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Martínez-Carpio PA. Topical application of sh-oligopeptide-1 and clinical trials with cosmetic preparations: risk or fraud? Cutan Ocul Toxicol 2023; 42:190-197. [PMID: 37452558 DOI: 10.1080/15569527.2023.2234020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 06/01/2023] [Accepted: 07/01/2023] [Indexed: 07/18/2023]
Abstract
BACKGROUND sh-oligopeptide-1 is a cosmetic that is considered to be the bioequivalent of the Epidermal Growth Factor (EGF). OBJECTIVE The systematic search and selection of the information available on sh-oligopeptide-1, and field research on laboratories manufacturing cosmetics and the legal regulation of their products. METHODS Specialised search in Medline and Google Scholar (March 2023). A total of 22 references were obtained and 12 articles were selected for analysis, 7 of which were included in Medline. 9 articles correspond to clinical trials that use sh-oligopeptide-1 as equivalent to a functional recombinant human EGF (hr-EGF). The manufacturers are investigated and they are requested to provide scientific information. RESULTS Using an inactive ingredient, clinical trials are published with favourable results in order to treat diabetics and cancer patients. These trials do not follow medical standards. Active EGF is not a cosmetic, rather it is a potent unauthorised drug. Likewise, sh-oligopeptide-1 is not a functional EGF, and it is not authorised for medical treatments. Topical hr-EGF is not authorised as a medication in any concentration, except for clinical trials. However, sh-EGF (sh-oligopeptide-1) is authorised as a cosmetic in several different concentrations for generalised use, with unknown long-term risks. CONCLUSION Clinical studies on sh-oligopeptide-1 have no scientific basis, as the preclinical bioactivity of this molecule has not been proven.
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2
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Maxwell M, Undheim EAB, Mobli M. Secreted Cysteine-Rich Repeat Proteins "SCREPs": A Novel Multi-Domain Architecture. Front Pharmacol 2018; 9:1333. [PMID: 30524283 PMCID: PMC6262176 DOI: 10.3389/fphar.2018.01333] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2018] [Accepted: 10/29/2018] [Indexed: 01/12/2023] Open
Abstract
Peptide toxins isolated from animal venom secretions have proven to be useful pharmacological tools for probing the structure and function of a number of molecular receptors. Their molecular structures are stabilized by posttranslational formation of multiple disulfide bonds formed between sidechain thiols of cysteine residues, resulting in high thermal and chemical stability. Many of these peptides have been found to be potent modulators of ion channels, making them particularly influential in this field. Recently, several peptide toxins have been described that have an unusual tandem repeat organization, while also eliciting a unique pharmacological response toward ion channels. Most of these are two-domain peptide toxins from spider venoms, such as the double-knot toxin (DkTx), isolated from the Earth Tiger tarantula (Haplopelma schmidti). The unusual pharmacology of DkTx is its high avidity for its receptor (TRPV1), a property that has been attributed to a bivalent mode-of-action. DkTx has subsequently proven a powerful tool for elucidating the structural basis for the function of the TRPV1 channel. Interestingly, all tandem repeat peptides functionally characterized to date share this high avidity to their respective binding targets, suggesting they comprise an unrecognized structural class of peptides with unique structural features that result in a characteristic set of pharmacological properties. In this article, we explore the prevalence of this emerging class of peptides, which we have named Secreted, Cysteine-rich REpeat Peptides, or “SCREPs.” To achieve this, we have employed data mining techniques to extract SCREP-like sequences from the UniProtKB database, yielding approximately sixty thousand candidates. These results indicate that SCREPs exist within a diverse range of species with greatly varying sizes and predicted fold types, and likely include peptides with novel structures and unique modes of action. We present our approach to mining this database for discovery of novel ion-channel modulators and discuss a number of “hits” as promising leads for further investigation. Our database of SCREPs thus constitutes a novel resource for biodiscovery and highlights the value of a data-driven approach to the identification of new bioactive pharmacological tools and therapeutic lead molecules.
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Affiliation(s)
- Michael Maxwell
- Centre for Advanced Imaging, The University of Queensland, St Lucia, QLD, Australia
| | - Eivind A B Undheim
- Centre for Advanced Imaging, The University of Queensland, St Lucia, QLD, Australia
| | - Mehdi Mobli
- Centre for Advanced Imaging, The University of Queensland, St Lucia, QLD, Australia
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3
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Cotabarren J, Tellechea ME, Tanco SM, Lorenzo J, Garcia-Pardo J, Avilés FX, Obregón WD. Biochemical and MALDI-TOF Mass Spectrometric Characterization of a Novel Native and Recombinant Cystine Knot Miniprotein from Solanum tuberosum subsp. andigenum cv. Churqueña. Int J Mol Sci 2018; 19:ijms19030678. [PMID: 29495576 PMCID: PMC5877539 DOI: 10.3390/ijms19030678] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2017] [Revised: 01/11/2018] [Accepted: 01/16/2018] [Indexed: 02/03/2023] Open
Abstract
Cystine-knot miniproteins (CKMPs) are an intriguing group of cysteine-rich molecules that combine the characteristics of proteins and peptides. Typically, CKMPs are fewer than 50 residues in length and share a characteristic knotted scaffold characterized by the presence of three intramolecular disulfide bonds that form the singular knotted structure. The knot scaffold confers on these proteins remarkable chemical, thermal, and proteolytic stability. Recently, CKMPs have emerged as a novel class of natural molecules with interesting pharmacological properties. In the present work, a novel cystine-knot metallocarboxypeptidase inhibitor (chuPCI) was isolated from tubers of Solanum tuberosum, subsp. andigenum cv. Churqueña. Our results demonstrated that chuPCI is a member of the A/B-type family of metallocarboxypeptidases inhibitors. chuPCI was expressed and characterized by a combination of biochemical and mass spectrometric techniques. Direct comparison of the MALDI-TOF mass spectra for the native and recombinant molecules allowed us to confirm the presence of four different forms of chuPCI in the tubers. The majority of such forms have a molecular weight of 4309 Da and contain a cyclized Gln in the N-terminus. The other three forms are derived from N-terminal and/or C-terminal proteolytic cleavages. Taken together, our results contribute to increase the current repertoire of natural CKMPs.
