1
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Seif EJM, Junior PIS. In silico bioprospecting of receptors for Oligoventin: An antimicrobial peptide isolated from spider eggs of Phoneutria nigriventer. Colloids Surf B Biointerfaces 2025; 248:114472. [PMID: 39732068 DOI: 10.1016/j.colsurfb.2024.114472] [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: 11/07/2024] [Revised: 12/18/2024] [Accepted: 12/21/2024] [Indexed: 12/30/2024]
Abstract
BACKGROUND Irresponsible and wholesale use of antimicrobial agents is the principal cause of the emergence of strains of resistant microorganisms to traditional drugs. Oligoventin is a neutral peptide isolated from spider eggs of Phoneutria nigriventer, with antimicrobial activity against Gram-positive, Gram-negative, and yeast organisms. However, the molecular target and pathways of antimicrobial activity are still unknown. Thus, the aim of the present study is to prospect receptors associated with the antimicrobial activity of Oligoventin using in silico tools. METHODS The PharmMapper and PDB server was used to prospect targets originating from microorganisms. Additionally, the PatchDock server was utilized to perform molecular docking between Oligoventin and the targets. Subsequently, the I-TASSER server was adopted to predict the ligand site. Finally, the docking results and predicted sites were compared with literature sites of each target. RESULTS Over 100 potential receptors for oligoventin have been identified. Among these, enoyl-ACP reductase (Idpdb1LXC) and thymidylate synthase ThyX (Idpdb 1O28) from bacteria and N-acetylglucosamine phosphate mutase (Idpdb 2DKD) showed superior interaction with oligoventin, exhibiting colocalization between docked residues and cofactor/active sites. These enzymes play a crucial role in fatty acid and DNA biosynthesis in prokaryotes and in cell wall synthesis in yeast. CONCLUSION Therefore, in silico results suggest that Oligoventin can impair fatty acid DNA, cell wall synthesis, thereby reducing microbial proliferation and causing microorganism death.
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Affiliation(s)
- Elias Jorge Muniz Seif
- Postgraduate Program of Molecular Biology, Biophysics and Biochemistry Department, Federal University of São Paulo, São Paulo, SP CEP 04021-001, Brazil; Laboratory of Applied Toxicology, Center of Toxins, Immune-Response and Cell Signaling - CeT-ICS/CEPID, Butantan Institute São Paulo, São Paulo, SP CEP 05503-900, Brazil.
| | - Pedro Ismael Silva Junior
- Laboratory of Applied Toxicology, Center of Toxins, Immune-Response and Cell Signaling - CeT-ICS/CEPID, Butantan Institute São Paulo, São Paulo, SP CEP 05503-900, Brazil; Postgraduate Program Interunits in Biotechnology, USP/IPT/IBU, São Paulo, SP, Brazil.
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2
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Gómez Hernández NA, Pérez GL, Arteaga AV, Garay Pérez HE, Arguellez BO, Rico AC, Guardia AL, Fernández Massó JR. A sandwich ELISA for the quantification of the anticancer peptide CIGB-552 in human plasma. Anal Biochem 2025; 698:115725. [PMID: 39608624 DOI: 10.1016/j.ab.2024.115725] [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: 09/12/2024] [Revised: 11/24/2024] [Accepted: 11/26/2024] [Indexed: 11/30/2024]
Abstract
CIGB-552 is a synthetic anticancer peptide that has been evaluated in vitro and in vivo in lung and colon cancer models. To optimize therapy in the clinic, pharmacokinetic studies are necessary. Previously, a sandwich-type enzyme-linked immunosorbent assay (ELISA) had been developed by our working group for the quantification of CIGB-552 in biological matrices. The objective of this work was to carry out the full validation of the ELISA to support its application in clinical trials. First, we obtained a polyclonal antibody specific for CIGB-552 and with purity greater than 95 %. The lower limit of quantification and the upper limit of quantification were 3125 ng/ml and 200 ng/ml, respectively. The method is exact and precise in the quantification of the peptide with relative error and coefficient of variation values less than 20 %. The ELISA is specific in the presence of CIGB-552 metabolites in the sample, and also presents robustness to certain protocol variations. In summary, the validated ELISA meets the requirements for its application in upcoming clinical trials as part of pharmacokinetic studies.
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Affiliation(s)
| | - Gilda Lemos Pérez
- Chemistry-Physics Department, Center for Genetic Engineering and Biotechnology, Havana, Cuba.
| | - Amalia Vazquez Arteaga
- Chemistry-Physics Department, Center for Genetic Engineering and Biotechnology, Havana, Cuba.
| | - Hilda Elisa Garay Pérez
- Peptide Synthesis Department, Center for Genetic Engineering and Biotechnology, Havana, Cuba.
| | | | - Ania Cabrales Rico
- Chemistry-Physics Department, Center for Genetic Engineering and Biotechnology, Havana, Cuba.
| | - Airela Llamo Guardia
- Monoclonal Antibody Production Department, Center for Genetic Engineering and Biotechnology, Havana, Cuba.
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3
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Lu C, Nelson S, Coy G, Neumann C, Parkinson EI, Rice CA. Cyclic Peptide Natural Product Inspired Inhibitors of the Free-Living Amoeba Balamuthia mandrillaris. JOURNAL OF NATURAL PRODUCTS 2025; 88:274-281. [PMID: 39948695 DOI: 10.1021/acs.jnatprod.4c00834] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2025]
Abstract
Balamuthia mandrillaris is a pathogenic free-living amoeba (pFLA) that can cause infection of the central nervous system (CNS), called Balamuthia amoebic encephalitis (BAE), as well as cutaneous and systemic diseases. Patients infected with B. mandrillaris have a high mortality rate due to a lack of effective treatments. A nonoptimized antimicrobial drug regimen is typically recommended; however, it has poor antiparasitic activity and can cause various and severe side effects. Cyclic peptides exhibit a broad spectrum of antimicrobial activities but are underexplored for their antiamoebic activity. In this study, we evaluated the anti-B. mandrillaris effect of Synthetic Natural Product Inspired Cyclic Peptides (SNaPP) mined from ∼500 biosynthetic gene clusters of various bacterial species. The predicted natural product-43 (pNP-43; BICyP1), identified from the SNaPP library, and its derivates displayed a significant inhibition against B. mandrillaris trophozoites, with five pNPs having IC50s ≤ 5 μM. Furthermore, all hit natural product inspired peptides demonstrated minimal to no hemolytic and cytotoxic effects on human red blood cells (RBCs) and immortalized human carcinoma cells, respectfully. Our study is the first to demonstrate the anti-B. mandrillaris effects of cyclic peptides, offering a promising new direction for drug development.
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Affiliation(s)
- Chenyang Lu
- Department of Comparative Pathobiology, College of Veterinary Medicine, Purdue University, West Lafayette, Indiana 47907, United States
| | - Samantha Nelson
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana 47907, United States
| | - Gabriela Coy
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana 47907, United States
| | - Chris Neumann
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47907, United States
| | - Elizabeth I Parkinson
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, Indiana 47907, United States
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47907, United States
- Purdue Institute for Drug Discovery (PIDD), Purdue University, West Lafayette, Indiana 47907, United States
- Purdue Institute of Inflammation, Immunology and Infectious Disease (PI4D), Purdue University, West Lafayette, Indiana 47907, United States
| | - Christopher A Rice
- Department of Comparative Pathobiology, College of Veterinary Medicine, Purdue University, West Lafayette, Indiana 47907, United States
- Purdue Institute for Drug Discovery (PIDD), Purdue University, West Lafayette, Indiana 47907, United States
- Purdue Institute of Inflammation, Immunology and Infectious Disease (PI4D), Purdue University, West Lafayette, Indiana 47907, United States
- Regenstrief Center for Healthcare Engineering (RCHE), Purdue University, West Lafayette, Indiana 47907, United States
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4
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Ou L, Setegne MT, Elliot J, Shen F, Dassama LMK. Protein-Based Degraders: From Chemical Biology Tools to Neo-Therapeutics. Chem Rev 2025; 125:2120-2183. [PMID: 39818743 PMCID: PMC11870016 DOI: 10.1021/acs.chemrev.4c00595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2024] [Revised: 12/26/2024] [Accepted: 12/30/2024] [Indexed: 01/19/2025]
Abstract
The nascent field of targeted protein degradation (TPD) could revolutionize biomedicine due to the ability of degrader molecules to selectively modulate disease-relevant proteins. A key limitation to the broad application of TPD is its dependence on small-molecule ligands to target proteins of interest. This leaves unstructured proteins or those lacking defined cavities for small-molecule binding out of the scope of many TPD technologies. The use of proteins, peptides, and nucleic acids (otherwise known as "biologics") as the protein-targeting moieties in degraders addresses this limitation. In the following sections, we provide a comprehensive and critical review of studies that have used proteins and peptides to mediate the degradation and hence the functional control of otherwise challenging disease-relevant protein targets. We describe existing platforms for protein/peptide-based ligand identification and the drug delivery systems that might be exploited for the delivery of biologic-based degraders. Throughout the Review, we underscore the successes, challenges, and opportunities of using protein-based degraders as chemical biology tools to spur discoveries, elucidate mechanisms, and act as a new therapeutic modality.
