Secretion Of Human Protein Research Articles

SecProCT: In Silico Prediction of Human Secretory Proteins Based on Capsule Network and Transformer.

Identifying secretory proteins from blood, saliva or other body fluids has become an effective method of diagnosing diseases. Existing secretory protein prediction methods are mainly based on conventional machine learning algorithms and are highly dependent on the feature set from the protein. In this article, we propose a deep learning model based on the capsule network and transformer architecture, SecProCT, to predict secretory proteins using only amino acid sequences. The proposed model was validated using cross-validation and achieved 0.921 and 0.892 accuracy for predicting blood-secretory proteins and saliva-secretory proteins, respectively. Meanwhile, the proposed model was validated on an independent test set and achieved 0.917 and 0.905 accuracy for predicting blood-secretory proteins and saliva-secretory proteins, respectively, which are better than conventional machine learning methods and other deep learning methods for biological sequence analysis. The main contributions of this article are as follows: (1) a deep learning model based on a capsule network and transformer architecture is proposed for predicting secretory proteins. The results of this model are better than the those of existing conventional machine learning methods and deep learning methods for biological sequence analysis; (2) only amino acid sequences are used in the proposed model, which overcomes the high dependence of existing methods on the annotated protein features; (3) the proposed model can accurately predict most experimentally verified secretory proteins and cancer protein biomarkers in blood and saliva.

In silico Prediction of Human Secretory Proteins in Plasma Based on Discrete Firefly Optimization and Application to Cancer Biomarkers Identification.

The early control and prevention of cancer contributes effectively interventions and cancer therapies. Secretory protein, one of the richest biomarkers, is proved important as molecular signposts of the physiological state of a cell. In this work, we aim to propose a proteomic high-throughput technology platform to facilitate detection of early cancer by means of biomarkers that secreted into the bloodstream. We compile a new benchmark dataset of human secretory proteins in plasma. A series of sequence-derived features, which have been proved involved in the structure and function of the secretory proteins, are collected to mathematically encode these proteins. Considering the influence of potential irrelevant or redundant features, we introduce discrete firefly optimization algorithm to perform feature selection. We evaluate and compare the proposed method SCRIP (Secretory proteins in plasma) with state-of-the-art approaches on benchmark datasets and independent testing datasets. SCRIP achieves the average AUC values of 0.876 and 0.844 in five-fold the cross-validation and independent test, respectively. Besides that, we also test SCRIP on proteins in four types of cancer tissues and successfully detect 66∼77% potential cancer biomarkers.

Human Cathelicidin Compensates for the Role of Apolipoproteins in Hepatitis C Virus Infectious Particle Formation.

Exchangeable apolipoproteins (ApoA, -C, and -E) have been shown to redundantly participate in the formation of infectious hepatitis C virus (HCV) particles during the assembly process, although their precise role in the viral life cycle is not well understood. Recently, it was shown that the exogenous expression of only short sequences containing amphipathic α-helices from various apolipoproteins is sufficient to restore the formation of infectious HCV particles in ApoB and ApoE double-gene-knockout Huh7 (BE-KO) cells. In this study, through the expression of a small library of human secretory proteins containing amphipathic α-helix structures, we identified the human cathelicidin antimicrobial peptide (CAMP), the only known member of the cathelicidin family of antimicrobial peptides (AMPs) in humans and expressed mainly in bone marrow and leukocytes. We showed that CAMP is able to rescue HCV infectious particle formation in BE-KO cells. In addition, we revealed that the LL-37 domain in CAMP containing amphipathic α-helices is crucial for the compensation of infectivity in BE-KO cells, and the expression of CAMP in nonhepatic 293T cells expressing claudin 1 and microRNA miR-122 confers complete propagation of HCV. These results suggest the possibility of extrahepatic propagation of HCV in cells with low-level or no expression of apolipoproteins but expressing secretory proteins containing amphipathic α-helices such as CAMP. Various exchangeable apolipoproteins play a pivotal role in the formation of infectious HCV during the assembly of viral particles, and amphipathic α-helix motifs in the apolipoproteins have been shown to be a key factor. To the best of our knowledge, we have identified for the first time the human cathelicidin CAMP as a cellular protein that can compensate for the role of apolipoproteins in the life cycle of HCV. We have also identified the domain in CAMP that contains amphipathic α-helices crucial for compensation and show that the expression of CAMP in nonhepatic cells expressing claudin 1 and miR-122 confers complete propagation of HCV. We speculate that low levels of HCV propagation might be possible in extrahepatic tissues expressing secretory proteins containing amphipathic α-helices without the expression of apolipoproteins.

Secretion of human protein C in mouse milk.