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Affiliation(s)
- Juliana Cotabarren
- Centro de Investigación de Proteínas Vegetales (CIPROVE), Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, 47 y 115 s/N, La Plata B1900AVW, Argentina.
| | - Mariana Edith Tellechea
- Centro de Investigación de Proteínas Vegetales (CIPROVE), Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, 47 y 115 s/N, La Plata B1900AVW, Argentina.
- Institut de Biotecnologia i de Biomedicina, Universitat Autònoma de Barcelona, Campus Universitari, Bellaterra, Cerdanyola del Vallès, 08193 Barcelona, Spain.
| | - Sebastián Martín Tanco
- Institut de Biotecnologia i de Biomedicina, Universitat Autònoma de Barcelona, Campus Universitari, Bellaterra, Cerdanyola del Vallès, 08193 Barcelona, Spain.
| | - Julia Lorenzo
- Institut de Biotecnologia i de Biomedicina, Universitat Autònoma de Barcelona, Campus Universitari, Bellaterra, Cerdanyola del Vallès, 08193 Barcelona, Spain.
| | - Javier Garcia-Pardo
- Catalan Institute of Nanoscience and Nanotechnology (ICN2), CSIC and The Barcelona Institute of Science and Technology, Campus UAB, Bellaterra, 08193 Barcelona, Spain.
| | - Francesc Xavier Avilés
- Institut de Biotecnologia i de Biomedicina, Universitat Autònoma de Barcelona, Campus Universitari, Bellaterra, Cerdanyola del Vallès, 08193 Barcelona, Spain.
| | - Walter David Obregón
- Centro de Investigación de Proteínas Vegetales (CIPROVE), Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, 47 y 115 s/N, La Plata B1900AVW, Argentina.
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4
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Influence of PPh3 moiety in the anticancer activity of new organometallic ruthenium complexes. J Inorg Biochem 2014; 136:1-12. [DOI: 10.1016/j.jinorgbio.2014.03.002] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2013] [Revised: 03/03/2014] [Accepted: 03/06/2014] [Indexed: 11/23/2022]
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5
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Development of an epidermal growth factor derivative with EGFR blocking activity. PLoS One 2013; 8:e69325. [PMID: 23935985 PMCID: PMC3728333 DOI: 10.1371/journal.pone.0069325] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2013] [Accepted: 06/09/2013] [Indexed: 11/22/2022] Open
Abstract
The members of the epidermal growth factor (EGF)/ErbB family are prime targets for cancer therapy. However, the therapeutic efficiency of the existing anti-ErbB agents is limited. Thus, identifying new molecules that inactivate the ErbB receptors through novel strategies is an important goal on cancer research. In this study we have developed a shorter form of human EGF (EGFt) with a truncated C-terminal as a novel EGFR inhibitor. EGFt was designed based on the superimposition of the three-dimensional structures of EGF and the Potato Carboxypeptidase Inhibitor (PCI), an EGFR blocker previously described by our group. The peptide was produced in E. coli with a high yield of the correctly folded peptide. EGFt showed specificity and high affinity for EGFR but induced poor EGFR homodimerization and phosphorylation. Interestingly, EGFt promoted EGFR internalization and translocation to the cell nucleus although it did not stimulate the cell growth. In addition, EGFt competed with EGFR native ligands, inhibiting the proliferation of cancer cells. These data indicate that EGFt may be a potential EGFR blocker for cancer therapy. In addition, the lack of EGFR-mediated growth-stimulatory activity makes EGFt an excellent delivery agent to target toxins to tumours over-expressing EGFR.
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6
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Kraus D, Deschner J, Jäger A, Wenghoefer M, Bayer S, Jepsen S, Allam JP, Novak N, Meyer R, Winter J. Human β-defensins differently affect proliferation, differentiation, and mineralization of osteoblast-like MG63 cells. J Cell Physiol 2011; 227:994-1003. [DOI: 10.1002/jcp.22808] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
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7
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Marques JRF, da Fonseca RR, Drury B, Melo A. Amino acid patterns around disulfide bonds. Int J Mol Sci 2010; 11:4673-86. [PMID: 21151463 PMCID: PMC3000107 DOI: 10.3390/ijms11114673] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2010] [Revised: 11/04/2010] [Accepted: 11/11/2010] [Indexed: 11/16/2022] Open
Abstract
Disulfide bonds provide an inexhaustible source of information on molecular evolution and biological specificity. In this work, we described the amino acid composition around disulfide bonds in a set of disulfide-rich proteins using appropriate descriptors, based on ANOVA (for all twenty natural amino acids or classes of amino acids clustered according to their chemical similarities) and Scheffé (for the disulfide-rich proteins superfamilies) statistics. We found that weakly hydrophilic and aromatic amino acids are quite abundant in the regions around disulfide bonds, contrary to aliphatic and hydrophobic amino acids. The density distributions (as a function of the distance to the center of the disulfide bonds) for all defined entities presented an overall unimodal behavior: the densities are null at short distances, have maxima at intermediate distances and decrease for long distances. In the end, the amino acid environment around the disulfide bonds was found to be different for different superfamilies, allowing the clustering of proteins in a biologically relevant way, suggesting that this type of chemical information might be used as a tool to assess the relationship between very divergent sets of disulfide-rich proteins.