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Affiliation(s)
- Lisha Ou
- Department
of Chemistry, Stanford University, Stanford, California 94305, United States
- Sarafan
ChEM-H Institute, Stanford University, Stanford, California 94305, United States
| | - Mekedlawit T. Setegne
- Department
of Chemistry, Stanford University, Stanford, California 94305, United States
- Sarafan
ChEM-H Institute, Stanford University, Stanford, California 94305, United States
| | - Jeandele Elliot
- Department
of Chemical Engineering, Stanford University, Stanford, California 94305, United States
| | - Fangfang Shen
- Department
of Chemistry, Stanford University, Stanford, California 94305, United States
| | - Laura M. K. Dassama
- Department
of Chemistry, Stanford University, Stanford, California 94305, United States
- Sarafan
ChEM-H Institute, Stanford University, Stanford, California 94305, United States
- Department
of Microbiology & Immunology, Stanford
School of Medicine, Stanford, California 94305, United States
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5
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Gare CL, White AM, Malins LR. From lead to market: chemical approaches to transform peptides into therapeutics. Trends Biochem Sci 2025:S0968-0004(25)00024-6. [PMID: 40011178 DOI: 10.1016/j.tibs.2025.01.009] [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: 11/11/2024] [Revised: 01/21/2025] [Accepted: 01/29/2025] [Indexed: 02/28/2025]
Abstract
Peptides are a powerful drug modality with potential to access difficult targets. This recognition underlies their growth in the global pharmaceutical market, with peptides representing ~8% of drugs approved by the FDA over the past decade. Currently, the peptide therapeutic landscape is evolving, with high-throughput display technologies driving the identification of peptide leads with enhanced diversity. Yet, chemical modifications remain essential for improving the 'drug-like' properties of peptides and ultimately translating leads to market. In this review, we explore two recent therapeutic candidates (semaglutide, a peptide hormone analogue, and MK-0616, an mRNA display-derived candidate) as case studies that highlight general approaches to improving pharmacokinetics (PK) and potency. We also emphasize the critical link between advances in medicinal chemistry and the optimisation of highly efficacious peptide therapeutics.
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Affiliation(s)
- Caitlin L Gare
- Research School of Chemistry, Australian National University, Canberra 2601, Australian Capital Territory, Australia; Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science, Australian National University, Canberra 2601, Australian Capital Territory, Australia
| | - Andrew M White
- Research School of Chemistry, Australian National University, Canberra 2601, Australian Capital Territory, Australia; Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science, Australian National University, Canberra 2601, Australian Capital Territory, Australia
| | - Lara R Malins
- Research School of Chemistry, Australian National University, Canberra 2601, Australian Capital Territory, Australia; Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science, Australian National University, Canberra 2601, Australian Capital Territory, Australia.
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6
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Luo D, Mao Y, Zhang S, Shen S, Ge X, Zhang L. Milk-derived exosome-loaded SS31 as a novel strategy to mitigate UV-induced photodamage in skin. JOURNAL OF PHOTOCHEMISTRY AND PHOTOBIOLOGY. B, BIOLOGY 2025; 265:113125. [PMID: 39970726 DOI: 10.1016/j.jphotobiol.2025.113125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2024] [Revised: 02/07/2025] [Accepted: 02/11/2025] [Indexed: 02/21/2025]
Abstract
It is widely recognized that ultraviolet (UV) radiation primarily catalyses photodamage in the skin by generating reactive oxygen species (ROS). In this study, we developed a novel antioxidant complex, Exo-SS31, by loading the antioxidant peptide SS31 (also known as MTP-131, elamipretide) into milk-derived exosomes. Our findings indicate that Exo-SS31 is an effective antioxidant capable of mitigating Human dermal fibroblast (HDF) damage induced by ultraviolet exposure, suppressing ROS production, and achieving greater therapeutic efficacy than SS31 alone. This complex can regulate the levels of superoxide dismutase (SOD) and glutathione (GSH) within the skin, inhibit the expression of proteins in pathways such as pMAPK and AP-1 triggered by UV radiation, and reduce the expression of the matrix metalloproteinases MMP1 and MMP3. Through these mechanisms, Exo-SS31 effectively prevents collagen degradation in the dermis and inhibits ultraviolet-induced photodamage. The use of milk-derived exosomes as carriers for antioxidant peptides represents a promising strategy to increase the bioavailability of peptide-based therapeutics.
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Affiliation(s)
- Ding Luo
- Department of Dermatology, Affiliated Hospital of Hebei University, Hebei, China
| | - Yanhong Mao
- Department of Dermatology, Tianjin Academy of Traditional Chinese Medicine Affiliated Hospital, Tianjin, China
| | - Shengni Zhang
- Department of Dermatology, Affiliated Hospital of Hebei University, Hebei, China
| | | | - Xiaohu Ge
- TINGO Exosomes Technology Co., Ltd., Tianjin, China
| | - Litao Zhang
- Department of Dermatology, Tianjin Academy of Traditional Chinese Medicine Affiliated Hospital, Tianjin, China.
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7
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Gong L, Dong G, Zhang Q, Shi Y, Gu Z, Yang X, Gao X, Zheng Y, Zhang C. Fatty acid conjugated BimBH3 analogues with d‑amino acid substitution as PTPN1 inhibitors with enhanced activity, biostability and orally available potency for the treatment of diabetes. Bioorg Med Chem 2025; 121:118107. [PMID: 39954610 DOI: 10.1016/j.bmc.2025.118107] [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: 12/11/2024] [Revised: 01/25/2025] [Accepted: 02/07/2025] [Indexed: 02/17/2025]
Abstract
Protein tyrosine phosphatase non-receptor type 1 (PTPN1) is a crucial regulator of insulin and leptin signaling pathways, positioning it as a promising therapeutic target for the development of insulin sensitizers in the treatment of type 2 diabetes mellitus (T2DM). Our previous studies demonstrated that lipidated/acylated BimBH3 core peptide analogues function as potent PTPN1 inhibitors with potential for once-weekly hypoglycemic efficacy. Additionally, alanine scanning identified specific residues that could be modified without compromising inhibitory activity. In this study, we designed and synthesized 14 lipidated BimBH3 analogues incorporating d-amino acids through site-specific modifications to enhance peptide stability and activity. Among these, analogues D-1, D-9, D-10, D-11, D-12, and D-14 exhibited potent PTPN1 inhibitory activity, demonstrated significant resistance to proteolytic degradation, and showed good stability in mouse plasma. Notably, in glucose tolerance tests, subcutaneous administration of D-14 led to a significant 26.2 % reduction in blood glucose (AUC0-120 min), while oral administration achieved a 15.4 % reduction (AUC0-180 min), indicating promising oral bioavailability. Further analysis using molecular docking and kinetic studies confirmed the strong binding affinity of d-amino acid-containing BimBH3 analogues for PTPN1, supporting their potential for sustained hypoglycemic effects. Overall, our findings demonstrate that the dual modifications of d-amino acid substitution and lipid conjugation significantly enhance the inhibitory activity, bio-stability, and oral availability of BimBH3 analogues, highlighting their potential as novel, long-acting therapeutics for T2DM management.
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Affiliation(s)
- Liyan Gong
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China
| | - Guozhen Dong
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China
| | - Qianqian Zhang
- Shijiazhuang Hospital of Traditional Chinese Medicine, Shijiazhuang 050051, China
| | - Yiying Shi
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China
| | - Zongwen Gu
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China
| | - Xianmin Yang
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China
| | - Xiang Gao
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China
| | - Yaning Zheng
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China
| | - Chuanliang Zhang
- State Key Laboratory Base of Eco-chemical Engineering, College of Chemical Engineering, Qingdao University of Science and Technology, Qingdao 266042, China; School of Medicine and Pharmacy, Ocean University of China, Qingdao 266003, China.
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8
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Ma F, Ma R, Zhao L. Effects of Antimicrobial Peptides on Antioxidant Properties, Non-specific Immune Response and Gut Microbes of Tsinling Lenok Trout (Brachymystax lenok tsinlingensis). Biochem Genet 2025; 63:85-103. [PMID: 38411941 DOI: 10.1007/s10528-024-10708-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Accepted: 01/17/2024] [Indexed: 02/28/2024]
Abstract
Antimicrobial peptides (AMPs) are an important part of non-specific immunity and play a key role in the cellular host defense against pathogens and tissue injury infections. We investigated the effects of AMP supplementation on the antioxidant capacity, non-specific immunity, and gut microbiota of tsinling lenok trout. 240 fish were fed diets (CT, A120, A240 and A480) containing different amounts of AMP peptides (0, 120 mg kg-1, 240 mg kg-1, 480 mg kg-1) for 8 weeks. Our results showed that the activity of total antioxidant capacity (T-SOD) and glutathione peroxidase (GSH-Px), lysozyme (LZM), catalase (CAT) and acid phosphatase (ACP) in the A240 and A480 group were higher than that in the CT group (P < 0.05). The content of malondialdehyde (MDA) in AMP group was significantly lower than that in CT group (P < 0.05). Furthermore, we harvested the mid-gut and applied next-generation sequencing of 16S rDNA. The results showed that the abundance of Halomonas in AMP group was significantly lower than that in CT group. Functional analysis showed that the abundance of chloroalkane and chloroalkene degradation pathway increased significantly in AMP group. In conclusion, AMP enhanced the antioxidant capacity, non-specific immunity, and intestinal health of tsinling lenok trout.