To determine the production of recombinant human protein C (rec-hPC) in milk, we created two homozygous mice lines for the goat β-casein/hPC transgene. Females and males of both lines (#10 and #11) displayed normal growth, fertility, and lactated normally. The copy number of the transgene was about fivefold higher in #10 line as compared to #11 line. mRNA expression of the transgene was only detected in the mammary glands of both lines. Furthermore, mRNA expression was fourfold higher on day 7 than on day 1 during lactation. Northern blot analysis of mRNA expression in the #10 line of transgenic (Tg) mice indicated a strong expression of the transgene in the mammary glands after seven days of lactation. Comparison of rec-hPC protein level with that of mRNA in the mammary glands showed a very similar pattern. A 52-kDa band corresponding to the hPC protein was strongly detected in mammary glands of the #10 line during lactation. We also detected two bands of heavy chain and one weak band of light chain in the milk of the #10 and #11 lines. One single band at 52 kDa was detected from CHO cells transfected with hPC cDNA. hPC was mainly localized in the alveolar epithelial cell of the mammary glands. The protein is strongly expressed in the cytoplasm of the cultured mammary gland tissue. hPC protein produced in milk ranged from 2 to 28 ng/mL. These experiments indicated that rec-hPC can be produced at high levels in mice mammary glands.

Crystal structures of human secretory proteins ZG16p and ZG16b reveal a Jacalin-related β-prism fold

ZG16p is a secretory protein that mediates condensation-sorting of pancreatic enzymes to the zymogen granule membrane in pancreatic acinar cells. ZG16p interacts with glycosaminoglycans and the binding is considered to be important for condensation-sorting of pancreatic enzymes. ZG16b/PAUF, a paralog of ZG16p, has recently been found to play a role in gene regulation and cancer metastasis. However, the detailed functions of ZG16p and ZG16b remain to be clarified. Here, in order to obtain insights into structure–function relationships, we conducted crystallographic studies of human ZG16p lectin as well as its paralog, ZG16b, and determined their crystal structures at 1.65 and 2.75Å resolution, respectively. ZG16p has a Jacalin-related β-prism fold, the first to be reported among mammalian lectins. The putative sugar-binding site of ZG16p is occupied by a glycerol molecule, mimicking the mannose bound to Jacalin-related mannose-binding-type plant lectins such as Banlec. ZG16b also has a β-prism fold, but some amino acid residues of the putative sugar-binding site differ from those of the mannose-type binding site suggesting altered preference. A positively charged patch, which may bind sulfated groups of the glycosaminoglycans, is located around the putative sugar-binding site of ZG16p and ZG16b. Taken together, we suggest that the sugar-binding site and the adjacent basic patch of ZG16p and ZG16b cooperatively form a functional glycosaminoglycan-binding site.

Secretion of human superoxide dismutase in Escherichia coli using the condensed single‐protein‐production system

A secretion vector, pColdV for the Single-Protein-Production (SPP) system was constructed using the E. coli OmpA signal peptide. Using this vector, human superoxide dismutase (hSOD) was co-expressed with MazF, an ACA-specific mRNA interferase, allowing E. coli cells to produce only hSOD, which was secreted into the periplasmic space with a yield of ∼20% of total cellular proteins. The signal peptide was properly cleaved. Using cells overproducing DsbA protein, two S-S bridges were also properly formed to yield enzymatically active SOD. A well resolved heteronuclear single quantum coherence (HSQC) spectrum of hSOD isotope-labeled in the condensed SPP (cSPP) system was obtained by simply isolating the periplasmic fraction. These results indicate that human secretory proteins can be expressed well in the cSPP system using pColdV.

Functional Relationship between Protein Disulfide Isomerase Family Members during the Oxidative Folding of Human Secretory Proteins

To examine the relationship between protein disulfide isomerase family members within the mammalian endoplasmic reticulum, PDI, ERp57, ERp72, and P5 were depleted with high efficiency in human hepatoma cells, either singly or in combination. The impact was assessed on the oxidative folding of several well-characterized secretory proteins. We show that PDI plays a predominant role in oxidative folding because its depletion delayed disulfide formation in all secretory proteins tested. However, the phenotype was surprisingly modest suggesting that other family members are able to compensate for PDI depletion, albeit with reduced efficacy. ERp57 also exhibited broad specificity, overlapping with that of PDI, but with preference for glycosylated substrates. Depletion of both PDI and ERp57 revealed that some substrates require both enzymes for optimal folding and, furthermore, led to generalized protein misfolding, impaired export from the ER, and degradation. In contrast, depletion of ERp72 or P5, either alone or in combination with PDI or ERp57 had minimal impact, revealing a narrow substrate specificity for ERp72 and no detectable role for P5 in oxidative protein folding.