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Affiliation(s)
- José R. F. Marques
- REQUIMTE/Departamento de Química e Bioquímica, Faculdade de Ciências da Universidade do Porto, Rua do Campo Alegre, 687, 4169-007 Porto, Portugal; E-Mail:
| | - Rute R. da Fonseca
- CIMAR/CIIMAR, Centro Interdisciplinar de Investigação Marinha e Ambiental, Universidade do Porto, Rua dos Bragas, 177, 4050-123 Porto, Portugal; E-Mail:
| | - Brett Drury
- LIAAD-INESC, Rua de Ceuta, 118, 6°, 4050-190 Porto, Portugal; E-Mail:
| | - André Melo
- REQUIMTE/Departamento de Química e Bioquímica, Faculdade de Ciências da Universidade do Porto, Rua do Campo Alegre, 687, 4169-007 Porto, Portugal; E-Mail:
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8
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Kolmar H. Engineered cystine-knot miniproteins for diagnostic applications. Expert Rev Mol Diagn 2010; 10:361-8. [PMID: 20370592 DOI: 10.1586/erm.10.15] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Owing to their extraordinary thermal and biological stability, cystine-knot miniproteins provide an attractive scaffold for the development of peptide-based diagnostics. One of the major advantages of this scaffold lies in the fact that the disulfide-constrained structural core can be functionalized by decoration with bioactive-loop residues. Methods have been developed to generate miniproteins with prescribed binding characteristics to a broad spectrum of different target proteins. They combine structural, biophysical and functional features that are beneficial for applications in molecular diagnostics in vivo (i.e., high affinity and selectivity, small size, high biological stability and fast renal clearance). Promising candidates for tumor imaging have been generated recently and evaluated in animal models, and more applications are expected in the near future.
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Affiliation(s)
- Harald Kolmar
- Clemens-Schöpf-Institut für Biochemie und Organische Chemie, Technische Universität Darmstadt, Petersenstrasse 22, Darmstadt, Germany.
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9
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Thangudu RR, Manoharan M, Srinivasan N, Cadet F, Sowdhamini R, Offmann B. Analysis on conservation of disulphide bonds and their structural features in homologous protein domain families. BMC STRUCTURAL BIOLOGY 2008; 8:55. [PMID: 19111067 PMCID: PMC2628669 DOI: 10.1186/1472-6807-8-55] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/04/2008] [Accepted: 12/26/2008] [Indexed: 11/22/2022]
Abstract
Background Disulphide bridges are well known to play key roles in stability, folding and functions of proteins. Introduction or deletion of disulphides by site-directed mutagenesis have produced varying effects on stability and folding depending upon the protein and location of disulphide in the 3-D structure. Given the lack of complete understanding it is worthwhile to learn from an analysis of extent of conservation of disulphides in homologous proteins. We have also addressed the question of what structural interactions replaces a disulphide in a homologue in another homologue. Results Using a dataset involving 34,752 pairwise comparisons of homologous protein domains corresponding to 300 protein domain families of known 3-D structures, we provide a comprehensive analysis of extent of conservation of disulphide bridges and their structural features. We report that only 54% of all the disulphide bonds compared between the homologous pairs are conserved, even if, a small fraction of the non-conserved disulphides do include cytoplasmic proteins. Also, only about one fourth of the distinct disulphides are conserved in all the members in protein families. We note that while conservation of disulphide is common in many families, disulphide bond mutations are quite prevalent. Interestingly, we note that there is no clear relationship between sequence identity between two homologous proteins and disulphide bond conservation. Our analysis on structural features at the sites where cysteines forming disulphide in one homologue are replaced by non-Cys residues show that the elimination of a disulphide in a homologue need not always result in stabilizing interactions between equivalent residues. Conclusion We observe that in the homologous proteins, disulphide bonds are conserved only to a modest extent. Very interestingly, we note that extent of conservation of disulphide in homologous proteins is unrelated to the overall sequence identity between homologues. The non-conserved disulphides are often associated with variable structural features that were recruited to be associated with differentiation or specialisation of protein function.
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Affiliation(s)
- Ratna R Thangudu
- Laboratoire de Biochimie et Génétique Moléculaire, Université de La Réunion, BP 7151, 15 avenue René Cassin, 97715 Saint Denis Messag Cedex 09, La Réunion, France.