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Affiliation(s)
- Fang Ma
- Key Laboratory of Resource Utilization of Agricultural Solid Waste in Gansu Province, Tianshui Normal University, South Xihe Road, Qinzhou District, Tianshui, 741000, Gansu, People's Republic of China.
| | - Ruilin Ma
- Key Laboratory of Resource Utilization of Agricultural Solid Waste in Gansu Province, Tianshui Normal University, South Xihe Road, Qinzhou District, Tianshui, 741000, Gansu, People's Republic of China
| | - Lei Zhao
- Key Laboratory of Resource Utilization of Agricultural Solid Waste in Gansu Province, Tianshui Normal University, South Xihe Road, Qinzhou District, Tianshui, 741000, Gansu, People's Republic of China
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9
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Niu Y, Qin P, Lin P. Advances of deep Neural Networks (DNNs) in the development of peptide drugs. Future Med Chem 2025; 17:485-499. [PMID: 39935356 PMCID: PMC11834456 DOI: 10.1080/17568919.2025.2463319] [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: 11/24/2024] [Accepted: 01/27/2025] [Indexed: 02/13/2025] Open
Abstract
Peptides are able to bind to difficult disease targets with high potency and specificity, providing great opportunities to meet unmet medical requirements. Nevertheless, the unique features of peptides, such as their small size, high structural flexibility, and scarce data availability, bring extra challenges to the design process. Firstly, this review sums up the application of peptide drugs in treating diseases. Then, the review probes into the advantages of Deep Neural Networks (DNNs) in predicting and designing peptide structures. DNNs have demonstrated remarkable capabilities in structural prediction, enabling accurate three-dimensional modeling of peptide drugs through models like AlphaFold and its successors. Finally, the review deliberates on the challenges and coping strategies of DNNs in the development of peptide drugs, along with future research directions. Future research directions focus on further improving the accuracy and efficiency of DNN-based peptide drug design, exploring novel applications of peptide drugs, and accelerating their clinical translation. With continuous advancements in technology and data accumulation, DNNs are poised to play an increasingly crucial role in the field of peptide drug development.
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Affiliation(s)
- Yuzhen Niu
- College of Chemical Engineering and Environment, Weifang University of Science and Technology, Weifang, China
| | - Pingyang Qin
- College of Chemical Engineering and Environment, Weifang University of Science and Technology, Weifang, China
| | - Ping Lin
- College of Chemical Engineering and Environment, Weifang University of Science and Technology, Weifang, China
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10
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Oliveira DF, Coleone AP, Lima FCDA, Batagin-Neto A. Reactivity of amino acids and short peptide sequences: identifying bioactive compounds via DFT calculations. Mol Divers 2025; 29:489-502. [PMID: 38700810 DOI: 10.1007/s11030-024-10868-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 03/31/2024] [Indexed: 02/02/2025]
Abstract
Bioactive peptides are short amino acid sequences that play important roles in various physiological processes, including antioxidant and protective effects. These compounds can be obtained through protein hydrolysis and have a wide range of potential applications in a variety of areas. However, despite the potential of these compounds, more in-depth knowledge is still necessary to better understand details regarding their chemical reactivity and electronic properties. In this study, we used molecular modeling techniques to investigate the electronic structure of isolated amino acids (AA) and short peptide sequences. Details on the relative alignments between the frontier electronic levels, local chemical reactivity and donor-acceptor properties of the 20 primary amino acids and some di- and tripeptides were evaluated in the framework of the density functional theory (DFT). Our results suggest that the electronic properties of isolated amino acids can be used to interpret the reactivity of short sequences. We found that aromatic and charged amino acids, as well as Methionine, play a key role in determining the local reactivity of peptides, in agreement with experimental data. Our analyses also allowed us to identify the influence of the relative position of AA and terminations on the local reactivity of the sequences, which can guide experimental studies and help to propose/evaluate possible mechanisms of action. In summary, our data indicate that the position of active sites of polypeptides can be predicted from short sequences, providing a promising strategy for the synthesis and bioprospection of new optimized compounds.
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Affiliation(s)
- Daiane F Oliveira
- School of Pharmaceutical Sciences, EBB-MP, São Paulo State University (UNESP), Araraquara, SP, Brazil
| | - Alex P Coleone
- School of Sciences, POSMAT, São Paulo State University (UNESP), Bauru, SP, Brazil
| | - Filipe C D A Lima
- Federal Institute of Education, Science and Technology of São Paulo (IFSP), Matão, SP, Brazil
| | - Augusto Batagin-Neto
- Institute of Sciences and Engineering, São Paulo State University (UNESP), Itapeva, SP, Brazil.
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11
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Zhai S, Liu T, Lin S, Li D, Liu H, Yao X, Hou T. Artificial intelligence in peptide-based drug design. Drug Discov Today 2025; 30:104300. [PMID: 39842504 DOI: 10.1016/j.drudis.2025.104300] [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: 12/01/2024] [Revised: 01/14/2025] [Accepted: 01/15/2025] [Indexed: 01/24/2025]
Abstract
Protein-protein interactions (PPIs) are fundamental to a variety of biological processes, but targeting them with small molecules is challenging because of their large and complex interaction interfaces. However, peptides have emerged as highly promising modulators of PPIs, because they can bind to protein surfaces with high affinity and specificity. Nonetheless, computational peptide design remains difficult, hindered by the intrinsic flexibility of peptides and the substantial computational resources required. Recent advances in artificial intelligence (AI) are paving new paths for peptide-based drug design. In this review, we explore the advanced deep generative models for designing target-specific peptide binders, highlight key challenges, and offer insights into the future direction of this rapidly evolving field.
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Affiliation(s)
- Silong Zhai
- Faculty of Applied Science, Macao Polytechnic University, 999078, Macao; College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China
| | - Tiantao Liu
- Faculty of Applied Science, Macao Polytechnic University, 999078, Macao
| | - Shaolong Lin
- Faculty of Applied Science, Macao Polytechnic University, 999078, Macao
| | - Dan Li
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China
| | - Huanxiang Liu
- Faculty of Applied Science, Macao Polytechnic University, 999078, Macao
| | - Xiaojun Yao
- Faculty of Applied Science, Macao Polytechnic University, 999078, Macao.
| | - Tingjun Hou
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China.
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12
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Meng J, Chan MY, Peng C, Jiang X, Qian F. Enhancing leuprolide penetration through enterocytes via the ER-Golgi pathway using lipophilic complexation. Eur J Pharm Biopharm 2025; 207:114624. [PMID: 39733960 DOI: 10.1016/j.ejpb.2024.114624] [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: 07/15/2024] [Revised: 12/12/2024] [Accepted: 12/26/2024] [Indexed: 12/31/2024]
Abstract
Oral delivery of peptide drugs remains one of the most formidable challenges in the frontier of pharmaceutical research. Peptide drugs typically suffer from exceptionally low oral bioavailability, primarily attributed to rigorous enzymatic degradation within the gastrointestinal (GI) tract, limited ability to traverse the enterocyte barrier, and significant first-pass hepatic metabolism. Absorption of peptide drugs via the lymphatic route could potentially bypass intracellular lysosome degradation and hepatic first-pass metabolism. In this study, we present a strategy to enhance the lymphatic absorption of the model peptide leuprolide (LEU) by diverting its intracellular trafficking towards the endoplasmic-reticulum (ER)-Golgi pathway. Complexes were formed between LEU and lipophilic excipient and then formulated as an oral emulsion. We observed that the penetration of LEU in the emulsion across the Caco-2 cell monolayer model was diverted from the endosome-lysosome pathway, and LEU entered the bloodstream via the mesenteric lymph nodes (MLNs). The data obtained illustrates that the lipophilic LEU complexes could improve enterocyte permeability and bypass lysosomal degradation, and the change of absorption pathway may reduce hepatic first pass metabolism.