Renal tubule-specific expression and urinary secretion of human growth hormone: a kidney-based transgenic bioreactor growth.

Tissue-specific expression of human genes and secretion of human proteins into the body fluids in transgenic animals provides an important means of manufacturing large-quantity and high-quality pharmaceuticals. The present study demonstrates using transgenic mice that a 3.0 kb promoter of the mouse Tamm-Horsfall protein (THP, or uromodulin) gene directs the specific expression of human growth hormone (hGH) gene in the kidney followed by the secretion of hGH protein into the urine. hGH expression was detected in renal tubules that actively produce the THP, that is, the ascending limb of Henle's loop and distal convoluted tubules. Up to 500 ng/ml of hGH was detected in the urine, and this level remained constant throughout the 10-month observation period. hGH was also detectable in the stomach epithelium and serum in two of the transgenic lines, suggesting position-dependent effects of the transgene and leakage of hGH from the site of synthesis into the bloodstream, respectively. These results indicate that the 3.0 kb mouse THP promoter is primarily kidney-specific and can be used to convert kidney into a bioreactor in transgenic animals to produce recombinant proteins. Given the capacity of urine production independent of age, sex and lactation, the ease of urinary protein purification, and the potentially distinct machinery for post-translational modifications in the kidney epithelial cells, the kidney-based transgenic bioreactor may offer unique opportunities for producing certain complex pharmaceuticals.

Human secretory signal peptide description by hidden Markov model and generation of a strong artificial signal peptide for secreted protein expression

A hidden Markov model (HMM) has been used to describe, predict, identify, and generate secretory signal peptide sequences. The relative strengths of artificial secretory signals emitted from the human signal peptide HMM (SP-HMM) correlate with their HMM bit scores as determined by their effectiveness to direct alkaline phosphatase secretion. The nature of the signal strength is in effect the closeness to the consensus. The HMM bit score of 8 is experimentally determined to be the threshold for discriminating signal sequences from non-secretory ones. An artificial SP-HMM generated signal sequence of the maximum model bit score (HMM + 38) was selected as an ideal human signal sequence. This signal peptide (secrecon) directs strong protein secretion and expression. We further ranked the signal strengths of the signal peptides of the known human secretory proteins by SP-HMM bit scores. The applications of high-bit scoring HMM signals in recombinant protein production and protein engineering are discussed.

Secretion of human proteins from yeast: stimulation by duplication of polyubiquitin and protein disulfide isomerase genes in Kluyveromyces lactis

The efficiency of secreted production of mammalian proteins from yeasts remains unpredictably variable, depending on each protein. On the hypothesis that the control of protein conformation during protein translocation is the bottleneck in many cases, we examined the effects of an increased dosage of the genes coding for protein disulfide isomerase and of polyubiquitin on the secretion of two human proteins, serumalbumin and interleukin 1β. The yeast Kluyveromyces lactis was used as a production host. Duplication of either one of these genes had a strong stimulating effect on the production of the highly disulfide-bonded serumalbumin, but not of interleukin 1β.

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

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. 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. 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. A cleavage site prediction server is located at the Humboldt University http://itb.biologie.hu-berlin.de/ approximately jo/sig-cleave/ACNpredictor.cgi jo@itb.hu-berlin.de; berndj@zedat.fu-berlin.de

A long-term hepatitis B viremia model generated by transplanting nontumorigenic immortalized human hepatocytes in Rag-2-deficient mice.

Development of new therapies for human hepatitis B virus infection (HBV) would be greatly facilitated by the availability of a suitable small-animal model for HBV virus production in vivo. To develop a murine model for HBV production, we established an immortalized, cloned liver cell line by transferring the Simian Virus 40 Large T-Antigen into primary human hepatocytes. These cells were stably transfected with a full-length HBV genome to generate a clone that expresses HBV genes and replicates HBV. The HBV-producing cells were transplanted into the livers of mice with combined immunodeficiency (Rag-2 deficient) by intrasplenic injection. Survival of the engrafted human hepatocytes was shown in several ways: fluorescent in situ hybridization (FISH) with a human-chromosome-specific DNA probe (human alpha satellite), dot-blot hybridization of the genomic DNA extracted from liver biopsy specimens with a human-specific Alu repetitive DNA probe, Blur-8, as well as with an HBV DNA probe, and secretion of human proteins into plasma. Histological examination of mouse liver up to 8 months following human cell transplant shows completely normal architecture. Determination of plasma HBV DNA levels indicated that engrafted cells secreted 3x10(7) to 3x10(8) virions per mL into the blood, and HBsAg was detected in plasma. This new murine model of HBV viremia should be useful for in vivo HBV studies.