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10
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Martínez A, Moreno V, Sanglas L, de Llorens R, Avilés FX, Lorenzo J. Study by HPLC-MS of the interaction of platinum antitumor complexes with potato carboxypeptidase inhibitor (PCI). Bioorg Med Chem 2008; 16:6832-40. [PMID: 18554917 DOI: 10.1016/j.bmc.2008.05.064] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2008] [Revised: 05/14/2008] [Accepted: 05/28/2008] [Indexed: 11/17/2022]
Abstract
The interaction of the well-known antitumor drug cisplatin cis-[PtCl(2)(NH(3))(2)] and the compound trans-[PtCl(2)NH(3)(4-hydroxymethylpyridine)] with the small protein potato carboxypeptidase inhibitor (PCI) and a PCI mutant in which glycine-39 was substituted by methionine has been followed by HPLC/mass spectrometry. Our results showed that both Pt drugs were able to bind PCI through Met-39 and histidines in mutated PCI, whereas only the trans complex interacted significantly with wild PCI. In the cytotoxic studies, the monofunctional adduct PCI-Met-cisplatin was neither more active nor more selective than cisplatin itself when tested against three tumor cell lines with different number of EGF receptors. Those results suggested that the poor activity of the adduct could be just due to the small fraction of cisplatin which was decoordinated from the adduct and able to penetrate the tumor cells, as well as to the changes in the structure of the platinum drug after the loss of NH(3) groups upon binding PCI-Met.
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Affiliation(s)
- Alberto Martínez
- Departament de Química Inorgànica, Universitat de Barcelona, Martíi Franquès 1-11, 08028 Barcelona, Spain
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11
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Rubinstein R, Fiser A. Predicting disulfide bond connectivity in proteins by correlated mutations analysis. Bioinformatics 2008; 24:498-504. [PMID: 18203772 DOI: 10.1093/bioinformatics/btm637] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
MOTIVATION Prediction of disulfide bond connectivity facilitates structural and functional annotation of proteins. Previous studies suggest that cysteines of a disulfide bond mutate in a correlated manner. RESULTS We developed a method that analyzes correlated mutation patterns in multiple sequence alignments in order to predict disulfide bond connectivity. Proteins with known experimental structures and varying numbers of disulfide bonds, and that spanned various evolutionary distances, were aligned. We observed frequent variation of disulfide bond connectivity within members of the same protein families, and it was also observed that in 99% of the cases, cysteine pairs forming non-conserved disulfide bonds mutated in concert. Our data support the notion that substitution of a cysteine in a disulfide bond prompts the substitution of its cysteine partner and that oxidized cysteines appear in pairs. The method we developed predicts disulfide bond connectivity patterns with accuracies of 73, 69 and 61% for proteins with two, three and four disulfide bonds, respectively.
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Affiliation(s)
- Rotem Rubinstein
- Department of Biochemistry, Albert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461, USA.
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12
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Thangudu RR, Sharma P, Srinivasan N, Offmann B. Analycys: A database for conservation and conformation of disulphide bonds in homologous protein domains. Proteins 2007; 67:255-61. [PMID: 17285632 DOI: 10.1002/prot.21318] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Disulphide bonds in proteins are known to play diverse roles ranging from folding to structure to function. Thorough knowledge of the conservation status and structural state of the disulphide bonds will help in understanding of the differences in homologous proteins. Here we present a database for the analysis of conservation and conformation of disulphide bonds in SCOP structural families. This database has a wide range of applications including mapping of disulphide bond mutation patterns, identification of disulphide bonds important for folding and stabilization, modeling of protein tertiary structures and in protein engineering. The database can be accessed at: http://bioinformatics.univ-reunion.fr/analycys/.
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Affiliation(s)
- Ratna R Thangudu
- Laboratoire de Biochimie et Génétique Moléculaire, Université de La Réunion, BP 7151, 15 Avenue René Cassin, 97715 Saint Denis Messag Cedex 09, La Réunion, France
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13
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Thangudu RR, Vinayagam A, Pugalenthi G, Manonmani A, Offmann B, Sowdhamini R. Native and modeled disulfide bonds in proteins: knowledge-based approaches toward structure prediction of disulfide-rich polypeptides. Proteins 2006; 58:866-79. [PMID: 15645448 DOI: 10.1002/prot.20369] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Structure prediction and three-dimensional modeling of disulfide-rich systems are challenging due to the limited number of such folds in the structural databank. We exploit the stereochemical compatibility of substructures in known protein structures to accommodate disulfide bonds in predicting the structures of disulfide-rich polypeptides directly from disulfide connectivity pattern and amino acid sequence in the absence of structural homologs and any other structural information. This knowledge-based approach is illustrated using structure prediction of 40 nonredundant bioactive disulfide-rich polypeptides such as toxins, growth factors, and endothelins available in the structural databank. The polypeptide conformation could be predicted in 35 out of 40 nonredundant entries (87%). Nonhomologous templates could be identified and models could be obtained within 2 A deviation from the query in 29 peptides (72%). This procedure can be accessed from the World Wide Web (http://www.ncbs.res.in/ approximately faculty/mini/dsdbase/dsdbase.html).
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Affiliation(s)
- Ratna Rajesh Thangudu
- Laboratoire de Biochimie et Génétique Moléculaire, Université de La Réunion, La Réunion, France
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Cheek S, Krishna SS, Grishin NV. Structural classification of small, disulfide-rich protein domains. J Mol Biol 2006; 359:215-37. [PMID: 16618491 DOI: 10.1016/j.jmb.2006.03.017] [Citation(s) in RCA: 76] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2005] [Revised: 03/05/2006] [Accepted: 03/09/2006] [Indexed: 11/23/2022]
Abstract
Disulfide-rich domains are small protein domains whose global folds are stabilized primarily by the formation of disulfide bonds and, to a much lesser extent, by secondary structure and hydrophobic interactions. Disulfide-rich domains perform a wide variety of roles functioning as growth factors, toxins, enzyme inhibitors, hormones, pheromones, allergens, etc. These domains are commonly found both as independent (single-domain) proteins and as domains within larger polypeptides. Here, we present a comprehensive structural classification of approximately 3000 small, disulfide-rich protein domains. We find that these domains can be arranged into 41 fold groups on the basis of structural similarity. Our fold groups, which describe broader structural relationships than existing groupings of these domains, bring together representatives with previously unacknowledged similarities; 18 of the 41 fold groups include domains from several SCOP folds. Within the fold groups, the domains are assembled into families of homologs. We define 98 families of disulfide-rich domains, some of which include newly detected homologs, particularly among knottin-like domains. On the basis of this classification, we have examined cases of convergent and divergent evolution of functions performed by disulfide-rich proteins. Disulfide bonding patterns in these domains are also evaluated. Reducible disulfide bonding patterns are much less frequent, while symmetric disulfide bonding patterns are more common than expected from random considerations. Examples of variations in disulfide bonding patterns found within families and fold groups are discussed.