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Affiliation(s)
- Jia Meng
- School of Pharmaceutical Sciences, Beijing Frontier Research Center for Biological Structure, and Key Laboratory of Bioorganic Phosphorus Chemistry & Chemical Biology (Ministry of Education), Tsinghua University, Beijing 100084, PR China
| | - May Yee Chan
- School of Pharmaceutical Sciences, Beijing Frontier Research Center for Biological Structure, and Key Laboratory of Bioorganic Phosphorus Chemistry & Chemical Biology (Ministry of Education), Tsinghua University, Beijing 100084, PR China
| | - Cheng Peng
- School of Pharmaceutical Sciences, Beijing Frontier Research Center for Biological Structure, and Key Laboratory of Bioorganic Phosphorus Chemistry & Chemical Biology (Ministry of Education), Tsinghua University, Beijing 100084, PR China
| | - Xuling Jiang
- School of Pharmaceutical Sciences, Beijing Frontier Research Center for Biological Structure, and Key Laboratory of Bioorganic Phosphorus Chemistry & Chemical Biology (Ministry of Education), Tsinghua University, Beijing 100084, PR China
| | - Feng Qian
- School of Pharmaceutical Sciences, Beijing Frontier Research Center for Biological Structure, and Key Laboratory of Bioorganic Phosphorus Chemistry & Chemical Biology (Ministry of Education), Tsinghua University, Beijing 100084, PR China.
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13
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Józwiak M, Bauer M, Kamysz W, Kleczkowska P. Multifunctionality and Possible Medical Application of the BPC 157 Peptide-Literature and Patent Review. Pharmaceuticals (Basel) 2025; 18:185. [PMID: 40005999 PMCID: PMC11859134 DOI: 10.3390/ph18020185] [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: 01/08/2025] [Revised: 01/23/2025] [Accepted: 01/28/2025] [Indexed: 02/27/2025] Open
Abstract
BPC 157, known as the "Body Protection Compound", is a pentadecapeptide isolated from human gastric juice that demonstrated its pleiotropic beneficial effects in various preclinical models mimicking medical conditions, such as tissue injury, inflammatory bowel disease, or even CNS disorders. Unlike many other drugs, BPC 157 has a desirable safety profile, since only a few side effects have been reported following its administration. Nevertheless, this compound was temporarily banned by the World Anti-Doping Agency (WADA) in 2022 (it is not currently listed as banned by the WADA). However, it has not been approved for use in standard medicine by the FDA and other global regulatory authorities due to the absence of sufficient and comprehensive clinical studies confirming its health benefits in humans. In this review, we summarize information on the biological activities of BPC 157, with particular reference to its mechanism of action and probable toxicity. This generated the attention of experts, as BPC 157 has been offered for sale on many websites. We also present recent interest in BPC 157 as reflected in a number of patent applications and granted patents.
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Affiliation(s)
- Michalina Józwiak
- Maria Sklodowska-Curie Medical Academy in Warsaw, 03-411 Warsaw, Poland;
| | - Marta Bauer
- Department of Analytical Chemistry, Faculty of Pharmacy, Medical University of Gdansk, 80-416 Gdansk, Poland
| | - Wojciech Kamysz
- Department of Inorganic Chemistry, Faculty of Pharmacy, Medical University of Gdansk, 80-416 Gdansk, Poland;
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14
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Rothstein A, Chorghade M, Ibrahim H, Ganesan A, Erhardt PW, Schnorrenberg G, Gruzman A. Evaluation of the Recent Dynamics for Funding Medicinal Chemistry Projects in Academia. Results of a Survey Conducted by IUPAC Division VII (Chemistry and Human Health). J Med Chem 2025. [PMID: 39879566 DOI: 10.1021/acs.jmedchem.4c01466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2025]
Abstract
Data collected from scholars across twenty-three countries over the past decade (2010-2019) reveals a 40% decrease in financial support for medicinal chemistry projects. The decline is especially notable among projects focused on small organic molecules. This drop in grants indicates a troubling trend that could jeopardize future drug development by undermining research in this crucial field. The reduction in funding not only affects ongoing research but also threatens the education and training of future medicinal chemists, potentially leading to a shortage of skilled professionals in the pharmaceutical industry. To counteract this negative trend, it is imperative for funding agencies, the pharmaceutical sector, and government bodies to take immediate action. Strengthening financial support is essential to sustain innovation in drug development and ensure the continued advancement of medicinal chemistry as a vital academic and practical discipline.
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Affiliation(s)
- Ayelet Rothstein
- Department of Chemistry, Faculty of the Exact Sciences, Bar-Ilan University, Ramat-Gan, 5290002, Israel
| | - Mukund Chorghade
- THINQ Pharma/Ayurvidya Health Care 7 Jones Court, Hillsborough, New Jersey 08844-4597, United States
| | - Hassan Ibrahim
- Pre-Treatment and Finishing of Cellulosic Fabrics Department. Textile Research and Technology Institute, National Research Centre (NRC), 33 El Bohouth St. (Former El Tahrir St.), Dokki, Giza, Egypt, P.O.12622
| | - A Ganesan
- School of Chemistry, Pharmacy & Pharmacology, University of East Anglia, Norwich NR4 7TJ, United Kingdom
| | - Paul W Erhardt
- Center for Drug Design and Development, Department of Medicinal Chemistry and Biological Chemistry, University of Toledo College of Pharmacy, 2801 W. Bancroft Ave., Toledo, Ohio 43606, United States
| | - Gerd Schnorrenberg
- Boehringer Ingelheim, Binger Strasse 173, Ingelheim am Rhein, 55216, Germany
| | - Arie Gruzman
- Department of Chemistry, Faculty of the Exact Sciences, Bar-Ilan University, Ramat-Gan, 5290002, Israel
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15
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Aery S, Crassous JJ, Dan A. Optical Detection of Proteins Using Microgel-Stabilized Pickering Liquid Crystal-in-Water Emulsions. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2025; 41:392-402. [PMID: 39748505 DOI: 10.1021/acs.langmuir.4c03668] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
Abstract
Herein, we present a novel liquid crystal (LC)-based sensing platform utilizing microgel-stabilized Pickering LC droplets dispersed in water for simple and label-free detection of proteins in an aqueous environment. This could be achieved by tailoring the surface of 4-cyano-4'-pentylbiphenyl (5CB) LC droplets dispersed in aqueous medium through the interfacial adsorption of poly(N-isopropylacrylamide) (PNIPAM) microgel particles, followed by the introduction of model surfactants, such as anionic sodium dodecyl sulfate and cationic dodecyltrimethylammonium bromide. These surfactant/microgel complex-coated LC droplets underwent a configurational transition from radial-to-bipolar under a polarized optical microscope, upon exposure to model proteins, namely bovine serum albumin and lysozyme. This transition stemmed from the interfacial adsorption of proteins, which was facilitated by their strong interaction with the preadsorbed microgel particles and surfactant molecules. The adsorption of proteins led to the disruption of the interfacial packing density of surfactant molecules, inducing a switch from homeotropic-to-planar surface anchoring of LCs within the droplets. In addition to providing remarkable Pickering stability to the LC droplets, the microgel coating significantly enhanced the sensitivity of the resulting emulsions to proteins. The dose-response behavior and detection limit of these modified LC droplets were strongly influenced by the microgel concentration, surfactant charge, pH of the medium, and the types of proteins. Notably, the droplets exhibited heightened responsiveness under conditions that favor attractive interactions between the proteins and interfacial surfactant molecules. Thus, this study opens avenues for engineering Pickering LC-based biosensors to discern biomolecular interactions, thereby facilitating various interfacial and sensing applications.
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Affiliation(s)
- Shikha Aery
- Department of Chemistry and Centre for Advanced Studies in Chemistry, Panjab University, Chandigarh 160014, India
- Institute of Physical Chemistry, RWTH Aachen University, Landoltweg 2, 52056 Aachen, Germany
| | - Jérôme J Crassous
- Institute of Physical Chemistry, RWTH Aachen University, Landoltweg 2, 52056 Aachen, Germany
| | - Abhijit Dan
- Department of Chemistry and Centre for Advanced Studies in Chemistry, Panjab University, Chandigarh 160014, India
- Department of Applied Chemistry, Maulana Abul Kalam Azad University of Technology, Simhat, Haringhata, West Bengal 741249, India
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16
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Quan Q, Li Y, Zhang Z, Van der Eycken EV, Cai L, Song L. Rh(III)-Catalyzed Double C-H Activation toward Peptide-Benzazepine Conjugates. Org Lett 2025; 27:482-487. [PMID: 39716031 DOI: 10.1021/acs.orglett.4c04498] [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: 12/25/2024]
Abstract
We herein report the efficient synthesis of peptide-benzazepine conjugates from Lys-based peptides and acroleins via Rh(III)-catalyzed double C-H activation. This reaction features mild reaction conditions, broad scope, high atom and step economies, and excellent chemo- and site selectivity. The synthetic utility of this strategy is further demonstrated by scale-up experiments and product derivatizations, including diverse late-stage ligations based on the aldehyde moiety. The preliminary biological activity studies show that peptide-benzazepine conjugates have good antifungal activities toward crop and forest pathogenic fungi.
