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Tang Y, Zhang Y, Zhang D, Liu Y, Nussinov R, Zheng J. Exploring pathological link between antimicrobial and amyloid peptides. Chem Soc Rev 2024; 53:8713-8763. [PMID: 39041297 DOI: 10.1039/d3cs00878a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/24/2024]
Abstract
Amyloid peptides (AMYs) and antimicrobial peptides (AMPs) are considered as the two distinct families of peptides, characterized by their unique sequences, structures, biological functions, and specific pathological targets. However, accumulating evidence has revealed intriguing pathological connections between these peptide families in the context of microbial infection and neurodegenerative diseases. Some AMYs and AMPs share certain structural and functional characteristics, including the ability to self-assemble, the presence of β-sheet-rich structures, and membrane-disrupting mechanisms. These shared features enable AMYs to possess antimicrobial activity and AMPs to acquire amyloidogenic properties. Despite limited studies on AMYs-AMPs systems, the cross-seeding phenomenon between AMYs and AMPs has emerged as a crucial factor in the bidirectional communication between the pathogenesis of neurodegenerative diseases and host defense against microbial infections. In this review, we examine recent developments in the potential interplay between AMYs and AMPs, as well as their pathological implications for both infectious and neurodegenerative diseases. By discussing the current progress and challenges in this emerging field, this account aims to inspire further research and investments to enhance our understanding of the intricate molecular crosstalk between AMYs and AMPs. This knowledge holds great promise for the development of innovative therapies to combat both microbial infections and neurodegenerative disorders.
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Affiliation(s)
- Yijing Tang
- Department of Chemical, Biomolecular, and Corrosion Engineering, The University of Akron, Ohio 44325, USA.
| | - Yanxian Zhang
- Division of Endocrinology and Diabetes, Department of Pediatrics, School of Medicine, Stanford University, Palo Alto, CA 94304, USA
| | - Dong Zhang
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia 30332, USA
| | - Yonglan Liu
- Cancer Innovation Laboratory, National Cancer Institute, Frederick, MD 21702, USA
| | - Ruth Nussinov
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA.
- Department of Human Molecular Genetics and Biochemistry Sackler School of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
| | - Jie Zheng
- Department of Chemical, Biomolecular, and Corrosion Engineering, The University of Akron, Ohio 44325, USA.
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2
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Mirza Agha M, Tavili E, Dabirmanesh B. Functional amyloids. PROGRESS IN MOLECULAR BIOLOGY AND TRANSLATIONAL SCIENCE 2024; 206:389-434. [PMID: 38811086 DOI: 10.1016/bs.pmbts.2024.03.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2024]
Abstract
While amyloid has traditionally been viewed as a harmful formation, emerging evidence suggests that amyloids may also play a functional role in cell biology, contributing to normal physiological processes that have been conserved throughout evolution. Functional amyloids have been discovered in several creatures, spanning from bacteria to mammals. These amyloids serve a multitude of purposes, including but not limited to, forming biofilms, melanin synthesis, storage, information transfer, and memory. The functional role of amyloids has been consistently validated by the discovery of more functional amyloids, indicating a conceptual convergence. The biology of amyloids is well-represented by non-pathogenic amyloids, given the numerous ones already identified and the ongoing rate of new discoveries. In this chapter, functional amyloids in microorganisms, animals, and plants are described.
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Affiliation(s)
- Mansoureh Mirza Agha
- Department of Biochemistry, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Elaheh Tavili
- Department of Biochemistry, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Bahareh Dabirmanesh
- Department of Biochemistry, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran.
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3
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Gagat P, Duda-Madej A, Ostrówka M, Pietluch F, Seniuk A, Mackiewicz P, Burdukiewicz M. Testing Antimicrobial Properties of Selected Short Amyloids. Int J Mol Sci 2023; 24:ijms24010804. [PMID: 36614244 PMCID: PMC9821130 DOI: 10.3390/ijms24010804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 12/20/2022] [Accepted: 12/22/2022] [Indexed: 01/05/2023] Open
Abstract
Amyloids and antimicrobial peptides (AMPs) have many similarities, e.g., both kill microorganisms by destroying their membranes, form aggregates, and modulate the innate immune system. Given these similarities and the fact that the antimicrobial properties of short amyloids have not yet been investigated, we chose a group of potentially antimicrobial short amyloids to verify their impact on bacterial and eukaryotic cells. We used AmpGram, a best-performing AMP classification model, and selected ten amyloids with the highest AMP probability for our experimental research. Our results indicate that four tested amyloids: VQIVCK, VCIVYK, KCWCFT, and GGYLLG, formed aggregates under the conditions routinely used to evaluate peptide antimicrobial properties, but none of the tested amyloids exhibited antimicrobial or cytotoxic properties. Accordingly, they should be included in the negative datasets to train the next-generation AMP prediction models, based on experimentally confirmed AMP and non-AMP sequences. In the article, we also emphasize the importance of reporting non-AMPs, given that only a handful of such sequences have been officially confirmed.
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Affiliation(s)
- Przemysław Gagat
- Faculty of Biotechnology, University of Wrocław, Fryderyka Joliot-Curie 14a, 50-137 Wrocław, Poland
- Correspondence: (P.G.); (M.B.)
| | - Anna Duda-Madej
- Department of Microbiology, Faculty of Medicine, Wrocław Medical University, Chałubińskiego 4, 50-368 Wrocław, Poland
| | - Michał Ostrówka
- Faculty of Biotechnology, University of Wrocław, Fryderyka Joliot-Curie 14a, 50-137 Wrocław, Poland
| | - Filip Pietluch
- Faculty of Biotechnology, University of Wrocław, Fryderyka Joliot-Curie 14a, 50-137 Wrocław, Poland
| | - Alicja Seniuk
- Department of Microbiology, Faculty of Medicine, Wrocław Medical University, Chałubińskiego 4, 50-368 Wrocław, Poland
| | - Paweł Mackiewicz
- Faculty of Biotechnology, University of Wrocław, Fryderyka Joliot-Curie 14a, 50-137 Wrocław, Poland
| | - Michał Burdukiewicz
- Clinical Research Centre, Medical University of Bialystok, 15-089 Białystok, Poland
- Correspondence: (P.G.); (M.B.)