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Affiliation(s)
- Sara Cheek
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, 75390, USA
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De Simone A, Berisio R, Zagari A, Vitagliano L. Limited tendency of α-helical residues to form disulfide bridges: a structural explanation. J Pept Sci 2006; 12:740-7. [PMID: 17131286 DOI: 10.1002/psc.809] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Disulfide bridges have an enormous impact on the structure of a large number of proteins and polypeptides. Understanding the structural basis that regulates their formation may be important for the design of novel peptide-based molecules with a specific fold and stability. Here we report a statistical analysis of the relationships between secondary structure and disulfide bond formation, carried out using a large database of protein structures. Our analyses confirm the observation sporadically reported in previous investigations that cysteine residues located in alpha-helices display a limited tendency to form disulfide bridges. The very low occurrence of the disulfide bond in all alpha-chains compared to all beta-chains indicates that this property is also evident when proteins with different topologies are investigated. Taking advantage of the large database that endorsed the analysis on relatively rare motifs, we demonstrate that cysteine residues embedded in 3(10) helices present a good tendency to form disulfide bonds. This result is somewhat surprising since 3(10) helices are commonly assimilated into alpha-helices. A plausible structural explanation for the observed data has been derived combining analyses of disulfide bond sequence separation and of the length of the different secondary structure elements.
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Affiliation(s)
- Alfonso De Simone
- Dipartimento delle Scienze Biologiche, Sezione Biostrutture, and CNISM, Università degli Studi di Napoli Federico II, I-80134 Napoli, Italy
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Abstract
The difficulties in predicting disulfide connectivity from protein sequences lie in the nonlocal properties of the disulfide bridges that involve cysteine pairs at large sequence separation. Though some progress has been recently made in the prediction of disulfide connectivity, the current methods predict less than half of the disulfide patterns for the data set sharing less than 30% sequence identity. In this report, we use the support vector machines based on sequence features such as the coupling between the local sequence environments of cysteine pair, the cysteines sequence separations, and the global sequence descriptor, such as amino acid content. Our approach is able to predict 55% of the disulfide patterns of proteins with two to five disulfide bridges, which is 11-26% higher than other methods in the literature.
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Affiliation(s)
- Yu-Ching Chen
- Institute of Bioinformatics, National Chiao Tung University, Taiwan, Republic of China
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17
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Sitjà-Arnau M, Molina MA, Blanco-Aparicio C, Ferrer-Soler L, Lorenzo J, Avilés FX, Querol E, de Llorens R. Mechanism of action of potato carboxypeptidase inhibitor (PCI) as an EGF blocker. Cancer Lett 2005; 226:169-84. [PMID: 16039955 DOI: 10.1016/j.canlet.2005.01.025] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2004] [Revised: 11/29/2004] [Accepted: 01/07/2005] [Indexed: 11/21/2022]
Abstract
The epidermal growth factor receptor (EGFR) signal transduction pathway plays a prominent role in the development of carcinomas, and is an interesting target for antitumoral therapy. We have previously described how potato carboxypeptidase inhibitor (PCI), a 39-amino acid protease inhibitor with a T-Knot motif, binds to EGFR receptor and inhibits the activation of receptor protein tyrosine kinase. In this paper it is shown that PCI interferes with EGFR activation through inhibition of receptor dimerization and receptor transphosphorylation induced by epidermal growth factor (EGF) and by transforming growth factor alpha (TGF-alpha). Moreover, PCI blocks the formation and activation of ErbB1/ErbB-2 heterodimers that have a prominent role in carcinoma development. As a result of these effects, PCI interferes in the EGFR signal transduction pathway by reversing the effects of EGF on the growth of two tumoral cell lines, A431 and MDA-MB-453, and promotes EGFR down-regulation. These results show that PCI acts as an EGF/TGF-alpha antagonist, which suggests its therapeutic potential in the treatment of carcinomas.