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Affiliation(s)
- Qi Quan
- Jiangsu Provincial Key Lab for the Chemistry and Utilization of Agro-Forest Biomass, Jiangsu Co-Innovation Center of Efficient Processing and Utilization of Forest Resources, Jiangsu Key Lab of Biomass-Based Green Fuels and Chemicals, International Innovation Center for Forest Chemicals and Materials, College of Chemical Engineering, Nanjing Forestry University, Nanjing, Jiangsu 210037, China
| | - Yan Li
- Jiangsu Provincial Key Lab for the Chemistry and Utilization of Agro-Forest Biomass, Jiangsu Co-Innovation Center of Efficient Processing and Utilization of Forest Resources, Jiangsu Key Lab of Biomass-Based Green Fuels and Chemicals, International Innovation Center for Forest Chemicals and Materials, College of Chemical Engineering, Nanjing Forestry University, Nanjing, Jiangsu 210037, China
| | - Zhefan Zhang
- Jiangsu Provincial Key Lab for the Chemistry and Utilization of Agro-Forest Biomass, Jiangsu Co-Innovation Center of Efficient Processing and Utilization of Forest Resources, Jiangsu Key Lab of Biomass-Based Green Fuels and Chemicals, International Innovation Center for Forest Chemicals and Materials, College of Chemical Engineering, Nanjing Forestry University, Nanjing, Jiangsu 210037, China
| | - Erik V Van der Eycken
- Laboratory for Organic & Microwave-Assisted Chemistry (LOMAC), Department of Chemistry, KU Leuven, B-3001 Leuven, Belgium
- Peoples' Friendship University of Russia (RUDN University), Moscow 117198, Russia
| | - Lingchao Cai
- Jiangsu Provincial Key Lab for the Chemistry and Utilization of Agro-Forest Biomass, Jiangsu Co-Innovation Center of Efficient Processing and Utilization of Forest Resources, Jiangsu Key Lab of Biomass-Based Green Fuels and Chemicals, International Innovation Center for Forest Chemicals and Materials, College of Chemical Engineering, Nanjing Forestry University, Nanjing, Jiangsu 210037, China
| | - Liangliang Song
- Jiangsu Provincial Key Lab for the Chemistry and Utilization of Agro-Forest Biomass, Jiangsu Co-Innovation Center of Efficient Processing and Utilization of Forest Resources, Jiangsu Key Lab of Biomass-Based Green Fuels and Chemicals, International Innovation Center for Forest Chemicals and Materials, College of Chemical Engineering, Nanjing Forestry University, Nanjing, Jiangsu 210037, China
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17
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Cerutti JP, Diniz LA, Corrêa Santos V, Vilchez Larrea SC, Alonso GD, Ferreira RS, Quevedo MA, Dehaen W. Discovery of a Potent Triazole-Based Reversible Targeted Covalent Inhibitor of Cruzipain. ACS Med Chem Lett 2025; 16:72-79. [PMID: 39811116 PMCID: PMC11726379 DOI: 10.1021/acsmedchemlett.4c00460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2024] [Revised: 12/11/2024] [Accepted: 12/18/2024] [Indexed: 01/16/2025] Open
Abstract
Cruzipain (CZP) is an essential cysteine protease of Trypanosoma cruzi, the etiological agent of Chagas disease, and a promising druggable target. To date, no CZP inhibitors have reached clinical use, with research efforts mostly hampered by insufficient potency, limited target selectivity or lack of bioactivity translation from the isolated enzyme to the parasite in cellular environments. In this study, we report the design of SH-1, a 1,2,3-triazole-based targeted covalent inhibitor with nanomolar potency (IC50 = 28 nM) and null inhibition of human cathepsin L. SH-1 demonstrates bioactivity translation comparable to that of K777 (1-10 μM), a CZP inhibitor previously advanced to clinical trials. Experimental findings indicate that SH-1 forms a reversible covalent bond with Cys25 in CZP, while in silico and structure-activity relationship studies suggest that this interaction is guided by acid-base equilibrium dynamics. The potential of SH-1 for preclinical development is discussed alongside detailed structure-activity relationships for the further optimization of CZP inhibitors.
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Affiliation(s)
- Juan Pablo Cerutti
- Unidad
de Investigación y Desarrollo en Tecnología Farmacéutica
(UNITEFA-CONICET), Facultad de Ciencias Químicas, Universidad Nacional de Córdoba (FCQ-UNC), Córdoba 5000, Argentina
- Sustainable
Chemistry for Metals and Molecules, Department of Chemistry, KU Leuven, Leuven 3000, Belgium
| | - Lucas Abreu Diniz
- Departamento
de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte 31270-901, Brazil
| | - Viviane Corrêa Santos
- Departamento
de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte 31270-901, Brazil
- Department
of Chemistry, Grand Valley State University, 1 Campus Drive, Allendale, Michigan 49401, United States
| | | | - Guillermo Daniel Alonso
- Instituto
de Investigaciones en Ingeniería Genética y Biología
Molecular (INGEBI-CONICET), Buenos Aires 1428, Argentina
| | - Rafaela Salgado Ferreira
- Departamento
de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte 31270-901, Brazil
| | - Mario Alfredo Quevedo
- Unidad
de Investigación y Desarrollo en Tecnología Farmacéutica
(UNITEFA-CONICET), Facultad de Ciencias Químicas, Universidad Nacional de Córdoba (FCQ-UNC), Córdoba 5000, Argentina
| | - Wim Dehaen
- Sustainable
Chemistry for Metals and Molecules, Department of Chemistry, KU Leuven, Leuven 3000, Belgium
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18
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Ramasundaram M, Sohn H, Madhavan T. A bird's-eye view of the biological mechanism and machine learning prediction approaches for cell-penetrating peptides. Front Artif Intell 2025; 7:1497307. [PMID: 39839972 PMCID: PMC11747587 DOI: 10.3389/frai.2024.1497307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Accepted: 12/13/2024] [Indexed: 01/23/2025] Open
Abstract
Cell-penetrating peptides (CPPs) are highly effective at passing through eukaryotic membranes with various cargo molecules, like drugs, proteins, nucleic acids, and nanoparticles, without causing significant harm. Creating drug delivery systems with CPP is associated with cancer, genetic disorders, and diabetes due to their unique chemical properties. Wet lab experiments in drug discovery methodologies are time-consuming and expensive. Machine learning (ML) techniques can enhance and accelerate the drug discovery process with accurate and intricate data quality. ML classifiers, such as support vector machine (SVM), random forest (RF), gradient-boosted decision trees (GBDT), and different types of artificial neural networks (ANN), are commonly used for CPP prediction with cross-validation performance evaluation. Functional CPP prediction is improved by using these ML strategies by using CPP datasets produced by high-throughput sequencing and computational methods. This review focuses on several ML-based CPP prediction tools. We discussed the CPP mechanism to understand the basic functioning of CPPs through cells. A comparative analysis of diverse CPP prediction methods was conducted based on their algorithms, dataset size, feature encoding, software utilities, assessment metrics, and prediction scores. The performance of the CPP prediction was evaluated based on accuracy, sensitivity, specificity, and Matthews correlation coefficient (MCC) on independent datasets. In conclusion, this review will encourage the use of ML algorithms for finding effective CPPs, which will have a positive impact on future research on drug delivery and therapeutics.
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Affiliation(s)
- Maduravani Ramasundaram
- Department of Genetic Engineering, Computational Biology Lab, School of Bioengineering, SRM Institute of Science and Technology, SRM Nagar, Chennai, India
| | - Honglae Sohn
- Department of Chemistry and Department of Carbon Materials, Chosun University, Gwangju, Republic of Korea
| | - Thirumurthy Madhavan
- Department of Genetic Engineering, Computational Biology Lab, School of Bioengineering, SRM Institute of Science and Technology, SRM Nagar, Chennai, India
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19
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Ma T, Liu Y, Yu B, Sun X, Yao H, Hao C, Li J, Nawaz M, Jiang X, Lao X, Zheng H. DRAMP 4.0: an open-access data repository dedicated to the clinical translation of antimicrobial peptides. Nucleic Acids Res 2025; 53:D403-D410. [PMID: 39526377 PMCID: PMC11701585 DOI: 10.1093/nar/gkae1046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Revised: 10/11/2024] [Accepted: 10/21/2024] [Indexed: 11/16/2024] Open
Abstract
Antimicrobial peptides (AMPs) are potential candidates for treating multidrug-resistant bacterial infections, yet only a small number of them have progressed into clinical trials. The main challenges include the poor stability and hemolytic/cytotoxic properties of AMPs. Considering this, in the update of the Data Repository of Antimicrobial Peptides (DRAMP), a new annotation on serum and protease stability is added, and special efforts were made to update the hemolytic/cytotoxic information of AMPs. The DRAMP 4.0 currently holds 30 260 entries (8 001 newly added), consisting of 11 612 general entries, 17 886 patent entries, 96 clinical entries, 377 specific entries, 110 entries with stability data, and 179 expanded entries. A total of 2891 entries possess experimentally determined hemolytic activity information, while 2674 entries contain cytotoxicity data by experimental validation. The update also covers new annotations, statistics, categories, functions, and download links. DRAMP is available online at http://dramp.cpu-bioinfor.org/.