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4
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Pohl C, Effantin G, Kandiah E, Meier S, Zeng G, Streicher W, Segura DR, Mygind PH, Sandvang D, Nielsen LA, Peters GHJ, Schoehn G, Mueller-Dieckmann C, Noergaard A, Harris P. pH- and concentration-dependent supramolecular assembly of a fungal defensin plectasin variant into helical non-amyloid fibrils. Nat Commun 2022; 13:3162. [PMID: 35672293 PMCID: PMC9174238 DOI: 10.1038/s41467-022-30462-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Accepted: 04/28/2022] [Indexed: 02/04/2023] Open
Abstract
Self-assembly and fibril formation play important roles in protein behaviour. Amyloid fibril formation is well-studied due to its role in neurodegenerative diseases and characterized by refolding of the protein into predominantly β-sheet form. However, much less is known about the assembly of proteins into other types of supramolecular structures. Using cryo-electron microscopy at a resolution of 1.97 Å, we show that a triple-mutant of the anti-microbial peptide plectasin, PPI42, assembles into helical non-amyloid fibrils. The in vitro anti-microbial activity was determined and shown to be enhanced compared to the wildtype. Plectasin contains a cysteine-stabilised α-helix-β-sheet structure, which remains intact upon fibril formation. Two protofilaments form a right-handed protein fibril. The fibril formation is reversible and follows sigmoidal kinetics with a pH- and concentration dependent equilibrium between soluble monomer and protein fibril. This high-resolution structure reveals that α/β proteins can natively assemble into fibrils. Here the authors report the cryo-EM structure of a triple-mutant of the anti-microbial peptide plectasin, PPI42, assembling in a pH- and concentration dependent manner into helical non-amyloid fibrils. The fibrils formation is reversible, and follows a sigmoidal kinetics. The fibrils adopt a right-handed helical superstructure composed by two protofilaments, stabilized by an outer hydrophobic ring and an inner hydrophobic centre. These findings reveal that α/β proteins can natively assemble into fibrils.
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5
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Nasi GI, Aktypi FD, Spatharas PM, Louros NN, Tsiolaki PL, Magafa V, Trougakos IP, Iconomidou VA. Arabidopsis thaliana Plant Natriuretic Peptide Active Domain Forms Amyloid-like Fibrils in a pH-Dependent Manner. PLANTS (BASEL, SWITZERLAND) 2021; 11:9. [PMID: 35009013 PMCID: PMC8747288 DOI: 10.3390/plants11010009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 12/13/2021] [Accepted: 12/15/2021] [Indexed: 11/17/2022]
Abstract
Plant natriuretic peptides (PNPs) are hormones that have been extracted from many different species, with the Arabidopsis thaliana PNP (AtPNP-A) being the most studied among them. AtPNP-A is a signaling molecule that consists of 130 residues and is secreted into the apoplast, under conditions of biotic or abiotic stress. AtPNP-A has distant sequence homology with human ANP, a protein that forms amyloid fibrils in vivo. In this work, we investigated the amyloidogenic properties of a 34-residue-long peptide, located within the AtPNP-A sequence, in three different pH conditions, using transmission electron microscopy, X-ray fiber diffraction, ATR FT-IR spectroscopy, Congo red and Thioflavin T staining assays. We also utilize bioinformatics tools to study its association with known plant amyloidogenic proteins and other A. thaliana proteins. Our results reveal a new case of a pH-dependent amyloid forming peptide in A. thaliana, with a potential functional role.
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Affiliation(s)
- Georgia I. Nasi
- Section of Cell Biology and Biophysics, Department of Biology, School of Sciences, National and Kapodistrian University of Athens, Panepistimiopolis, 157 01 Athens, Greece; (G.I.N.); (F.D.A.); (P.M.S.); (N.N.L.); (P.L.T.); (I.P.T.)
| | - Foteini D. Aktypi
- Section of Cell Biology and Biophysics, Department of Biology, School of Sciences, National and Kapodistrian University of Athens, Panepistimiopolis, 157 01 Athens, Greece; (G.I.N.); (F.D.A.); (P.M.S.); (N.N.L.); (P.L.T.); (I.P.T.)
| | - Panagiotis M. Spatharas
- Section of Cell Biology and Biophysics, Department of Biology, School of Sciences, National and Kapodistrian University of Athens, Panepistimiopolis, 157 01 Athens, Greece; (G.I.N.); (F.D.A.); (P.M.S.); (N.N.L.); (P.L.T.); (I.P.T.)
| | - Nikolaos N. Louros
- Section of Cell Biology and Biophysics, Department of Biology, School of Sciences, National and Kapodistrian University of Athens, Panepistimiopolis, 157 01 Athens, Greece; (G.I.N.); (F.D.A.); (P.M.S.); (N.N.L.); (P.L.T.); (I.P.T.)
| | - Paraskevi L. Tsiolaki
- Section of Cell Biology and Biophysics, Department of Biology, School of Sciences, National and Kapodistrian University of Athens, Panepistimiopolis, 157 01 Athens, Greece; (G.I.N.); (F.D.A.); (P.M.S.); (N.N.L.); (P.L.T.); (I.P.T.)