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Affiliation(s)
- Marta Sitjà-Arnau
- Unitat de Bioquímica, Departament de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi, 17071 Girona, Spain
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Gupta A, Van Vlijmen HWT, Singh J. A classification of disulfide patterns and its relationship to protein structure and function. Protein Sci 2005; 13:2045-58. [PMID: 15273305 PMCID: PMC2279833 DOI: 10.1110/ps.04613004] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
We report a detailed classification of disulfide patterns to further understand the role of disulfides in protein structure and function. The classification is applied to a unique searchable database of disulfide patterns derived from the SwissProt and Pfam databases. The disulfide database contains seven times the number of publicly available disulfide annotations. Each disulfide pattern in the database captures the topology and cysteine spacing of a protein domain. We have clustered the domains by their disulfide patterns and visualized the results using a novel representation termed the "classification wheel." The classification is applied to 40,620 protein domains with 2-10 disulfides. The effectiveness of the classification is evaluated by determining the extent to which proteins of similar structure and function are grouped together through comparison with the SCOP and Pfam databases, respectively. In general, proteins with similar disulfide patterns have similar structure and function, even in cases of low sequence similarity, and we illustrate this with specific examples. Using a measure of disulfide topology complexity, we find that there is a predominance of less complex topologies. We also explored the importance of loss or addition of disulfides to protein structure and function by linking classification wheels through disulfide subpattern comparisons. This classification, when coupled with our disulfide database, will serve as a useful resource for searching and comparing disulfide patterns, and understanding their role in protein structure, folding, and stability. Proteins in the disulfide clusters that do not contain structural information are prime candidates for structural genomics initiatives, because they may correspond to novel structures.
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Affiliation(s)
- Abhas Gupta
- Computational Drug Design Group, Biogen Idec, Inc., Cambridge, Masschusetts 02142, USA
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19
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Lenffer J, Lai P, El Mejaber W, Khan AM, Koh JLY, Tan PTJ, Seah SH, Brusic V. CysView: protein classification based on cysteine pairing patterns. Nucleic Acids Res 2004; 32:W350-5. [PMID: 15215409 PMCID: PMC441613 DOI: 10.1093/nar/gkh475] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
CysView is a web-based application tool that identifies and classifies proteins according to their disulfide connectivity patterns. It accepts a dataset of annotated protein sequences in various formats and returns a graphical representation of cysteine pairing patterns. CysView displays cysteine patterns for those records in the data with disulfide annotations. It allows the viewing of records grouped by connectivity patterns. CysView's utility as an analysis tool was demonstrated by the rapid and correct classification of scorpion toxin entries from GenPept on the basis of their disulfide pairing patterns. It has proved useful for rapid detection of irrelevant and partial records, or those with incomplete annotations. CysView can be used to support distant homology between proteins. CysView is publicly available at http://research.i2r.a-star.edu.sg/CysView/.
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Affiliation(s)
- Johann Lenffer
- Institute for Infocomm Research, 21 Heng Mui Keng Terrace, 119613 Singapore
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20
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Chuang CC, Chen CY, Yang JM, Lyu PC, Hwang JK. Relationship between protein structures and disulfide-bonding patterns. Proteins 2003; 53:1-5. [PMID: 12945044 DOI: 10.1002/prot.10492] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
We found that that disulfide-bonding patterns can be used to discriminate structure similarity. Our method, based on the hierarchical clustering scheme, is applicable to proteins with two or more disulfide bonds and is able to detect the structural similarities of proteins of low sequence identities (<25%). Our results show the surprisingly close relationship between disulfide-bonding patterns and proteins structures. Our findings should be useful in protein structure modeling.
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Affiliation(s)
- Chao-Chun Chuang
- Department of Life Sciences, Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsin Chu, Taiwan
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21
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Bronsoms S, Villanueva J, Canals F, Querol E, Aviles FX. Analysis of the effect of potato carboxypeptidase inhibitor pro-sequence on the folding of the mature protein. EUROPEAN JOURNAL OF BIOCHEMISTRY 2003; 270:3641-50. [PMID: 12919329 DOI: 10.1046/j.1432-1033.2003.03754.x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Protein folding can be modulated in vivo by many factors. While chaperones act as folding catalysts and show broad substrate specificity, some pro-peptides specifically facilitate the folding of the mature protein to which they are bound. Potato carboxypeptidase inhibitor (PCI), a 39-residue protein carboxypeptidase inhibitor, is synthesized in vivo as a precursor protein that includes a 27-residue N-terminal and a seven-residue C-terminal pro-regions. In this work the disulfide-coupled folding of mature PCI in vitro has been compared with that of the same protein extended with either the N-terminal pro-sequence (ProNtPCI) or both N- and C-terminal pro-sequences (ProPCI), and also with the N-terminal pro-sequence in trans (ProNt + PCI). No significant differences can be observed in the folding kinetics or efficiencies of all these molecules. In addition, in vivo folding studies in Escherichia coli have been performed using wild-type PCI and three PCI mutant forms with and without the N-terminal pro-sequence, the mutations had been previously reported to affect folding of the PCI mature form. The extent to which the 'native-like' form was secreted to the media by each construction was not affected by the presence of the N-terminal pro-sequence. These results indicate that PCI does not depend on the N-terminal pro-sequence for its folding in both, in vitro and in vivo in E. coli. However, structural analysis by spectroscopy, hydrogen exchange and limited proteolysis by mass spectrometry, indicate the capability of such N-terminal pro-sequence to fold within the precursor form.