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Affiliation(s)
- Tianyue Ma
- School of Life Science and Technology, China Pharmaceutical University, Nanjing 211100, P.R. China
| | - Yanchao Liu
- School of Life Science and Technology, China Pharmaceutical University, Nanjing 211100, P.R. China
| | - Bingxin Yu
- School of Life Science and Technology, China Pharmaceutical University, Nanjing 211100, P.R. China
| | - Xin Sun
- School of Life Science and Technology, China Pharmaceutical University, Nanjing 211100, P.R. China
| | - Huiyuan Yao
- School of Life Science and Technology, China Pharmaceutical University, Nanjing 211100, P.R. China
| | - Chen Hao
- School of Life Science and Technology, China Pharmaceutical University, Nanjing 211100, P.R. China
| | - Jianhui Li
- School of Life Science and Technology, China Pharmaceutical University, Nanjing 211100, P.R. China
| | - Maryam Nawaz
- School of Life Science and Technology, China Pharmaceutical University, Nanjing 211100, P.R. China
| | - Xun Jiang
- Mudi Meng Honors College, China Pharmaceutical University, Nanjing 211100, P.R. China
| | - Xingzhen Lao
- School of Life Science and Technology, China Pharmaceutical University, Nanjing 211100, P.R. China
| | - Heng Zheng
- School of Life Science and Technology, China Pharmaceutical University, Nanjing 211100, P.R. China
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20
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Georgieva S, Todorov P, Tchekalarova J. Spinorphin Molecules as Opportunities for Incorporation into Spinorphin@AuNPs Conjugate Systems for Potential Sustained Targeted Delivery to the Brain. Pharmaceuticals (Basel) 2025; 18:53. [PMID: 39861116 PMCID: PMC11768570 DOI: 10.3390/ph18010053] [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: 12/03/2024] [Revised: 12/22/2024] [Accepted: 01/02/2025] [Indexed: 01/27/2025] Open
Abstract
Background: This study explores the potential for the synthesis of peptide nanosystems comprising spinorphin molecules (with rhodamine moiety: Rh-S, Rh-S5, and Rh-S6) conjugated with nanoparticles (AuNPs), specifically peptide Rh-S@AuNPs, peptide Rh-S5@AuNPs, and peptide Rh-S6@AuNPs, alongside a comparative analysis of the biological activities of free and conjugated peptides. The examination of the microstructural characteristics of the obtained peptide systems and their physicochemical properties constitutes a key focus of this study. Methods: Zeta (ζ) potential, Fourier transformation infrared (FTIR) spectroscopy, circular dichroism (CD), scanning electron microscopy (SEM-EDS), transmission electron microscopy (TEM), and UV-Vis spectrophotometry were employed to elucidate the structure-activity correlations of the peptide@nano AuNP systems. Results: The zeta potential values for all the Rh-S@AuNPs demonstrate that the samples are electrically stable and resistant to flocculation and coagulation. The absorption of energy quanta from UV-Vis radiation by the novel nanopeptide systems does not substantially influence the distinctive signal of AuNPs, which is situated at around 531 nm. The FTIR measurements indicate the signals associated with the unique functional groups of the peptides, whereas circular dichroism verifies the synthesis of the conjugated nanocomposites of the spinorphin@AuNP type. An analysis of the SEM and TEM data revealed that most AuNPs have a spherical morphology, with an average diameter of around 21.92 ± 6.89 nm. The results of the in vivo studies showed promising findings regarding the anticonvulsant properties of the nanocompounds, especially the Rh-S@AuNP formulation. Conclusions: All the nanocompounds tested demonstrated the ability to reduce generalized tonic-clonic seizures. This suggests that these formulations may effectively target the underlying neuronal hyperexcitability. In addition, the prepared Rh-S@AuNP formulations also showed anticonvulsant activity in the maximal electroshock test performed in mice, which was evident after systemic (intraperitoneal) administration. The study's findings indicate that conjugates can be synthesized via a straightforward process, rendering them potential therapeutic agents with biological activity.
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Affiliation(s)
- Stela Georgieva
- Department of Analytical Chemistry, University of Chemical Technology and Metallurgy, 1756 Sofia, Bulgaria
| | - Petar Todorov
- Department of Organic Chemistry, University of Chemical Technology and Metallurgy, 1756 Sofia, Bulgaria;
| | - Jana Tchekalarova
- Institute of Neurobiology, Bulgarian Academy of Sciences, 1113 Sofia, Bulgaria;
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21
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Zhang S, Fan S, He H, Zhu J, Murray L, Liang G, Ran S, Zhu YZ, Cryle MJ, He HY, Zhang Y. Cyclic natural product oligomers: diversity and (bio)synthesis of macrocycles. Chem Soc Rev 2025; 54:396-464. [PMID: 39584260 DOI: 10.1039/d2cs00909a] [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: 11/26/2024]
Abstract
Cyclic compounds are generally preferred over linear compounds for functional studies due to their enhanced bioavailability, stability towards metabolic degradation, and selective receptor binding. This has led to a need for effective cyclization strategies for compound synthesis and hence increased interest in macrocyclization mediated by thioesterase (TE) domains, which naturally boost the chemical diversity and bioactivities of cyclic natural products. Many non-ribosomal peptide synthetase (NRPS) and polyketide synthase (PKS) derived natural products are assembled to form cyclodimeric compounds, with these molecules possessing diverse structures and biological activities. There is significant interest in identifying the biosynthetic pathways that produce such molecules given the challenge that cyclodimerization represents from a biosynthetic perspective. In the last decade, many groups have pursued the characterization of TE domains and have provided new insights into this biocatalytic machinery: however, the enzymes involved in formation of cyclodimeric compounds have proven far more elusive. In this review we focus on natural products that involve macrocyclization in their biosynthesis and chemical synthesis, with an emphasis on the function and biosynthetic investigation on the special family of TE domains responsible for forming cyclodimeric natural products. We also introduce additional macrocyclization catalysts, including butelase and the CT-mediated cyclization of peptides, alongside the formation of cyclodipeptides mediated by cyclodipeptide synthases (CDPS) and single-module NRPSs. Due to the interdisciplinary nature of biosynthetic research, we anticipate that this review will prove valuable to synthetic chemists, drug discovery groups, enzymologists, and the biosynthetic community in general, and inspire further efforts to identify and exploit these biocatalysts for the formation of novel bioactive molecules.
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Affiliation(s)
- Songya Zhang
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
- Shenzhen Key Laboratory of Genome Manipulation and Biosynthesis, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
| | - Shuai Fan
- NHC Key Laboratory of Biotechnology for Microbial Drugs, Institute of Medicinal Biotechnology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100050, China
| | - Haocheng He
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
- Shenzhen Key Laboratory of Genome Manipulation and Biosynthesis, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
| | - Jing Zhu
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
- Shenzhen Key Laboratory of Genome Manipulation and Biosynthesis, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
| | - Lauren Murray
- Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, Monash University, Clayton, Victoria, 3800, Australia
- EMBL Australia, Monash University, Clayton, Victoria, 3800, Australia
- ARC Centre of Excellence for Innovations in Peptide and Protein Science, Monash University, Clayton, Victoria, 3800, Australia
| | - Gong Liang
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
- Shenzhen Key Laboratory of Genome Manipulation and Biosynthesis, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
| | - Shi Ran
- NHC Key Laboratory of Biotechnology for Microbial Drugs, Institute of Medicinal Biotechnology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100050, China
| | - Yi Zhun Zhu
- School of Pharmacy & State Key Lab. for the Quality Research in Chinese Medicine, Macau University of Science and Technology, Macau, China
| | - Max J Cryle
- Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, Monash University, Clayton, Victoria, 3800, Australia
- EMBL Australia, Monash University, Clayton, Victoria, 3800, Australia
- ARC Centre of Excellence for Innovations in Peptide and Protein Science, Monash University, Clayton, Victoria, 3800, Australia
| | - Hai-Yan He
- NHC Key Laboratory of Biotechnology for Microbial Drugs, Institute of Medicinal Biotechnology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100050, China
| | - Youming Zhang
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
- Helmholtz International Lab for Anti-infectives, Shandong University-Helmholtz Institute of Biotechnology, State Key Laboratory of Microbial Technology, Shandong University, Qingdao, Shandong 266237, China.