| | - Vassiliki Magafa
- Department of Pharmacy, University of Patras, 265 04 Patras, Greece;
| | - Ioannis P. Trougakos
- Section of Cell Biology and Biophysics, Department of Biology, School of Sciences, National and Kapodistrian University of Athens, Panepistimiopolis, 157 01 Athens, Greece; (G.I.N.); (F.D.A.); (P.M.S.); (N.N.L.); (P.L.T.); (I.P.T.)
| | - Vassiliki A. Iconomidou
- Section of Cell Biology and Biophysics, Department of Biology, School of Sciences, National and Kapodistrian University of Athens, Panepistimiopolis, 157 01 Athens, Greece; (G.I.N.); (F.D.A.); (P.M.S.); (N.N.L.); (P.L.T.); (I.P.T.)
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6
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Yadav JK. Structural and functional swapping of amyloidogenic and antimicrobial peptides: Redefining the role of amyloidogenic propensity in disease and host defense. J Pept Sci 2021; 28:e3378. [PMID: 34738279 DOI: 10.1002/psc.3378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 10/06/2021] [Accepted: 10/11/2021] [Indexed: 11/06/2022]
Abstract
Peptides constitute an essential component of all organisms' protein homeostasis ranging from bacteria, plants, and animals. They have organically been evolved to perform a wide range of essential functions, including their role as neurotransmitters, antimicrobial peptides (AMPs), and hormones. AMPs are short peptides synthesized by almost all organisms, implicated in guarding the host from various microbial infections. Their inherent ability to differentiate the target microbes from the host confers them excellent prospects in fighting against microbial infections and affirming their robust therapeutic potential against numerous drug-resistant microbes. Amyloidogenic peptides (AMYs) represent another class of short peptides armed with inherent aggregation propensity and form fibrillar aggregates rich in cross β-sheet structure. They are often involved in various degenerative diseases, including Alzheimer's disease (AD), Parkinson's disease (PD), and type-2 diabetes. Although these two distinct classes of peptides (i.e., AMPs and AMYs) appear to be functionally divergent, recent studies suggest that they possess a significant degree of structural and functional reciprocity. Consistent with this, many AMPs display amphiphilic nature, and hence, they can facilitate membrane remodeling processes, such as pore formation and fusion, similar to AMYs. The mounting evidence suggests the inherent ability of AMPs to self-assemble to form amyloid-like structures. On the other hand, the demonstration of antimicrobial properties of AMYs in their monomeric conformation provides a hint about the existence of an evolutionary linkage between these two classes of peptides. The congregation of specific amino acids to form aggregation-prone regions in a protein/peptide might have served as an evolutionary reservoir from which AMPs and AMYs were consecutively evolved. The current article reviews the fundamental features of the AMPs, AMYs, and their inter-relatedness and emerging paradigm for their inter-conversion.
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Affiliation(s)
- Jay Kant Yadav
- Department of Biotechnology, Central University of Rajasthan, Ajmer, India
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7
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Matiiv AB, Trubitsina NP, Matveenko AG, Barbitoff YA, Zhouravleva GA, Bondarev SA. Amyloid and Amyloid-Like Aggregates: Diversity and the Term Crisis. BIOCHEMISTRY (MOSCOW) 2021; 85:1011-1034. [PMID: 33050849 DOI: 10.1134/s0006297920090035] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Active accumulation of the data on new amyloids continuing nowadays dissolves boundaries of the term "amyloid". Currently, it is most often used to designate aggregates with cross-β structure. At the same time, amyloids also exhibit a number of other unusual properties, such as: detergent and protease resistance, interaction with specific dyes, and ability to induce transition of some proteins from a soluble form to an aggregated one. The same features have been also demonstrated for the aggregates lacking cross-β structure, which are commonly called "amyloid-like" and combined into one group, although they are very diverse. We have collected and systematized information on the properties of more than two hundred known amyloids and amyloid-like proteins with emphasis on conflicting examples. In particular, a number of proteins in membraneless organelles form aggregates with cross-β structure that are morphologically indistinguishable from the other amyloids, but they can be dissolved in the presence of detergents, which is not typical for amyloids. Such paradoxes signify the need to clarify the existing definition of the term amyloid. On the other hand, the demonstrated structural diversity of the amyloid-like aggregates shows the necessity of their classification.
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Affiliation(s)
- A B Matiiv
- Department of Genetics and Biotechnology, Faculty of Biology, St. Petersburg State University, St. Petersburg, 199034, Russia
| | - N P Trubitsina
- Department of Genetics and Biotechnology, Faculty of Biology, St. Petersburg State University, St. Petersburg, 199034, Russia
| | - A G Matveenko
- Department of Genetics and Biotechnology, Faculty of Biology, St. Petersburg State University, St. Petersburg, 199034, Russia
| | - Y A Barbitoff
- Department of Genetics and Biotechnology, Faculty of Biology, St. Petersburg State University, St. Petersburg, 199034, Russia.,Bioinformatics Institute, St. Petersburg, 197342, Russia
| | - G A Zhouravleva
- Department of Genetics and Biotechnology, Faculty of Biology, St. Petersburg State University, St. Petersburg, 199034, Russia.,Laboratory of Amyloid Biology, St. Petersburg State University, St. Petersburg, 199034, Russia
| | - S A Bondarev
- Department of Genetics and Biotechnology, Faculty of Biology, St. Petersburg State University, St. Petersburg, 199034, Russia. .,Laboratory of Amyloid Biology, St. Petersburg State University, St. Petersburg, 199034, Russia
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8
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Functional Amyloids Are the Rule Rather Than the Exception in Cellular Biology. Microorganisms 2020; 8:microorganisms8121951. [PMID: 33316961 PMCID: PMC7764130 DOI: 10.3390/microorganisms8121951] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Revised: 11/28/2020] [Accepted: 12/04/2020] [Indexed: 12/15/2022] Open
Abstract
Amyloids are a class of protein aggregates that have been historically characterized by their relationship with human disease. Indeed, amyloids can be the result of misfolded proteins that self-associate to form insoluble, extracellular plaques in diseased tissue. For the first 150 years of their study, the pathogen-first definition of amyloids was sufficient. However, new observations of amyloids foster an appreciation for non-pathological roles for amyloids in cellular systems. There is now evidence from all domains of life that amyloids can be non-pathogenic and functional, and that their formation can be the result of purposeful and controlled cellular processes. So-called functional amyloids fulfill an assortment of biological functions including acting as structural scaffolds, regulatory mechanisms, and storage mechanisms. The conceptual convergence of amyloids serving a functional role has been repeatedly confirmed by discoveries of additional functional amyloids. With dozens already known, and with the vigorous rate of discovery, the biology of amyloids is robustly represented by non-pathogenic amyloids.
