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Rivero-Hernández AL, Hervis YP, Valdés-Tresanco ME, Escalona-Rodríguez FA, Cancelliere R, Relova-Hernández E, Romero-Hernández G, Pérez-Rivera E, Torres-Palacios Y, Cartaya-Quintero P, Ros U, Porchetta A, Micheli L, Fernández LE, Laborde R, Álvarez C, Sagan S, Lanio ME, Pazos Santos IF. Decoupling immunomodulatory properties from lipid binding in the α-pore-forming toxin Sticholysin II. Int J Biol Macromol 2024; 280:136244. [PMID: 39368578 DOI: 10.1016/j.ijbiomac.2024.136244] [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: 07/04/2024] [Revised: 09/28/2024] [Accepted: 09/30/2024] [Indexed: 10/07/2024]
Abstract
Sticholysin II (StII), a pore-forming toxin from the marine anemone Stichodactyla helianthus, enhances an antigen-specific cytotoxic T lymphocyte (CTL) response when co-encapsulated in liposomes with a model antigen. This capacity does not depend exclusively on its pore-forming activity and is partially supported by its ability to activate Toll-like receptor 4 (TLR4) in dendritic cells, presumably by interacting with this receptor or by triggering signaling cascades upon binding to lipid membrane. In order to investigate whether the lipid binding capacity of StII is required for immunomodulation, we designed a mutant in which the aromatic amino acids from the interfacial binding site Trp110, Tyr111 and Trp114 were substituted by Ala. In the present work, we demonstrated that StII3A keeps the secondary structure composition and global folding of StII, while it loses its lipid binding and permeabilization abilities. Despite this, StII3A upregulates dendritic cells maturation markers, enhances an antigen-specific effector CD8+ T cells response and confers antitumor protection in a preventive scenario in C57BL/6 mice. Our results indicate that a mechanism independent of its lipid binding ability is involved in the immunomodulatory capacity of StII, pointing to StII3A as a promising candidate to improve the reliability of the Sts-based vaccine platform.
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Affiliation(s)
- Ada L Rivero-Hernández
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; NanoCancer, Center of Molecular Immunology (CIM), Havana 11600, Cuba.
| | - Yadira P Hervis
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; Sorbonne Université, École normale supérieure, PSL University, CNRS, Laboratoire des Biomolécules, LBM, 75005 Paris, France
| | - Mario E Valdés-Tresanco
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; Center for Molecular Simulations and Department of Biological Sciences, University of Calgary, Alberta T2N 1N4, Canada.
| | - Felipe A Escalona-Rodríguez
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; NanoCancer, Center of Molecular Immunology (CIM), Havana 11600, Cuba.
| | - Rocco Cancelliere
- Department of Chemical Sciences and Technologies, University of Rome Tor Vergata, Via della Ricerca Scientifica 1, Rome 00133, Italy.
| | | | - Glenda Romero-Hernández
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; NanoCancer, Center of Molecular Immunology (CIM), Havana 11600, Cuba.
| | - Eric Pérez-Rivera
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; NanoCancer, Center of Molecular Immunology (CIM), Havana 11600, Cuba
| | - Yusniel Torres-Palacios
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; NanoCancer, Center of Molecular Immunology (CIM), Havana 11600, Cuba.
| | - Patricia Cartaya-Quintero
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; NanoCancer, Center of Molecular Immunology (CIM), Havana 11600, Cuba
| | - Uris Ros
- Institute for Genetics and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), Cologne 50931, Germany.
| | - Alessandro Porchetta
- Department of Chemical Sciences and Technologies, University of Rome Tor Vergata, Via della Ricerca Scientifica 1, Rome 00133, Italy.
| | - Laura Micheli
- Department of Chemical Sciences and Technologies, University of Rome Tor Vergata, Via della Ricerca Scientifica 1, Rome 00133, Italy.
| | | | - Rady Laborde
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; NanoCancer, Center of Molecular Immunology (CIM), Havana 11600, Cuba.
| | - Carlos Álvarez
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; NanoCancer, Center of Molecular Immunology (CIM), Havana 11600, Cuba.
| | - Sandrine Sagan
- Sorbonne Université, École normale supérieure, PSL University, CNRS, Laboratoire des Biomolécules, LBM, 75005 Paris, France.
| | - Maria Eliana Lanio
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; NanoCancer, Center of Molecular Immunology (CIM), Havana 11600, Cuba.
| | - Isabel F Pazos Santos
- Center for Protein Studies/Department of Biochemistry, Faculty of Biology, University of Havana, Havana 10400, Cuba; NanoCancer, Center of Molecular Immunology (CIM), Havana 11600, Cuba.