- Shenzhen Key Laboratory of Genome Manipulation and Biosynthesis, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
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22
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Cirilli M, Krause J, Gazzaniga A, Weitschies W, Cerea M, Rosenbaum C. Development of Novel Oral Delivery Systems Using Additive Manufacturing Technologies to Overcome Biopharmaceutical Challenges for Future Targeted Drug Delivery. Pharmaceutics 2024; 17:29. [PMID: 39861678 PMCID: PMC11768307 DOI: 10.3390/pharmaceutics17010029] [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: 11/22/2024] [Revised: 12/19/2024] [Accepted: 12/25/2024] [Indexed: 01/27/2025] Open
Abstract
Background/Objectives: The development of targeted drug delivery systems for active pharmaceutical ingredients with narrow absorption windows is crucial for improving their bioavailability. This study proposes a novel 3D-printed expandable drug delivery system designed to precisely administer drugs to the upper small intestine, where absorption is most efficient. The aim was to design, prototype, and evaluate the system's functionality for organ retention and targeted drug release. Methods: The system was created using 3D printing technologies, specifically FDM and SLA, with materials such as PLA and HPMC. The device was composed of matrices and springs, with different spring geometries (diameter, coil number, and cross-sectional shape) being tested for strength and flexibility. A gastro-resistant string was used to maintain the device in a compact configuration until it reached the neutral pH environment of the small intestine, where the string dissolved. The mechanical performance of the springs was evaluated using a texture analyzer, and the ability of the system to expand upon pH change was tested in simulated gastrointestinal conditions. Results: The results demonstrated that the system remained in the space-saving configuration for two hours under acidic conditions. Upon a pH change to 6.8, the system expanded as expected, with opening times of 5.5 ± 1.2 min for smaller springs and 2.5 ± 0.3 min for larger springs. The device was able to regain its expanded state, suggesting its potential for controlled drug release in the small intestine. Conclusions: This prototype represents a promising approach for targeted drug delivery to the upper small intestine, offering a potential alternative for drugs with narrow absorption windows. While the results are promising, further in vivo studies are necessary to assess the system's clinical potential and mechanical stability in real gastrointestinal conditions.
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Affiliation(s)
- Micol Cirilli
- Department of Pharmaceutical Sciences, University of Milan, GazzaLaB, via Giuseppe Colombo 71, 20133 Milan, Italy
| | - Julius Krause
- Department of Biopharmaceutics and Pharmaceutical Technology, Institute of Pharmacy, University of Greifswald, Felix-Hausdorff-Strasse 3, 17489 Greifswald, Germany
| | - Andrea Gazzaniga
- Department of Pharmaceutical Sciences, University of Milan, GazzaLaB, via Giuseppe Colombo 71, 20133 Milan, Italy
| | - Werner Weitschies
- Department of Biopharmaceutics and Pharmaceutical Technology, Institute of Pharmacy, University of Greifswald, Felix-Hausdorff-Strasse 3, 17489 Greifswald, Germany
| | - Matteo Cerea
- Department of Pharmaceutical Sciences, University of Milan, GazzaLaB, via Giuseppe Colombo 71, 20133 Milan, Italy
| | - Christoph Rosenbaum
- Department of Biopharmaceutics and Pharmaceutical Technology, Institute of Pharmacy, University of Greifswald, Felix-Hausdorff-Strasse 3, 17489 Greifswald, Germany
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23
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Wang D, Zhang M, Wan J, Liu H, Wang Y, Yang R, Wu Y, Bao D, Chen H, Zou G, Zhao Y. Enhancing Digestibility and Intestinal Peptide Release of Pleurotus eryngii Protein: An Enzymatic Approach. J Fungi (Basel) 2024; 10:890. [PMID: 39728386 DOI: 10.3390/jof10120890] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2024] [Revised: 12/18/2024] [Accepted: 12/20/2024] [Indexed: 12/28/2024] Open
Abstract
Pleurotus eryngii is a tasty and low-calorie mushroom containing abundant high-quality protein. This study aims to improve the digestibility of P. eryngii protein (PEP) and hence to facilitate its development as a healthy alternative protein. The extracted PEP was pretreated with 1000-5000 U of papain, neutral protease and alkaline protease. The Chyme collected from in vitro simulated gastrointestinal digestion was analyzed by fluorescence microscopy and protein particle analyzer, and the endpoint profiles of peptides and amino acids were determined by UHPLC-MS/MS and NanoLC-MS/MS. The particle size curve and fluorescence microscopy images jointly supported that protease hydrolysis improved decomposition and dispersion of PEP during digestion, particularly in the gastric phase. The impact on Zeta potential was minimal. Proteases effectively increased the abundance of amino acids after digestion, particularly L-isomer Lys and Arg Maximum release was achieved when pretreated with 5000 U of alkaline protease, reaching 7.54 times that of control. Pretreatments by proteases also notably increased digestive yields of 16,736-19,870 peptides, with the maximum reaching 1.70 times that of the control, which mainly consisted of small peptides composed of 7-15 amino acids with molecular weight below 800 Da. The findings indicated that protease hydrolysis, especially pretreatment with 5000 U of alkaline protease, effectively enhanced the digestibility of PEP, which shed light on providing enzymatic approaches for improving bioavailability and developing healthy fungal proteins.
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Affiliation(s)
- Dandan Wang
- College of Food Sciences and Technology, Shanghai Ocean University, Shanghai 201306, China
- National Engineering Research Center of Edible Fungi, Key Laboratory of Applied Mycological Resources and Utilization, Ministry of Agriculture, Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, Shanghai 201403, China
| | - Meng Zhang
- College of Food Sciences and Technology, Shanghai Ocean University, Shanghai 201306, China
- National Engineering Research Center of Edible Fungi, Key Laboratory of Applied Mycological Resources and Utilization, Ministry of Agriculture, Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, Shanghai 201403, China
| | - Jianing Wan
- National Engineering Research Center of Edible Fungi, Key Laboratory of Applied Mycological Resources and Utilization, Ministry of Agriculture, Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, Shanghai 201403, China
| | - Haiquan Liu
- College of Food Sciences and Technology, Shanghai Ocean University, Shanghai 201306, China
| | - Ying Wang
- National Engineering Research Center of Edible Fungi, Key Laboratory of Applied Mycological Resources and Utilization, Ministry of Agriculture, Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, Shanghai 201403, China
| | - Ruiheng Yang
- National Engineering Research Center of Edible Fungi, Key Laboratory of Applied Mycological Resources and Utilization, Ministry of Agriculture, Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, Shanghai 201403, China
| | - Yingying Wu
- National Engineering Research Center of Edible Fungi, Key Laboratory of Applied Mycological Resources and Utilization, Ministry of Agriculture, Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, Shanghai 201403, China
| | - Dapeng Bao
- National Engineering Research Center of Edible Fungi, Key Laboratory of Applied Mycological Resources and Utilization, Ministry of Agriculture, Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, Shanghai 201403, China
| | - Hongyu Chen
- National Engineering Research Center of Edible Fungi, Key Laboratory of Applied Mycological Resources and Utilization, Ministry of Agriculture, Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, Shanghai 201403, China
| | - Gen Zou
- National Engineering Research Center of Edible Fungi, Key Laboratory of Applied Mycological Resources and Utilization, Ministry of Agriculture, Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, Shanghai 201403, China
| | - Yong Zhao
- College of Food Sciences and Technology, Shanghai Ocean University, Shanghai 201306, China
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24
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Wang F, Wang Y, Feng L, Zhang C, Lai L. Target-Specific De Novo Peptide Binder Design with DiffPepBuilder. J Chem Inf Model 2024; 64:9135-9149. [PMID: 39266056 DOI: 10.1021/acs.jcim.4c00975] [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: 09/14/2024]
Abstract
Despite the exciting progress in target-specific de novo protein binder design, peptide binder design remains challenging due to the flexibility of peptide structures and the scarcity of protein-peptide complex structure data. In this study, we curated a large synthetic data set, referred to as PepPC-F, from the abundant protein-protein interface data and developed DiffPepBuilder, a de novo target-specific peptide binder generation method that utilizes an SE(3)-equivariant diffusion model trained on PepPC-F to codesign peptide sequences and structures. DiffPepBuilder also introduces disulfide bonds to stabilize the generated peptide structures. We tested DiffPepBuilder on 30 experimentally verified strong peptide binders with available protein-peptide complex structures. DiffPepBuilder was able to effectively recall the native structures and sequences of the peptide ligands and to generate novel peptide binders with improved binding free energy. We subsequently conducted de novo generation case studies on three targets. In both the regeneration test and case studies, DiffPepBuilder outperformed AfDesign and RFdiffusion coupled with ProteinMPNN, in terms of sequence and structure recall, interface quality, and structural diversity. Molecular dynamics simulations confirmed that the introduction of disulfide bonds enhanced the structural rigidity and binding performance of the generated peptides. As a general peptide binder de novo design tool, DiffPepBuilder can be used to design peptide binders for given protein targets with three-dimensional and binding site information.