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9
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Lee EY, Srinivasan Y, de Anda J, Nicastro LK, Tükel Ç, Wong GCL. Functional Reciprocity of Amyloids and Antimicrobial Peptides: Rethinking the Role of Supramolecular Assembly in Host Defense, Immune Activation, and Inflammation. Front Immunol 2020; 11:1629. [PMID: 32849553 PMCID: PMC7412598 DOI: 10.3389/fimmu.2020.01629] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Accepted: 06/17/2020] [Indexed: 12/15/2022] Open
Abstract
Pathological self-assembly is a concept that is classically associated with amyloids, such as amyloid-β (Aβ) in Alzheimer's disease and α-synuclein in Parkinson's disease. In prokaryotic organisms, amyloids are assembled extracellularly in a similar fashion to human amyloids. Pathogenicity of amyloids is attributed to their ability to transform into several distinct structural states that reflect their downstream biological consequences. While the oligomeric forms of amyloids are thought to be responsible for their cytotoxicity via membrane permeation, their fibrillar conformations are known to interact with the innate immune system to induce inflammation. Furthermore, both eukaryotic and prokaryotic amyloids can self-assemble into molecular chaperones to bind nucleic acids, enabling amplification of Toll-like receptor (TLR) signaling. Recent work has shown that antimicrobial peptides (AMPs) follow a strikingly similar paradigm. Previously, AMPs were thought of as peptides with the primary function of permeating microbial membranes. Consistent with this, many AMPs are facially amphiphilic and can facilitate membrane remodeling processes such as pore formation and fusion. We show that various AMPs and chemokines can also chaperone and organize immune ligands into amyloid-like ordered supramolecular structures that are geometrically optimized for binding to TLRs, thereby amplifying immune signaling. The ability of amphiphilic AMPs to self-assemble cooperatively into superhelical protofibrils that form structural scaffolds for the ordered presentation of immune ligands like DNA and dsRNA is central to inflammation. It is interesting to explore the notion that the assembly of AMP protofibrils may be analogous to that of amyloid aggregates. Coming full circle, recent work has suggested that Aβ and other amyloids also have AMP-like antimicrobial functions. The emerging perspective is one in which assembly affords a more finely calibrated system of recognition and response: the detection of single immune ligands, immune ligands bound to AMPs, and immune ligands spatially organized to varying degrees by AMPs, result in different immunologic outcomes. In this framework, not all ordered structures generated during multi-stepped AMP (or amyloid) assembly are pathological in origin. Supramolecular structures formed during this process serve as signatures to the innate immune system to orchestrate immune amplification in a proportional, situation-dependent manner.
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Affiliation(s)
- Ernest Y Lee
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, United States.,UCLA-Caltech Medical Scientist Training Program, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, United States
| | - Yashes Srinivasan
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, United States
| | - Jaime de Anda
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, United States
| | - Lauren K Nicastro
- Department of Microbiology and Immunology, Lewis Katz School of Medicine, Temple University, Philadelphia, PA, United States
| | - Çagla Tükel
- Department of Microbiology and Immunology, Lewis Katz School of Medicine, Temple University, Philadelphia, PA, United States
| | - Gerard C L Wong
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, United States.,Department of Chemistry and Biochemistry, University of California, Los Angeles, Los Angeles, CA, United States.,California Nano Systems Institute, University of California, Los Angeles, Los Angeles, CA, United States
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10
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Singh VK, Kumar S, Tapryal S. Aggregation Propensities of Herpes Simplex Virus-1 Proteins and Derived Peptides: An In Silico and In Vitro Analysis. ACS OMEGA 2020; 5:12964-12973. [PMID: 32548480 PMCID: PMC7288601 DOI: 10.1021/acsomega.0c00730] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Accepted: 05/11/2020] [Indexed: 06/10/2023]
Abstract
Recurrent infections of neurotropic herpes simplex virus-1 (HSV-1) have been implicated in etiology and pathology of Alzheimer's disease (AD). Although protein and peptide aggregation events are at the center of the AD pathophysiology, except a single study where a peptide derived from glycoprotein B of HSV-1 was reported to form β-amyloid-like aggregates, similar investigations with the entire proteome of HSV-1 have not been attempted. In the current study, 70 HSV-1 proteins were screened using bioinformatics tools to identify aggregation-prone candidates. Thereafter, the 20S proteasome cleavage sites within the sequence of the selected proteins were determined using Pcleavage and NetChop algorithms, thereby mimicking a cellular proteasomal activity providing short peptides. Here, we report the biochemical characterization of a 28-residue-long peptide (HSV-1 gK208-235) derived from glycoprotein K of HSV-1. The peptide showed high aggregation propensity and homology to the C-terminus of Aβ1-42 peptide. The aggregates of gK208-235 peptide were characterized by the Congo red and Thioflavin T assays and Fourier transform infrared (FTIR) spectroscopy, and their spheroid oligomeric structure was established by atomic force microscopy (AFM). Furthermore, the aggregates demonstrated dose-dependent cytotoxicity to primary mouse splenocytes. The current findings hypothesize a mechanism by which HSV-1 may contribute to AD, which may be pursued further in the future.