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Affiliation(s)
- Sílvia Bronsoms
- Institut de Biotecnologia i Biomedicina, Universitat Autònoma de Barcelona, Bellaterra, Spain
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22
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van den Burg HA, Westerink N, Francoijs KJ, Roth R, Woestenenk E, Boeren S, de Wit PJGM, Joosten MHAJ, Vervoort J. Natural disulfide bond-disrupted mutants of AVR4 of the tomato pathogen Cladosporium fulvum are sensitive to proteolysis, circumvent Cf-4-mediated resistance, but retain their chitin binding ability. J Biol Chem 2003; 278:27340-6. [PMID: 12736265 DOI: 10.1074/jbc.m212196200] [Citation(s) in RCA: 79] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The extracellular AVR4 elicitor of the pathogenic fungus Cladosporium fulvum induces defense responses in the tomato genotype Cf-4. Here, the four disulfide bonds of AVR4 were identified as Cys-11-41, Cys-21-27, Cys-35-80, and Cys-57-72 by partial reduction with Tris-(2-carboxyethyl)-phosphine hydrochloride, subsequent cyanylation, and base-catalyzed chain cleavage. The resulting peptide fragments were analyzed by mass spectrometry. Sequence homology and the disulfide bond pattern revealed that AVR4 contains an invertebrate (inv) chitin-binding domain (ChBD). Binding of AVR4 to chitin was confirmed experimentally. The three disulfide bonds encompassing the inv ChBD motif are also required for protein stability of AVR4. Independent disruption of each of the three conserved disulfide bonds in AVR4 resulted in a protease-sensitive protein, whereas the fourth disulfide bond appeared not to be required for protein stability. Most strains of C. fulvum virulent on Cf-4 tomato contain Cys to Tyr substitutions in AVR4 involving two (Cys-11-41, Cys-35-80) of the three disulfide bonds present in the inv ChBD motif. These natural Cys to Tyr mutant AVR4 proteins did retain their chitin binding ability and when bound to chitin were less sensitive to proteases. Thus, the widely applied tomato Cf-4 resistance gene is circumvented by C. fulvum by amino acid substitutions affecting two disulfide bonds in AVR4 resulting in the absence of the corresponding AVR4 isoforms in apoplastic fluid. However, these natural isoforms of AVR4 appear to have retained their intrinsic function, i.e. binding to chitin present in the cell wall of C. fulvum, most likely to protect it against the deleterious effects of plant chitinases.
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Affiliation(s)
- Harrold A van den Burg
- Laboratory of Biochemistry, Wageningen University, Dreijenlaan 3, 6703 HA Wageningen, The Netherlands
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23
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Ferrer Soler L, Cedano J, Querol E, de Llorens R. Cloning, expression and purification of human epidermal growth factor using different expression systems. J Chromatogr B Analyt Technol Biomed Life Sci 2003; 788:113-23. [PMID: 12668077 DOI: 10.1016/s1570-0232(02)01035-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Epidermal growth factor (EGF) is a protein that belongs to the family of growth factors that bind the ErbB receptors, which play a prominent role in the development of carcinomas. We had demonstrated that potato carboxypeptidase inhibitor (PCI) acts as an EGF antagonist. Because of the low affinity of PCI for the epidermal growth factor receptor, it was decided to design EGF mutants with PCI abilities. In order to achieve this we have first cloned, expressed and purified the native protein, EGF. Different expression systems with different locations of the recombinant protein were designed and a purification protocol was designed with those which allowed expression of EGF. Finally, the sample needed folding. Differences in the amount of EGF obtained and its activity were observed depending on the expression system used.
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Affiliation(s)
- L Ferrer Soler
- Unitat de Bioquímica, Departament de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi, Spain
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24
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Aloy P, Oliva B, Querol E, Aviles FX, Russell RB. Structural similarity to link sequence space: new potential superfamilies and implications for structural genomics. Protein Sci 2002; 11:1101-16. [PMID: 11967367 PMCID: PMC2373547 DOI: 10.1110/ps.3950102] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
The current pace of structural biology now means that protein three-dimensional structure can be known before protein function, making methods for assigning homology via structure comparison of growing importance. Previous research has suggested that sequence similarity after structure-based alignment is one of the best discriminators of homology and often functional similarity. Here, we exploit this observation, together with a merger of protein structure and sequence databases, to predict distant homologous relationships. We use the Structural Classification of Proteins (SCOP) database to link sequence alignments from the SMART and Pfam databases. We thus provide new alignments that could not be constructed easily in the absence of known three-dimensional structures. We then extend the method of Murzin (1993b) to assign statistical significance to sequence identities found after structural alignment and thus suggest the best link between diverse sequence families. We find that several distantly related protein sequence families can be linked with confidence, showing the approach to be a means for inferring homologous relationships and thus possible functions when proteins are of known structure but of unknown function. The analysis also finds several new potential superfamilies, where inspection of the associated alignments and superimpositions reveals conservation of unusual structural features or co-location of conserved amino acids and bound substrates. We discuss implications for Structural Genomics initiatives and for improvements to sequence comparison methods.
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Affiliation(s)
- Patrick Aloy
- EMBL, Biocomputing, Meyerhofstrasse 1, D-69117 Heidelberg, Germany
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25
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Mas JM, Aloy P, Martí-Renom MA, Oliva B, de Llorens R, Avilés FX, Querol E. Classification of protein disulphide-bridge topologies. J Comput Aided Mol Des 2001; 15:477-87. [PMID: 11394740 DOI: 10.1023/a:1011164224144] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
The preferential occurrence of certain disulphide-bridge topologies in proteins has prompted us to design a method and a program, KNOT-MATCH, for their classification. The program has been applied to a database of proteins with less than 65% homology and more than two disulphide bridges. We have investigated whether there are topological preferences that can be used to group proteins and if these can be applied to gain insight into the structural or functional relationships among them. The classification has been performed by Density Search and Hierarchical Clustering Techniques, yielding thirteen main protein classes from the superimposition and clustering process. It is noteworthy that besides the disulphide bridges, regular secondary structures and loops frequently become correctly aligned. Although the lack of significant sequence similarity among some clustered proteins precludes the easy establishment of evolutionary relationships, the program permits us to find out important structural or functional residues upon the superimposition of two protein structures apparently unrelated. The derived classification can be very useful for finding relationships among proteins which would escape detection by current sequence or topology-based analytical algorithms.