Defective vaccinia virus as a biologically safe tool for the overproduction of recombinant human secretory proteins.

We have described recently the construction of a defective vaccinia virus (VV) lacking the essential D4R open reading frame and have shown furthermore the selection of a complementing cell line providing the essential D4R gene product. The D4R gene belongs to the group of early transcribed vaccinia genes preventing a virus defective in D4R from entering into the intermediate and late phase of replication under noncomplementing conditions. Here we show that this property, which is unique among the group of so called nonreplicating poxviruses, is helpful for the production of (secretable) recombinant human proteins. Recombinant VV based on a D4R-defective parental strain expressing cDNAs coding for the human blood coagulation factors VII and XI produced significantly more recombinant protein than the corresponding recombinants based on wild-type VV. Moreover, the complementing cell line RK-D4R-44.20 was a more effective production cell system for both vD4 and wild-type VV recombinants compared to wild-type RK-13 cells. Surprisingly, recombinant human factor VII was more efficiently produced with the defective vaccinia recombinant even under noncomplementing conditions, suggesting that persistence of the early phase of vaccinia replication in combination with a delayed host shutoff is advantageous for the overproduction of certain recombinant proteins using the VV expression system.

High-level secretion of correctly processed recombinant human interleukin-1β in Kluyveromyces lactis

The lactose-assimilating yeast, Kluyveromyces lactis, has been developed as a microbial host for the synthesis and secretion of human proteins. Here, we report the use of multi-copy vectors based on the 2 mu-like plasmid pKD1 from Kluyveromyces drosophilarum [Chen et al., Nucleic Acids Res. 14 (1986) 4471-4481] for the secretion of recombinant human interleukin-1 beta (reIL-1 beta). High levels of reIL-1 beta were secreted into the growth medium when the structural gene was fused in-frame to a synthetic secretion signal derived from the 'pre'-region of the K. lactis killer toxin. N-terminal sequencing of the excreted protein showed highly efficient (greater than 95%) maturation of the signal sequence. Synthesis as prepro-IL-1 beta, the 'pro'-sequence being derived from the human serum albumin-encoding gene, resulted in equally efficient secretion of mature IL-1 beta. Cytoplasmic production of Met-IL-1 beta, without a secretion signal, was found to be toxic to K. lactis. As in Saccharomyces cerevisiae [Baldari et al., EMBO J. 6 (1987) 229-234], but unlike native human IL-1 beta, K. lactis reIL-1 beta is glycosylated. This glycosylation led to a 95% loss of its biological activity. Removal of the carbohydrate chains by endo-beta-N-acetyl-glucosamidase H treatment fully restored the biological activity. A modified form of IL-1 beta (Asn7----Gln7), in which the unique site for Asn-linked glycosylation was deleted, exhibited the same biological activity as native IL-1 beta. The level of secretion of mature recombinant IL-1 beta ws glycosylation-independent.

Human apolipoprotein A-I. Post-translational modification by fatty acid acylation.

The human apolipoproteins are secretory proteins some of which have been shown to undergo proteolytic processing and post-translational addition of carbohydrate. Apolipoprotein A-I (apo-A-I), the predominant protein associated with high density lipoproteins, undergoes co-translational proteolytic processing as well as post-translational conversion of proapo-A-I to mature apo-A-I following cellular secretion. Utilizing the human hepatoma cell line HEP-G2, we have established that, in addition to proteolytic processing, secreted nascent apo-A-I is acylated with palmitate. Uniformly labeled [14C]palmitate and [1-14C]palmitate were each incorporated into apo-A-I when analyzed by sodium dodecyl sulfate gel electrophoresis and autoradiography. The acylation of apo-A-I with palmitate was confirmed by immunoprecipitation and gas chromatography/mass spectrometry. Hydroxylamine treatment resulted in the deacylation of apo-A-I. Although three of the apo-A-I isoforms analyzed by two-dimensional gel electrophoresis were shown to contain radio-labeled palmitate, 80% of acylated apo-A-I was in the proapolipoprotein A-I isoform. [14C]Oleate was not incorporated in secreted apo-A-I, indicating the specificity of the acylation of apo-A-I. Incubation of [14C] palmitate-acylated apo-A-I in serum and plasma under conditions in which proapo-A-I is proteolytically cleaved to mature apo-A-I did not result in deacylation. These data establish that fatty acid acylation occurs in human secretory proteins in addition to the previously reported acylation of cellular membrane proteins. These results suggest that the covalent linkage of lipids to apolipoproteins may play a critical role in apolipoprotein and lipoprotein metabolism.