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11
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Gour S, Kumar V, Rana M, Yadav JK. Pheromone peptide cOB1 from native Enterococcus faecalis forms amyloid-like structures: A new paradigm for peptide pheromones. J Pept Sci 2019; 25:e3178. [PMID: 31317612 DOI: 10.1002/psc.3178] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2019] [Revised: 04/29/2019] [Accepted: 05/04/2019] [Indexed: 12/19/2022]
Abstract
Pheromone peptides are an important component of bacterial quorum-sensing system. The pheromone peptide cOB1 (VAVLVLGA) of native commensal Enterococcus faecalis has also been identified as an antimicrobial peptide (AMP) and reported to kill the prototype clinical isolate strain of E. faecalis V583. In this study, the pheromone peptide cOB1 has shown to form amyloid-like structures, a characteristic which is never reported for a pheromone peptide so far. With in silico analysis, the peptide was predicted to be highly amyloidogenic. Further, under experimental conditions, cOB1 formed aggregates displaying characteristics of amyloid structures such as bathochromic shift in Congo red absorbance, enhancement in thioflavin T fluorescence, and fibrillar morphology under transmission electron microscopy. This novel property of pheromone peptide cOB1 may have some direct effects on the binding of the pheromone to the receptor cells and subsequent conjugative transfer, making this observation more important for the therapeutics, dealing with the generation of virulent and multidrug-resistant pathogenic strains.
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Affiliation(s)
- Shalini Gour
- Department of Biotechnology, Central University of Rajasthan, NH-8 Bandarsindri, Kishangarh Ajmer, 305817, Rajasthan, India
| | - Vijay Kumar
- Department of Biotechnology, Central University of Rajasthan, NH-8 Bandarsindri, Kishangarh Ajmer, 305817, Rajasthan, India
| | - Monika Rana
- Department of Chemistry, Central University of Rajasthan, NH-8, Bandarsindri, Kishangarh Ajmer, 305817, Rajasthan, India
| | - Jay Kant Yadav
- Department of Biotechnology, Central University of Rajasthan, NH-8 Bandarsindri, Kishangarh Ajmer, 305817, Rajasthan, India
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12
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Varadi M, De Baets G, Vranken WF, Tompa P, Pancsa R. AmyPro: a database of proteins with validated amyloidogenic regions. Nucleic Acids Res 2019; 46:D387-D392. [PMID: 29040693 PMCID: PMC5753394 DOI: 10.1093/nar/gkx950] [Citation(s) in RCA: 51] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2017] [Accepted: 10/10/2017] [Indexed: 01/05/2023] Open
Abstract
Soluble functional proteins may transform into insoluble amyloid fibrils that deposit in a variety of tissues. Amyloid formation is a hallmark of age-related degenerative disorders. Perhaps surprisingly, amyloid fibrils can also be beneficial and are frequently exploited for diverse functional roles in organisms. Here we introduce AmyPro, an open-access database providing a comprehensive, carefully curated collection of validated amyloid fibril-forming proteins from all kingdoms of life classified into broad functional categories (http://amypro.net). In particular, AmyPro provides the boundaries of experimentally validated amyloidogenic sequence regions, short descriptions of the functional relevance of the proteins and their amyloid state, a list of the experimental techniques applied to study the amyloid state, important structural/functional/variation/mutation data transferred from UniProt, a list of relevant PDB structures categorized according to protein states, database cross-references and literature references. AmyPro greatly improves on similar currently available resources by incorporating both prions and functional amyloids in addition to pathogenic amyloids, and allows users to screen their sequences against the entire collection of validated amyloidogenic sequence fragments. By enabling further elucidation of the sequential determinants of amyloid fibril formation, we hope AmyPro will enhance the development of new methods for the precise prediction of amyloidogenic regions within proteins.
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Affiliation(s)
- Mihaly Varadi
- Protein Data Bank in Europe, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Greet De Baets
- MRC Laboratory of Molecular Biology, Cambridge Biomedical Campus, Cambridge CB2 0QH, UK
| | - Wim F Vranken
- Structural Biology Brussels, Vrije Universiteit Brussel (VUB), Brussels, 1050, Belgium.,Interuniversity Institute of Bioinformatics in Brussels (IB) 2, ULB-VUB, Brussels, 1050, Belgium.,VIB Center for Structural Biology, Vrije Universiteit Brussel (VUB), Brussels, 1050, Belgium
| | - Peter Tompa
- Structural Biology Brussels, Vrije Universiteit Brussel (VUB), Brussels, 1050, Belgium.,VIB Center for Structural Biology, Vrije Universiteit Brussel (VUB), Brussels, 1050, Belgium.,Institute of Enzymology, Research Centre for Natural Sciences of the HAS, Budapest, 1117, Hungary
| | - Rita Pancsa
- MRC Laboratory of Molecular Biology, Cambridge Biomedical Campus, Cambridge CB2 0QH, UK
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13
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Surguchov A, Emamzadeh FN, Surguchev AA. Amyloidosis and Longevity: A Lesson from Plants. BIOLOGY 2019; 8:biology8020043. [PMID: 31137746 PMCID: PMC6628237 DOI: 10.3390/biology8020043] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2019] [Revised: 05/16/2019] [Accepted: 05/22/2019] [Indexed: 12/16/2022]
Abstract
The variety of lifespans of different organisms in nature is amazing. Although it is acknowledged that the longevity is determined by a complex interaction between hereditary and environmental factors, many questions about factors defining lifespan remain open. One of them concerns a wide range of lifespans of different organisms. The reason for the longevity of certain trees, which reaches a thousand years and exceeds the lifespan of most long living vertebrates by a huge margin is also not completely understood. Here we have discussed some distinguishing characteristics of plants, which may explain their remarkable longevity. Among them are the absence (or very low abundance) of intracellular inclusions composed of amyloidogenic proteins, the lack of certain groups of proteins prone to aggregate and form amyloids in animals, and the high level of compounds which inhibit protein aggregation and possess antiaging properties.