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Xiang X, Gao J, Ding Y. DeepPPThermo: A Deep Learning Framework for Predicting Protein Thermostability Combining Protein-Level and Amino Acid-Level Features. J Comput Biol 2024; 31:147-160. [PMID: 38100126 DOI: 10.1089/cmb.2023.0097] [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] [Indexed: 02/15/2024] Open
Abstract
Using wet experimental methods to discover new thermophilic proteins or improve protein thermostability is time-consuming and expensive. Machine learning methods have shown powerful performance in the study of protein thermostability in recent years. However, how to make full use of multiview sequence information to predict thermostability effectively is still a challenge. In this study, we proposed a deep learning-based classifier named DeepPPThermo that fuses features of classical sequence features and deep learning representation features for classifying thermophilic and mesophilic proteins. In this model, deep neural network (DNN) and bi-long short-term memory (Bi-LSTM) are used to mine hidden features. Furthermore, local attention and global attention mechanisms give different importance to multiview features. The fused features are fed to a fully connected network classifier to distinguish thermophilic and mesophilic proteins. Our model is comprehensively compared with advanced machine learning algorithms and deep learning algorithms, proving that our model performs better. We further compare the effects of removing different features on the classification results, demonstrating the importance of each feature and the robustness of the model. Our DeepPPThermo model can be further used to explore protein diversity, identify new thermophilic proteins, and guide directed mutations of mesophilic proteins.
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Affiliation(s)
- Xiaoyang Xiang
- School of Science, Jiangnan University, Wuxi, P. R. China
| | - Jiaxuan Gao
- School of Science, Jiangnan University, Wuxi, P. R. China
| | - Yanrui Ding
- School of Science, Jiangnan University, Wuxi, P. R. China
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García-Montoya C, Heras-Marquez D, Amigot-Sánchez R, García-Linares S, Martínez-Del-Pozo Á, Palacios-Ortega J. Sticholysin recognition of ceramide-phosphoethanolamine. Arch Biochem Biophys 2023; 742:109623. [PMID: 37207934 DOI: 10.1016/j.abb.2023.109623] [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: 01/03/2023] [Revised: 04/26/2023] [Accepted: 05/03/2023] [Indexed: 05/21/2023]
Abstract
Actinoporins are pore-forming toxins produced by sea anemones. They exert their activity by binding to the membranes of target cells. There, they oligomerize, forming cation-selective pores, and inducing cell death by osmotic shock. In the early days of the field, it was shown that accessible sphingomyelin (SM) in the bilayer is required for the activity of actinoporins. While these toxins can also act on membranes composed solely of phosphatidylcholine (PC) with a high amount of cholesterol (Chol), consensus is that SM acts as a lipid receptor for actinoporins. It has been shown that the 2NH and 3OH moieties of SM are essential for actinoporin recognition. Hence, we wondered if ceramide-phosphoethanolamine (CPE) could also be recognized. Like SM, CPE has the 2NH and 3OH groups, and a positively charged headgroup. While actinoporins have been observed to affect membranes containing CPE, Chol was always also present, with the recognition of CPE remaining unclear. To test this possibility, we used sticholysins, produced by the Caribbean Sea anemone Stichodactyla helianthus. Our results show that sticholysins can induce calcein release on vesicles composed only of PC and CPE, in absence of Chol, in a way that is comparable to that induced on PC:SM membranes.
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Affiliation(s)
- Carmen García-Montoya
- Departamento de Bioquímica y Biología Molecular, Facultades de Ciencias Biológicas y Ciencias Químicas, Universidad Complutense, Madrid, Spain
| | - Diego Heras-Marquez
- Departamento de Bioquímica y Biología Molecular, Facultades de Ciencias Biológicas y Ciencias Químicas, Universidad Complutense, Madrid, Spain
| | - Rafael Amigot-Sánchez
- Departamento de Bioquímica y Biología Molecular, Facultades de Ciencias Biológicas y Ciencias Químicas, Universidad Complutense, Madrid, Spain
| | - Sara García-Linares
- Departamento de Bioquímica y Biología Molecular, Facultades de Ciencias Biológicas y Ciencias Químicas, Universidad Complutense, Madrid, Spain
| | - Álvaro Martínez-Del-Pozo
- Departamento de Bioquímica y Biología Molecular, Facultades de Ciencias Biológicas y Ciencias Químicas, Universidad Complutense, Madrid, Spain
| | - Juan Palacios-Ortega
- Departamento de Bioquímica y Biología Molecular, Facultades de Ciencias Biológicas y Ciencias Químicas, Universidad Complutense, Madrid, Spain; Biochemistry Department, Faculty of Science and Engineering, Åbo Akademi University, Turku, Finland.
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Abstract
Covering: January to December 2021This review covers the literature published in 2021 for marine natural products (MNPs), with 736 citations (724 for the period January to December 2021) referring to compounds isolated from marine microorganisms and phytoplankton, green, brown and red algae, sponges, cnidarians, bryozoans, molluscs, tunicates, echinoderms, mangroves and other intertidal plants and microorganisms. The emphasis is on new compounds (1425 in 416 papers for 2021), together with the relevant biological activities, source organisms and country of origin. Pertinent reviews, biosynthetic studies, first syntheses, and syntheses that led to the revision of structures or stereochemistries, have been included. An analysis of the number of authors, their affiliations, domestic and international collection locations, focus of MNP studies, citation metrics and journal choices is discussed.
