Hybrid proteins were constructed by coupling beta-lactamase to the signal sequence (plus nine amino acids) of selected mutant prolipoproteins of Escherichia coli. The mutant prolipoprotein signal peptides contained lesions in two structural domains of the signal peptide, the basic amino-terminal domain and the hydrophobic core domain. We then compared the processing and localization of the mutant prolipo-beta-lactamases to the processing and localization of the comparable mutant prolipoproteins. We show that a mutant signal sequence with an anionic amino terminus exhibits similar limitations in the processing of prolipo-beta-lactamase as previously observed in prolipoprotein. Deletion of four hydrophobic residues from hydrophobic core results in a signal peptide which slowly translocates a fraction of the total mutant hybrid protein synthesized. This signal peptide was previously shown to translocate lipoprotein efficiently. Alteration of this hydrophobic core, which stimulated synthesis of mutant prolipoproteins, does not stimulate synthesis of prolipo-beta-lactamase. Finally mutations that slowed processing of prolipoprotein by affecting the proposed helical structure of the signal peptide had no significant effect on the processing of prolipo-beta-lactamase. These results suggest that the positively charged amino-terminal domain of the signal peptide has a common role in protein secretion regardless of the secretory protein. On the other hand, other domains of the signal peptide exhibit different phenotypes when the secretory protein is changed.     

Functional characterization of bacterial signal peptide OmpA in a baculovirus-mediated expression system

Signal sequences are evolutionarily conserved and are often functionally interchangeable between prokaryotes and eukaryotes. However, we have found that the bacterial signal peptide, OmpA, functions incompletely in insect cells. Upon baculovirus-mediated expression of chloramphenicol acetyltransferase (CAT) in insect cells, OmpA signal peptide led to the cytosolic accumulation of the CAT molecules in an aglycosylated, signal-peptide cleaved form, in addition to the secretion of the glycosylated CAT. When green fluorescent protein (GFP) was used as another reporter, the GFP molecules expressed from the OmpA-GFP construct was distributed primarily in the cytosol as aggresome-like structures. These results together suggest that, subsequent to the cleavage of OmpA signal peptide in the ER, some of the processed proteins are returned to the cytoplasm. Since the prototypical insect signal peptide, melittin, did not result in this ER-to-cytosol dislocation of the reporter proteins, we proposed a model explaining the dislocation process in insect cells, apparently selective to the OmpA-directed secretory pathway bypassing the co-translational transport.     

Identification of a functionally relevant signal peptide of mouse ficolin A

Mouse ficolin A is a plasma protein with lectin activity, and plays a role in host defense by binding carbohydrates, especially GlcNAc, on microorganisms. The ficolin A subunit consists of an N-terminal signal peptide, a collagen-like domain, and a C-terminal fibrinogen-like domain. In this study, we show that ficolin A can be synthesized and oligomerized in a cell and secreted into culture medium. We also identify a functionally relevant signal peptide of ficolin A by using MS/MS analysis to determine the N-terminal sequence of secreted ficolin A. When the signal peptide of mouse ficolin A was fused with enhanced green fluorescent protein (EGFP), EGFP was released into HEK 293 cell medium, suggesting that the signal peptide can efficiently direct ficolin A secretion. Moreover, our results suggest that the signal peptide of ficolin A has potential application for the production of useful secretory proteins.     

Human lysozyme secretion increased by alpha-factor pro-sequence in Pichia pastoris

To get high level secretion of human lysozyme in Pichia pastoris, the following three signal sequences and one prepro sequence were evaluated: chicken lysozyme signal peptide, leucine-rich artificial signal peptide, Saccharomyces invertase signal peptide, and Saccharomyces prepro sequence of alpha factor (MF-alpha Prepro). Transformants harboring a lysozyme gene with MF-alpha Prepro secreted 20-fold more lysozyme than those harboring the lysozyme gene with any one of the other three signal sequences. Three mutant leader sequences derived from MF-alpha Prepro were constructed to discover the function of the pro region. The secretion was dramatically decreased by eliminating the pro region of MF-alpha Prepro. In contrast, MF-alpha Prepro with the EAEAEA sequence directed the secretion of an equivalent level of lysozyme having the extra amino acids (EAEAEA) in its N-terminus. For the effective secretion of native human lysozyme, MF-alpha Prepro without any spacer sequences was most suitable. The secreted protein by MF-alpha Prepro construct was identical with the authentic human lysozyme, judging from N-terminal amino acid sequencing and molecular mass spectrometric and crystallographic analysis.     