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Affiliation(s)
- Andrei Surguchov
- Department of Neurology, University of Kansas Medical Center, Kansas City, KS 66160, USA.
| | - Fatemeh Nouri Emamzadeh
- Division of Biomedical and Life Sciences, Faculty of Health and Medicine, University of Lancaster, Lancaster LA1 4AY, UK.
| | - Alexei A Surguchev
- Section of Otolaryngology, Department of Surgery, Yale School of Medicine, Yale University, New Haven, CT 06520, USA.
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14
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Gour S, Kumar V, Singh A, Gadhave K, Goyal P, Pandey J, Giri R, Yadav JK. Mammalian antimicrobial peptide protegrin‐4 self assembles and forms amyloid‐like aggregates: Assessment of its functional relevance. J Pept Sci 2019; 25:e3151. [DOI: 10.1002/psc.3151] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2018] [Revised: 12/18/2018] [Accepted: 01/13/2019] [Indexed: 01/06/2023]
Affiliation(s)
- Shalini Gour
- Department of BiotechnologyCentral University of Rajasthan Ajmer India
| | - Vijay Kumar
- Department of BiotechnologyCentral University of Rajasthan Ajmer India
| | - Ashutosh Singh
- School of Basic SciencesIndian Institute of Technology Mandi Kamand India
| | - Kundlik Gadhave
- School of Basic SciencesIndian Institute of Technology Mandi Kamand India
| | - Pankaj Goyal
- Department of BiotechnologyCentral University of Rajasthan Ajmer India
| | - Janmejay Pandey
- Department of BiotechnologyCentral University of Rajasthan Ajmer India
| | - Rajanish Giri
- School of Basic SciencesIndian Institute of Technology Mandi Kamand India
| | - Jay Kant Yadav
- Department of BiotechnologyCentral University of Rajasthan Ajmer India
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15
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Camó C, Bonaterra A, Badosa E, Baró A, Montesinos L, Montesinos E, Planas M, Feliu L. Antimicrobial peptide KSL-W and analogues: Promising agents to control plant diseases. Peptides 2019; 112:85-95. [PMID: 30508634 DOI: 10.1016/j.peptides.2018.11.009] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2018] [Revised: 11/28/2018] [Accepted: 11/29/2018] [Indexed: 01/08/2023]
Abstract
Recent strong restrictions on the use of pesticides has prompted the search for safer alternatives, being antimicrobial peptides promising candidates. Herein, with the aim of identifying new agents, 15 peptides reported as plant defense elicitors, promiscuous, multifunctional or antimicrobial were selected and tested against six plant pathogenic bacteria of economic importance. Within this set, KSL-W (KKVVFWVKFK-NH2) displayed high antibacterial activity against all the tested pathogens, low hemolysis and low phytotoxicity in tobacco leaves. This peptide was taken as a lead and 49 analogues were designed and synthesized, including N-terminal deletion sequences, peptides incorporating a d-amino acid and lipopeptides. The screening of these sequences revealed that a nine amino acid length was the minimum for activity. The presence of a d-amino acid significantly decreased the hemolysis and endowed KSL-W with the capacity to induce the expression of defense-related genes in tomato plants. The incorporation of an acyl chain led to sequences with high activity against Xanthomonas strains, low hemolysis and phytotoxicity. Therefore, this study demonstrates that KSL-W constitutes an excellent candidate as new agent to control plant diseases and can be considered as a lead to develop derivatives with multifunctional properties, including antimicrobial and plant defense elicitation.
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Affiliation(s)
- Cristina Camó
- LIPPSO, Department of Chemistry, University of Girona, Campus Montilivi, Girona, Spain
| | - Anna Bonaterra
- Laboratory of Plant Pathology, Institute of Food and Agricultural Technology-CIDSAV-XaRTA, University of Girona, Campus Montilivi, Girona, Spain
| | - Esther Badosa
- Laboratory of Plant Pathology, Institute of Food and Agricultural Technology-CIDSAV-XaRTA, University of Girona, Campus Montilivi, Girona, Spain
| | - Aina Baró
- Laboratory of Plant Pathology, Institute of Food and Agricultural Technology-CIDSAV-XaRTA, University of Girona, Campus Montilivi, Girona, Spain
| | - Laura Montesinos
- Laboratory of Plant Pathology, Institute of Food and Agricultural Technology-CIDSAV-XaRTA, University of Girona, Campus Montilivi, Girona, Spain
| | - Emilio Montesinos
- Laboratory of Plant Pathology, Institute of Food and Agricultural Technology-CIDSAV-XaRTA, University of Girona, Campus Montilivi, Girona, Spain
| | - Marta Planas
- LIPPSO, Department of Chemistry, University of Girona, Campus Montilivi, Girona, Spain.
| | - Lidia Feliu
- LIPPSO, Department of Chemistry, University of Girona, Campus Montilivi, Girona, Spain.