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Affiliation(s)
- Anthony R Carroll
- School of Environment and Science, Griffith University, Gold Coast, Australia. .,Griffith Institute for Drug Discovery, Griffith University, Brisbane, Australia
| | - Brent R Copp
- School of Chemical Sciences, University of Auckland, Auckland, New Zealand
| | - Rohan A Davis
- Griffith Institute for Drug Discovery, Griffith University, Brisbane, Australia.,School of Enivironment and Science, Griffith University, Brisbane, Australia
| | - Robert A Keyzers
- Centre for Biodiscovery, and School of Chemical and Physical Sciences, Victoria University of Wellington, Wellington, New Zealand
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First Anti-Inflammatory Peptide AnmTX Sco 9a-1 from the Swimming Sea Anemone Stomphia coccinea. Biomolecules 2022; 12:biom12111705. [DOI: 10.3390/biom12111705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 11/13/2022] [Accepted: 11/15/2022] [Indexed: 11/19/2022] Open
Abstract
A novel peptide AnmTX Sco 9a-1 with the β-hairpin fold was isolated from the swimming sea anemone Stomphia coccinea (Actinostolidae family). The peptide consists of 28 amino acid residues, including modified hydroxyproline residue, and its measured molecular mass is 2960 Da. The peptide was not toxic on mice; however, it stimulated their exploratory motivation and active search behavior, and demonstrated an anti-anxiety effect. AnmTX Sco 9a-1 at doses of 0.1 and 1 mg/kg reduced the volume of edema during 24 h better than the nonsteroidal anti-inflammatory drug, Diclofenac, at dose of 1 mg/kg in a model of acute local λ-carrageenan-induced inflammation. ELISA analysis of the animal’s blood showed that peptide at a dose of 1 mg/kg reduced the content of tumor necrosis factor-α (TNF-α), a pro-inflammatory mediator responsible in the edema development, up to the level of TNF-α in the intact group. Besides, AnmTX Sco 9a-1 demonstrated a significant analgesic effect on acute pain sensitivity in the carrageenan-induced thermal hyperalgesia model at doses of 0.1 and 1 mg/kg. Activity of AnmTX Sco 9a-1 was shown not to be associated with modulation of nociceptive ASIC channels.
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Sea Anemones, Actinoporins, and Cholesterol. Int J Mol Sci 2022; 23:ijms23158771. [PMID: 35955905 PMCID: PMC9369217 DOI: 10.3390/ijms23158771] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 08/01/2022] [Accepted: 08/05/2022] [Indexed: 11/17/2022] Open
Abstract
Spanish or Spanish-speaking scientists represent a remarkably populated group within the scientific community studying pore-forming proteins. Some of these scientists, ourselves included, focus on the study of actinoporins, a fascinating group of metamorphic pore-forming proteins produced within the venom of several sea anemones. These toxic proteins can spontaneously transit from a water-soluble fold to an integral membrane ensemble because they specifically recognize sphingomyelin in the membrane. Once they bind to the bilayer, they subsequently oligomerize into a pore that triggers cell-death by osmotic shock. In addition to sphingomyelin, some actinoporins are especially sensible to some other membrane components such as cholesterol. Our group from Universidad Complutense of Madrid has focused greatly on the role played by sterols in this water–membrane transition, a question which still remains only partially solved and constitutes the main core of the article below.
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García‐Linares S, Amigot‐Sánchez R, García‐Montoya C, Heras‐Márquez D, Alfonso C, Luque‐Ortega JR, Gavilanes JG, Martínez‐del‐Pozo Á, Palacios‐Ortega J. Sticholysin I‐II oligomerization in the absence of membranes. FEBS Lett 2022; 596:1029-1036. [DOI: 10.1002/1873-3468.14326] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Revised: 02/17/2022] [Accepted: 02/24/2022] [Indexed: 11/06/2022]
Affiliation(s)
- Sara García‐Linares
- Departamento de Bioquímica y Biología Molecular Universidad Complutense Madrid Spain
| | - Rafael Amigot‐Sánchez
- Departamento de Bioquímica y Biología Molecular Universidad Complutense Madrid Spain
| | - Carmen García‐Montoya
- Departamento de Bioquímica y Biología Molecular Universidad Complutense Madrid Spain
| | - Diego Heras‐Márquez
- Departamento de Bioquímica y Biología Molecular Universidad Complutense Madrid Spain
| | - Carlos Alfonso
- Systems Biochemistry of Bacterial Division Lab Centro de Investigaciones Biológicas Margarita Salas (CSIC) C. Ramiro de Maeztu 9 28040 Madrid Spain
| | - Juan Román Luque‐Ortega
- Molecular Interactions Facility Centro de Investigaciones Biológicas Margarita Salas (CSIC) C. Ramiro de Maeztu 9 28040 Madrid Spain
| | - José G. Gavilanes
- Departamento de Bioquímica y Biología Molecular Universidad Complutense Madrid Spain
| | | | - Juan Palacios‐Ortega
- Departamento de Bioquímica y Biología Molecular Universidad Complutense Madrid Spain
- Faculty of Science and Engineering Åbo Akademi University Turku Finland
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