Construction of an expression system of insect lysozyme lacking thermal stability: the effect of selection of signal sequence on level of expression in the Pichia pastoris expression system.

Expression systems of human and silkworm lysozymes were constructed using the methylotrophic yeast Pichia pastoris as a host. The leader sequence and its prepro peptide of alpha-factor (a peptide pheromone derived from yeast) and the native signal sequences of these lysozymes, were used as secretion signals. When the alpha-factor leader is used as the signal sequence, human lysozyme is secreted at a much higher level than is silkworm lysozyme. On the other hand, silkworm lysozyme, when its native signal is used, is secreted more efficiently than human lysozyme. Therefore, we expected that human lysozyme cDNA with a silkworm native signal would be secreted more efficiently than human lysozyme with its native signal. However, its level of expression was not increased. This result indicates that the native signal of silkworm lysozyme does not promote the secretion of the lysozyme, but rather alpha-factor leader inhibits the secretion. Silkworm lysozyme with the alpha-factor leader is so unstable that it could be easily attacked by some proteases and our findings suggest that the level of expression of heterologous protein with signal peptides and its stability are greatly affected by the selection of the appropriate secretion signal sequence.     

Biological implications of SNPs in signal peptide domains of human proteins

Proteins destined for secretion or membrane compartments possess signal peptides for insertion into the membrane. The signal peptide is therefore critical for localization and function of cell surface receptors and ligands that mediate cell-cell communication. About 4% of all human proteins listed in UniProt database have signal peptide domains in their N terminals. A comprehensive literature survey was performed to retrieve functional and disease associated genetic variants in the signal peptide domains of human proteins. In 21 human proteins we have identified 26 disease associated mutations within their signal peptide domains, 14 mutations of which have been experimentally shown to impair the signal peptide function and thus influence protein transportation. We took advantage of SignalP 3.0 predictions to characterize the signal peptide prediction score differences between the mutant and the wild-type alleles of each mutation, as well as 189 previously uncharacterized single nucleotide polymorphisms (SNPs) found to be located in the signal peptide domains of 165 human proteins. Comparisons of signal peptide prediction outcomes of mutations and SNPs, have implicated SNPs potentially impacting the signal peptide function, and thus the cellular localization of the human proteins. The majority of the top candidate proteins represented membrane and secreted proteins that are associated with molecular transport, cell signaling and cell to cell interaction processes of the cell. This is the first study that systematically characterizes genetic variation occurring in the signal peptides of all human proteins. This study represents a useful strategy for prioritization of SNPs occurring within the signal peptide domains of human proteins. Functional evaluation of candidates identified herein may reveal effects on major cellular processes including immune cell function, cell recognition and adhesion, and signal transduction.     

Translocation of green fluorescent protein by comparative analysis with multiple signal peptides

Type I and II secretory pathways are used for the translocation of recombinant proteins from the cytoplasm of Escherichia coli. The purpose of this study was to evaluate four signal peptides (HlyA, TorA, GeneIII, and PelB), representing the most common secretion pathways in E. coli, for their ability to target green fluorescent protein (GFP) for membrane translocation. Signal peptide-GFP genetic fusions were designed in accordance with BioFusion standards (BBF RFC 10, BBF RFC 23). The HlyA signal peptide targeted GFP for secretion to the extracellular media via the type I secretory pathway, whereas TAT-dependent signal peptide TorA and Sec-dependent signal peptide GeneIII exported GFP to the periplasm. The PelB signal peptide was inefficient in translocating GFP. The use of biological technical standards simplified the design and construction of functional signal peptide-recombinant protein genetic devices for type I and II secretion in E. coli. The utility of the standardized parts model is further illustrated as constructed biological parts are available for direct application to other studies on recombinant protein translocation.     