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16
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Mohammad-Beigi H, Kjaer L, Eskandari H, Aliakbari F, Christiansen G, Ruvo G, Ward JL, Otzen DE. A Possible Connection Between Plant Longevity and the Absence of Protein Fibrillation: Basis for Identifying Aggregation Inhibitors in Plants. FRONTIERS IN PLANT SCIENCE 2019; 10:148. [PMID: 30815009 PMCID: PMC6381023 DOI: 10.3389/fpls.2019.00148] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2018] [Accepted: 01/28/2019] [Indexed: 05/08/2023]
Abstract
The ability of proteins to aggregate to form well-organized β-sheet rich amyloid fibrils is increasingly viewed as a general if regrettable property of the polypeptide chain. Aggregation leads to diseases such as amyloidosis and neurodegeneration in humans and various mammalian species but is also found in a functional variety in both animals and microbes. However, there are to our knowledge no reports of amyloid formation in plants. Plants are also the source of a large number of aggregation-inhibiting compounds. We reasoned that the two phenomena could be connected and that one of (many) preconditions for plant longevity is the ability to suppress unwanted protein aggregation. In support of this, we show that while protein extracts from the sugar maple tree Acer saccharum fibrillate readily on their own, this process is efficiently abolished by addition of small molecule extracts from the same plant. Further analysis of 44 plants showed a correlation between plant longevity and ability to inhibit protein aggregation. Extracts from the best performing plant, the sugar maple, were subjected to chromatographic fractionation, leading to the identification of a large number of compounds, many of which were shown to inhibit aggregation in vitro. One cautious interpretation is that it may have been advantageous for plants to maintain an efficient collection of aggregation-inhibiting metabolites as long as they do not impair metabolite function. From a practical perspective, our results indicate that long-lived plants may be particularly appropriate sources of new anti-aggregation compounds with therapeutic potential.
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Affiliation(s)
| | - Lars Kjaer
- Interdisciplinary Nanoscience Centre (iNANO), Aarhus University, Aarhus, Denmark
| | - Hoda Eskandari
- Interdisciplinary Nanoscience Centre (iNANO), Aarhus University, Aarhus, Denmark
| | - Farhang Aliakbari
- Department of Industrial and Environmental Biotechnology, National Institute of Genetic Engineering and Biotechnology, Tehran, Iran
| | - Gunna Christiansen
- Department of Biomedicine-Medical Microbiology and Immunology, Aarhus University, Aarhus, Denmark
| | - Gianluca Ruvo
- Computational and Analytical Sciences Department, Rothamsted Research, Harpenden, United Kingdom
| | - Jane L. Ward
- Computational and Analytical Sciences Department, Rothamsted Research, Harpenden, United Kingdom
| | - Daniel Erik Otzen
- Interdisciplinary Nanoscience Centre (iNANO), Aarhus University, Aarhus, Denmark
- Department of Molecular Biology and Genetics, Aarhus University, Aarhus, Denmark
- *Correspondence: Daniel Erik Otzen,
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17
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Ye Z, Zhu X, Acosta S, Kumar D, Sang T, Aparicio C. Self-assembly dynamics and antimicrobial activity of all l- and d-amino acid enantiomers of a designer peptide. NANOSCALE 2018; 11:266-275. [PMID: 30534763 PMCID: PMC6319268 DOI: 10.1039/c8nr07334a] [Citation(s) in RCA: 56] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Recent studies have shown that antimicrobial peptides (AMPs) can self-assemble into supramolecular structures, but this has been overlooked as causative of their antimicrobial activity. Also, the higher antimicrobial potency of d-enantiomers compared to l-enantiomers of AMPs cannot always be attributed to their different resistance to protease degradation. Here, we tested all l- and d-amino acid versions of GL13K, an AMP derived from a human protein, to study structural links between the AMP secondary structure, supramolecular self-assembly dynamics, and antimicrobial activity. pH dependence and the evolution of secondary structures were related to a self-assembly process with differences among these AMPs. The two GL13K enantiomers formed analogous self-assembled twisted nanoribbon structures, but d-GL13K initiated self-assembly faster and had notably higher antimicrobial potency than l-GL13K. A non-antimicrobial scrambled amino acid version of l-GL13K assembled at a much higher pH to form distinctively different self-assembled structures than l-GL13K. Our results support a functional relationship between the AMP self-assembly and their antimicrobial activity.
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Affiliation(s)
- Zhou Ye
- MDRCBB, Minnesota Dental Research Center for Biomaterials and Biomechanics, University of Minnesota, Minneapolis, Minnesota 55455, USA.
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18
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Niu M, Li Y, Wang C, Han K. RFAmyloid: A Web Server for Predicting Amyloid Proteins. Int J Mol Sci 2018; 19:ijms19072071. [PMID: 30013015 PMCID: PMC6073578 DOI: 10.3390/ijms19072071] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Revised: 07/10/2018] [Accepted: 07/12/2018] [Indexed: 12/22/2022] Open
Abstract
Amyloid is an insoluble fibrous protein and its mis-aggregation can lead to some diseases, such as Alzheimer’s disease and Creutzfeldt–Jakob’s disease. Therefore, the identification of amyloid is essential for the discovery and understanding of disease. We established a novel predictor called RFAmy based on random forest to identify amyloid, and it employed SVMProt 188-D feature extraction method based on protein composition and physicochemical properties and pse-in-one feature extraction method based on amino acid composition, autocorrelation pseudo acid composition, profile-based features and predicted structures features. In the ten-fold cross-validation test, RFAmy’s overall accuracy was 89.19% and F-measure was 0.891. Results were obtained by comparison experiments with other feature, classifiers, and existing methods. This shows the effectiveness of RFAmy in predicting amyloid protein. The RFAmy proposed in this paper can be accessed through the URL http://server.malab.cn/RFAmyloid/.