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Affiliation(s)
- J M Mas
- Institut de Biologia Fonamental i Departament de Bioquímica i Biologia Molecular, Universitat Autònoma de Barcelona, Spain
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26
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Venhudova G, Canals F, Querol E, Aviles FX. Mutations in the N- and C-terminal tails of potato carboxypeptidase inhibitor influence its oxidative refolding process at the reshuffling stage. J Biol Chem 2001; 276:11683-90. [PMID: 11152676 DOI: 10.1074/jbc.m007927200] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
A comparative study of the oxidative refolding for nine selected potato carboxypeptidase inhibitor (PCI) mutants was carried out using the disulfide quenching approach. The mutations were performed at the N- and C-terminal tails of PCI outside its disulfide stabilized central core. The differences between the refolding of wild type and mutant proteins were observed in the second phase of the refolding process, the reshuffling of disulfide bridges, although the first phase, nonspecific packing, was not greatly affected by the mutations. Point mutations at the C-tail or deletion of up to three C-terminal residues of PCI resulted in a lower efficiency of the reshuffling process. In the case of the mutants lacking five N-terminal or four or five C-terminal residues, no "native-like" form was observed after the refolding process. On the other hand, the double mutant G35P/P36G did not attain a native-like form either, although one slightly more stable species was observed after being submitted to refolding. The disulfide pairing of this species is different from that of the wtPCI native form. The differences between the refolding process of wild type and mutant forms are interpreted in the light of the new view of protein folding. The results of the present study support the hypothesis that the refolding of this small disulfide-rich protein, and others, is driven by noncovalent interactions at the reshuffling stage. It is also shown that the interactions established between the N- and C-tail residues and the core of PCI are important for the proper refolding of the protein.
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Affiliation(s)
- G Venhudova
- Institut de Biologia Fonamental and Departament de Bioquimica i Biologia Molecular, Universitat Autonoma de Barcelona, 08193 Bellaterra (Barcelona), Spain
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27
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Chang JY, Li L, Canals F, Aviles FX. The unfolding pathway and conformational stability of potato carboxypeptidase inhibitor. J Biol Chem 2000; 275:14205-11. [PMID: 10799497 DOI: 10.1074/jbc.275.19.14205] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The unfolding and denaturation curves of potato carboxypeptidase inhibitor (PCI) were investigated using the technique of disulfide scrambling. In the presence of denaturant and thiol initiator, the native PCI denatures by shuffling its native disulfide bonds and converts to form a mixture of scrambled PCI that consists of 9 out of a possible 14 isomers. The denaturation curve is determined by the fraction of native PCI converted to scrambled isomers under increasing concentrations of denaturant. The concentration of guanidine thiocyanate, guanidine hydrochloride, and urea required to denature 50% of the native PCI was found to be 0.7, 1.45, and 8 m, respectively. The PCI unfolding curve was constructed through the analysis of structures of scrambled isomers that were denatured under increasing concentrations of denaturant. These results reveal the existence of structurally defined unfolding intermediates and a progressive expansion of the polypeptide chain. The yield of the beads-form isomer (Cys(8)-Cys(12), Cys(18)-Cys(24), and Cys(27)-Cys(34)) as a fraction of total denatured PCI was shown to be directly proportional to the strength of the denaturing condition. Furthermore, the PCI sequence was unable to fold quantitatively into a single native structure. Under physiological conditions, the scrambled isomers of PCI that constitute about 4% of the protein were in equilibrium with native PCI.
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Affiliation(s)
- J Y Chang
- Research Center for Protein Chemistry, Institute of Molecular Medicine, University of Texas, Houston, Texas 77030, USA.
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28
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Vendrell J, Querol E, Avilés FX. Metallocarboxypeptidases and their protein inhibitors. Structure, function and biomedical properties. BIOCHIMICA ET BIOPHYSICA ACTA 2000; 1477:284-98. [PMID: 10708864 DOI: 10.1016/s0167-4838(99)00280-0] [Citation(s) in RCA: 119] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Among the different aspects of recent progress in the field of metallocarboxypeptidases has been the elucidation of the three dimensional structures of the pro-segments (in monomeric or oligomeric species) and their role in the expression, folding and inhibition/activation of the pancreatic and pancreatic-like forms. Also of great significance has been the cloning and characterization of several new regulatory carboxypeptidases, enzymes that are related with important functions in protein and peptide processing and that show significant structural differences among them and also with the digestive ones. Many regulatory carboxypeptidases lack a pro-region, unlike the digestive forms or others in between from the evolutionary point of view. Finally, important advances have been made on the finding and characterization of new protein inhibitors of metallocarboxypeptidases, some of them with interesting potential applications in the biotechnological/biomedical fields. These advances are analyzed here and compared with the earlier observations in this field, which was first explored by Hans Neurath and collaborators.
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Affiliation(s)
- J Vendrell
- Departament de Bioquímica i Biologia Molecular, Facultat de Ciències, and Institut de Biologia Fonamental. Universitat Autònoma de Barcelona, E-08193, Bellaterra, Spain
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29
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Structures of scrambled disulfide forms of the potato carboxypeptidase inhibitor predicted by molecular dynamics simulations with constraints. Proteins 2000. [DOI: 10.1002/1097-0134(20000815)40:3<482::aid-prot150>3.0.co;2-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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