A combined transmembrane topology and signal peptide prediction method

An inherent problem in transmembrane protein topology prediction and signal peptide prediction is the high similarity between the hydrophobic regions of a transmembrane helix and that of a signal peptide, leading to cross-reaction between the two types of predictions. To improve predictions further, it is therefore important to make a predictor that aims to discriminate between the two classes. In addition, topology information can be gained when successfully predicting a signal peptide leading a transmembrane protein since it dictates that the N terminus of the mature protein must be on the non-cytoplasmic side of the membrane. Here, we present Phobius, a combined transmembrane protein topology and signal peptide predictor. The predictor is based on a hidden Markov model (HMM) that models the different sequence regions of a signal peptide and the different regions of a transmembrane protein in a series of interconnected states. Training was done on a newly assembled and curated dataset. Compared to TMHMM and SignalP, errors coming from cross-prediction between transmembrane segments and signal peptides were reduced substantially by Phobius. False classifications of signal peptides were reduced from 26.1% to 3.9% and false classifications of transmembrane helices were reduced from 19.0% to 7.7%. Phobius was applied to the proteomes of Homo sapiens and Escherichia coli. Here we also noted a drastic reduction of false classifications compared to TMHMM/SignalP, suggesting that Phobius is well suited for whole-genome annotation of signal peptides and transmembrane regions. The method is available at as well as at     

The ompA signal peptide directed secretion of Staphylococcal nuclease A by Escherichia coli

The hybrid pre-enzyme formed by fusion of the signal peptide of the OmpA protein, a major outer membrane protein of Escherichia coli, to Staphylococcal nuclease A, a protein secreted by Staphylococcus aureus, is translocated across the cytoplasmic membrane of E. coli with concomitant cleavage of the signal peptide. A DNA fragment containing the coding sequence for the ompA signal peptide was initially ligated to a DNA fragment containing the coding sequence for nuclease A, with a linker sequence of 33 nucleotides separating the coding sequences. When this fused gene was induced, an enzymatically active nuclease was secreted into the periplasmic space; sequential Edman degradation of this protein revealed that the ompA signal peptide was removed at its normal cleavage site resulting in a modified version of the nuclease having 11 extra amino acid residues attached to the amino terminus of nuclease A. The 33 nucleotides between the coding sequences for the ompA signal peptide and the structural gene for nuclease A were subsequently deleted by synthetic oligonucleotide-directed site-specific mutagenesis. The nuclease produced by this hybrid gene was secreted into the periplasmic space and by sequential Edman degradation was identical to nuclease A. Thus, the ompA signal peptide is able to direct the secretion of fused staphylococcal nuclease A, and signal peptide processing occurs at the normal cleavage site. When the hybrid gene is expressed under the control of the lpp promoter, nuclease A is produced to the extent of 10% of the total cellular protein.     

SPRED: A machine learning approach for the identification of classical and non-classical secretory proteins in mammalian genomes

Eukaryotic protein secretion generally occurs via the classical secretory pathway that traverses the ER and Golgi apparatus. Secreted proteins usually contain a signal sequence with all the essential information required to target them for secretion. However, some proteins like fibroblast growth factors (FGF-1, FGF-2), interleukins (IL-1 alpha, IL-1 beta), galectins and thioredoxin are exported by an alternative pathway. This is known as leaderless or non-classical secretion and works without a signal sequence. Most computational methods for the identification of secretory proteins use the signal peptide as indicator and are therefore not able to identify substrates of non-classical secretion. In this work, we report a random forest method, SPRED, to identify secretory proteins from protein sequences irrespective of N-terminal signal peptides, thus allowing also correct classification of non-classical secretory proteins. Training was performed on a dataset containing 600 extracellular proteins and 600 cytoplasmic and/or nuclear proteins. The algorithm was tested on 180 extracellular proteins and 1380 cytoplasmic and/or nuclear proteins. We obtained 85.92% accuracy from training and 82.18% accuracy from testing. Since SPRED does not use N-terminal signals, it can detect non-classical secreted proteins by filtering those secreted proteins with an N-terminal signal by using SignalP. SPRED predicted 15 out of 19 experimentally verified non-classical secretory proteins. By scanning the entire human proteome we identified 566 protein sequences potentially undergoing non-classical secretion. The dataset and standalone version of the SPRED software is available at http://www.inb.uni-luebeck.de/tools-demos/spred/spred.     