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Affiliation(s)
- Mengting Niu
- School of Information and Computer Engineering, Northeast Forestry University, Harbin 150040, China.
| | - Yanjuan Li
- School of Information and Computer Engineering, Northeast Forestry University, Harbin 150040, China.
| | - Chunyu Wang
- School of Computer Science and Technology, Harbin Institute of Technology, Harbin 150040, China.
| | - Ke Han
- School of Computer and Information Engineering, Harbin University of Commerce, Harbin 150040, China.
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19
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Antonets KS, Nizhnikov AA. Predicting Amyloidogenic Proteins in the Proteomes of Plants. Int J Mol Sci 2017; 18:ijms18102155. [PMID: 29035294 PMCID: PMC5666836 DOI: 10.3390/ijms18102155] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2017] [Revised: 10/12/2017] [Accepted: 10/13/2017] [Indexed: 12/21/2022] Open
Abstract
Amyloids are protein fibrils with characteristic spatial structure. Though amyloids were long perceived to be pathogens that cause dozens of incurable pathologies in humans and mammals, it is currently clear that amyloids also represent a functionally important form of protein structure implicated in a variety of biological processes in organisms ranging from archaea and bacteria to fungi and animals. Despite their social significance, plants remain the most poorly studied group of organisms in the field of amyloid biology. To date, amyloid properties have only been demonstrated in vitro or in heterologous systems for a small number of plant proteins. Here, for the first time, we performed a comprehensive analysis of the distribution of potentially amyloidogenic proteins in the proteomes of approximately 70 species of land plants using the Waltz and SARP (Sequence Analysis based on the Ranking of Probabilities) bioinformatic algorithms. We analyzed more than 2.9 million protein sequences and found that potentially amyloidogenic proteins are abundant in plant proteomes. We found that such proteins are overrepresented among membrane as well as DNA- and RNA-binding proteins of plants. Moreover, seed storage and defense proteins of most plant species are rich in amyloidogenic regions. Taken together, our data demonstrate the diversity of potentially amyloidogenic proteins in plant proteomes and suggest biological processes where formation of amyloids might be functionally important.
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Affiliation(s)
- Kirill S Antonets
- Laboratory for Proteomics of Supra-Organismal Systems, All-Russia Research Institute for Agricultural Microbiology, 196608 Podbelskogo sh., 3, Pushkin, St. Petersburg 196608, Russia.
- Department of Genetics and Biotechnology, St. Petersburg State University, 199034 Universitetskaya nab., 7/9, St. Petersburg 199034, Russia.
| | - Anton A Nizhnikov
- Laboratory for Proteomics of Supra-Organismal Systems, All-Russia Research Institute for Agricultural Microbiology, 196608 Podbelskogo sh., 3, Pushkin, St. Petersburg 196608, Russia.
- Department of Genetics and Biotechnology, St. Petersburg State University, 199034 Universitetskaya nab., 7/9, St. Petersburg 199034, Russia.
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20
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Antonets KS, Nizhnikov AA. Amyloids and prions in plants: Facts and perspectives. Prion 2017; 11:300-312. [PMID: 28960135 PMCID: PMC5639834 DOI: 10.1080/19336896.2017.1377875] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2017] [Revised: 09/02/2017] [Accepted: 09/05/2017] [Indexed: 02/07/2023] Open
Abstract
Amyloids represent protein fibrils that have highly ordered structure with unique physical and chemical properties. Amyloids have long been considered lethal pathogens that cause dozens of incurable diseases in humans and animals. Recent data show that amyloids may not only possess pathogenic properties but are also implicated in the essential biological processes in a variety of prokaryotes and eukaryotes. Functional amyloids have been identified in archaea, bacteria, fungi, and animals, including humans. Plants are one of the most poorly studied groups of organisms in the field of amyloid biology. Although amyloid properties have not been shown under native conditions for any plant protein, studies demonstrating amyloid properties for a set of plant proteins in vitro or in heterologous systems in vivo have been published in recent years. In this review, we systematize the data on the amyloidogenic proteins of plants and their functions and discuss the perspectives of identifying novel amyloids using bioinformatic and proteomic approaches.
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Affiliation(s)
- K. S. Antonets
- All-Russia Research Institute for Agricultural Microbiology, St. Petersburg, Russian Federation
- Department of Genetics and Biotechnology, St. Petersburg State University, St. Petersburg, Russian Federation
| | - A. A. Nizhnikov
- All-Russia Research Institute for Agricultural Microbiology, St. Petersburg, Russian Federation
- Department of Genetics and Biotechnology, St. Petersburg State University, St. Petersburg, Russian Federation
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21
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Elucidation of structural and functional integration of a novel antimicrobial peptide from Antheraea mylitta. Bioorg Med Chem Lett 2017; 27:1686-1692. [DOI: 10.1016/j.bmcl.2017.03.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2016] [Revised: 02/22/2017] [Accepted: 03/02/2017] [Indexed: 01/09/2023]
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22
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Highlights on Hevea brasiliensis (pro)hevein proteins. Biochimie 2016; 127:258-70. [DOI: 10.1016/j.biochi.2016.06.006] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2016] [Accepted: 06/07/2016] [Indexed: 12/11/2022]
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