A new signal peptide useful for secretion of heterologous proteins from yeast and its application for synthesis of hirudin.

The BGL2 gene from Saccharomyces cerevisiae encodes a beta-glucanase which is localized to the yeast cell wall. The ability of a 23-amino acid (aa) signal peptide derived from the BGL2 gene to direct a heterologous protein to the secretory pathway of yeast has been compared to that of the MF alpha 1-encoded signal peptide in a series of gene fusions. As a model protein, the leech anticoagulant, recombinant hirudin variant 2-Lys47 (HIR) has been studied. From a multicopy plasmid chimaeric proteins were produced which carry the BGL2 signal peptide (or the artificial BGL2 pre-Val7 variant) (i) in front of the MF alpha 1 pro sequence (or modified versions of MF alpha 1 pro), i.e., a prepro signal, or (ii) joined directly to the heterologous protein. Accumulation of active HIR in yeast culture supernatants was observed when the BGL2 (or the BGL2 pre-Val7) signal peptide were used in combination with either of three versions of the MF alpha 1 pro peptide: the authentic MF alpha 1 pro, a partially deleted MF alpha 1 pro-delta 22-61, or a pro bearing an aa change (MF alpha 1 pro-Gly22). In each case the BGL2 signal peptide (or its variant) has proven equally productive to the corresponding MF alpha 1 peptide. Four times more active HIR was detected in the culture supernatant when either signal peptide was fused directly to the recombinant protein, as compared to a prepro protein version. Correct signal peptide cleavage was obtained when HIR was produced as a BGL2 pre-Val7::fusion protein.     

Important role of the proline residue in the signal sequence that directs the secretion of human lysozyme in Saccharomyces cerevisiae

To elucidate the role of the proline residue in the engineered signal sequence that directs the secretion of human lysozyme in Saccharomyces cerevisiae, we have remodeled an idealized signal sequence L8 = Met-Arg-(Leu)8-Pro-Leu-Ala-Ala-Leu-Gly [Yamamoto, Y., Taniyama, Y., Kikuchi, M., & Ikehara, M. (1987) Biochem. Biophys. Res. Commun. 149, 431-436] in the vicinity of the proline residue. By analyzing the secretory capability of 10 engineered signal sequences, we have shown the following. (1) The proline residue is important for the secretion of human lysozyme and is allowed at position -4, -5, or -6. (2) The secretory capability of the engineered signal sequences is correlated with their predicted conformations. (3) The functional signal sequences that we have investigated can be generalized as follows: Met-Arg-(Leu)n-Pro-(Xaa)-Ala-Leu-Gly where n equals 6-12 and Xaa is Leu, Ala, or Leu-Ala or can be omitted.     

信号肽对外源蛋白分泌效率的影响

信号肽在引导外源蛋白分泌过程中具有重要作用,从信号肽疏水性结构、构建分泌型载体以及分泌增强子、定位信号等几个方面介绍了信号肽对外源蛋白分泌效率的影响,在大量生产以酵母为表达栽体的治疗性蛋白方面具有广泛的应用前景。     

Yeast expression of the Tuber borchii fruiting body specific protein, TBF-1: identification of a noncanonical signal peptide

The TBF-1 is an 11.9-kDa fruiting body specific protein of the Ascomycetes hypogeous fungus Tuber borchii Vittad. found in aqueous extract and the hyphal cell wall. The tbf-1 gene codes a 12-amino acid N-terminal stretch not present in mature protein. This sequence does not match with any homologous signal sequences stored in data banks. To investigate the role of the N-terminus in TBF-1 localization, cDNA was expressed in Saccharomyces cerevisiae under the control of the 3-phosphoglycerate kinase promoter. Like Tuber, yeast also produces and secretes TBF-1 and the foreign protein binds with the cell wall. A signalless mutant protein was constructed; this DeltaTBF-1 was expressed but not exported by yeast. The secretion of TBF-1 was also suppressed using the sec18(ts) yeast mutant strain grown at nonpermissive temperature as host. Thus we demonstrated that the N-terminal 12-amino acid stretch is a noncanonical signal peptide that leads the TBF-1 toward the classical secretory pathway in yeast.