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Affiliation(s)
- Fanhao Wang
- Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
| | - Yuzhe Wang
- Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
| | - Laiyi Feng
- Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
| | - Changsheng Zhang
- BNLMS, College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China
| | - Luhua Lai
- Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
- BNLMS, College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China
- Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
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25
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Vendrell RC, Ajagekar A, Bergman MT, Hall CK, You F. Designing microplastic-binding peptides with a variational quantum circuit-based hybrid quantum-classical approach. SCIENCE ADVANCES 2024; 10:eadq8492. [PMID: 39693432 DOI: 10.1126/sciadv.adq8492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Accepted: 11/12/2024] [Indexed: 12/20/2024]
Abstract
De novo peptide design exhibits great potential in materials engineering, particularly for the use of plastic-binding peptides to help remediate microplastic pollution. There are no known peptide binders for many plastics-a gap that can be filled with de novo design. Current computational methods for peptide design exhibit limitations in sampling and scaling that could be addressed with quantum computing. Hybrid quantum-classical methods can leverage complementary strengths of near-term quantum algorithms and classical techniques for complex tasks like peptide design. This work introduces a hybrid quantum-classical generative framework for designing plastic-binding peptides combining variational quantum circuits with a variational autoencoder network. We demonstrate the framework's effectiveness in generating peptide candidates, evaluate its efficiency for property-oriented design, and validate the candidates with molecular dynamics simulations. This quantum computing-based approach could accelerate the development of biomolecular tools for environmental and biomedical applications while advancing the study of biomolecular systems through quantum technologies.
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Affiliation(s)
- Raul Conchello Vendrell
- Institute for Theoretical Physics, ETH Zurich, Zurich 8093, Switzerland
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Akshay Ajagekar
- Systems Engineering, College of Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Michael T Bergman
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27606, USA
| | - Carol K Hall
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27606, USA
| | - Fengqi You
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14853, USA
- Systems Engineering, College of Engineering, Cornell University, Ithaca, NY 14853, USA
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26
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Mazloomi N, Safari B, Can Karaca A, Karimzadeh L, Moghadasi S, Ghanbari M, Assadpour E, Sarabandi K, Jafari SM. Loading bioactive peptides within different nanocarriers to enhance their functionality and bioavailability; in vitro and in vivo studies. Adv Colloid Interface Sci 2024; 334:103318. [PMID: 39433020 DOI: 10.1016/j.cis.2024.103318] [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: 05/01/2024] [Revised: 10/16/2024] [Accepted: 10/17/2024] [Indexed: 10/23/2024]
Abstract
A hydrolyzed protein is a blend of peptides and amino acids which is the result of hydrolysis by enzymes, acids or alkalis. The Bioactive Peptides (BPs) show important biological roles including antioxidant, antimicrobial, anti-diabetic, anti-cancer, and anti-hypertensive effects, as well as positive effects on the immune, nervous, and digestive systems. Despite the benefits of BPs, challenges such as undesired organoleptic properties, solubility profile, chemical instability, and low bioavailability limit their use in functional food formulations and dietary supplements. Nanocarriers have emerged as a promising solution for overcoming these challenges by improving the stability, solubility, resistance to gastric digestion, and bioavailability, allowing for the targeted and controlled delivery, and reduction or masking of the undesirable flavor of BPs. This study reviews the recent scientific accomplishments concerning the loading of BPs into various nanocarriers including lipid, carbohydrate and protein based-nanocarriers. A special emphasis is given to their application in food formulations in accordance to the challenges associated with their use.
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Affiliation(s)
- Narges Mazloomi
- Department of Nutritional Sciences, School of Health, Mazandaran University of Medical Sciences, Sari, Iran; The Health of Plant and Livestock Products Research Center, Mazandaran University of Medical Sciences, Sari, Iran
| | - Barbod Safari
- School of Literature and Humanities, Kharazmi University, Tehran, Iran
| | - Asli Can Karaca
- Department of Food Engineering, Faculty of Chemical and Metallurgical Engineering, Istanbul Technical University, 34469 Istanbul, Turkey
| | - Laleh Karimzadeh
- The Health of Plant and Livestock Products Research Center, Mazandaran University of Medical Sciences, Sari, Iran; Food and Drug Administration, Mazandaran University of Medical Sciences, Sari, Iran
| | - Shokufeh Moghadasi
- The Health of Plant and Livestock Products Research Center, Mazandaran University of Medical Sciences, Sari, Iran
| | - Masoud Ghanbari
- The Health of Plant and Livestock Products Research Center, Mazandaran University of Medical Sciences, Sari, Iran; Food and Drug Administration, Mazandaran University of Medical Sciences, Sari, Iran
| | - Elham Assadpour
- Food and Bio-Nanotech International Research Center (Fabiano), Gorgan University of Agricultural Sciences and Natural Resources, Gorgan, Iran; Food Industry Research Co., Gorgan, Iran
| | - Khashayar Sarabandi
- Department of Food Chemistry, Research Institute of Food Science and Technology (RIFST), Mashhad, Iran.
| | - Seid Mahdi Jafari
- Department of Food Materials and Process Design Engineering, Gorgan University of Agricultural Sciences and Natural Resources, Gorgan, Iran; Halal Research Center of IRI, Iran Food and Drug Administration, Ministry of Health and Medical Education, Tehran, Iran.
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27
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Basith S, Sangaraju VK, Manavalan B, Lee G. mHPpred: Accurate identification of peptide hormones using multi-view feature learning. Comput Biol Med 2024; 183:109297. [PMID: 39442438 DOI: 10.1016/j.compbiomed.2024.109297] [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: 08/20/2024] [Revised: 10/04/2024] [Accepted: 10/15/2024] [Indexed: 10/25/2024]
Abstract
Peptide hormones were first used in medicine in the early 20th century, with the pivotal event being the isolation and purification of insulin in 1921. These hormones are integral to a sophisticated system that emerged early in evolution to regulate growth, development, and homeostasis. They serve as targeted signaling molecules that transfer specific information between cells and organs, ensuring coordinated and precise physiological responses. While experimental methods for identifying peptide hormones present challenges such as low abundance, stability issues, and complexity, computational methods offer promising alternatives. Advances in machine learning and bioinformatics have facilitated the prediction of peptide hormones, further enhancing their therapeutic potential. In this study, we explored three different computational frameworks for peptide hormone identification and determined that the meta-approach was the most suitable. Firstly, we evaluated the discriminative power of 26 feature descriptors using a series of baseline models and identified seven feature descriptors with high predictive potential. Through a systematic approach, we then selected the top 20 performing baseline models and integrated their predicted probabilities to train a meta-model, leveraging the strengths of multiple prediction strategies. Our final light gradient boosting-based meta-model, mHPpred, significantly outperformed the existing method, HOPPred, on both benchmarking and independent datasets. Notably, mHPpred also demonstrated superior performance compared to the hybrid and integrative framework approaches employed in this study. This superiority demonstrates the effectiveness of our multi-view feature learning strategy in capturing discriminative features and providing a more accurate prediction model for peptide hormones. mHPpred is publicly accessible at: https://balalab-skku.org/mHPpred.
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Affiliation(s)
- Shaherin Basith
- Department of Physiology, Ajou University School of Medicine, Suwon, 16499, Republic of Korea.
| | - Vinoth Kumar Sangaraju
- Department of Integrative Biotechnology, College of Biotechnology and Bioengineering, Sungkyunkwan University, Suwon, 16419, Republic of Korea
| | - Balachandran Manavalan
- Department of Integrative Biotechnology, College of Biotechnology and Bioengineering, Sungkyunkwan University, Suwon, 16419, Republic of Korea.
| | - Gwang Lee
- Department of Physiology, Ajou University School of Medicine, Suwon, 16499, Republic of Korea; Department of Molecular Science and Technology, Ajou University, Suwon, 16499, Republic of Korea.
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28
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Al Musaimi O. Lasso peptides realm: Insights and applications. Peptides 2024; 182:171317. [PMID: 39489300 DOI: 10.1016/j.peptides.2024.171317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2024] [Revised: 10/05/2024] [Accepted: 10/29/2024] [Indexed: 11/05/2024]
Abstract
Lasso peptides exhibit a range of bioactivities, including antiviral effects, inhibition of the glucagon receptor, blockade of the endothelin type B receptor, inhibition of myosin light chain kinase, and modulation of the atrial natriuretic factor, as well as notable antimicrobial properties. Intriguingly, lasso peptides exhibit remarkable proteolytic and thermal stability, addressing one of the key challenges that traditional peptides often face. The challenge in producing those valuable peptides remains the main hurdle in the way of producing larger quantities or even modifying them with more potent analogues. Genome mining and heterologous expression approaches have greatly facilitated the production of lasso peptides, moving beyond mere isolation techniques. This advancement not only allows for larger quantities but also enables the creation of additional analogues with improved stability and potency. This review aims to explore the unique bioactivities and stability of lasso peptides, along with recent advancements in genome mining and heterologous expression that address production challenges and open pathways for engineering potent analogues.
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Affiliation(s)
- Othman Al Musaimi
- School of Pharmacy, Newcastle University, Newcastle upon Tyne UK NE1 7RU, UK; Department of Chemical Engineering, Imperial College London, London SW7 2AZ, UK.
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29
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Kubyshkin V, Mykhailiuk PK. Proline Analogues in Drug Design: Current Trends and Future Prospects. J Med Chem 2024; 67:20022-20055. [PMID: 39605166 DOI: 10.1021/acs.jmedchem.4c01987] [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: 11/29/2024]
Abstract
Proline analogues are versatile chemical building blocks that enable modular construction of small-molecule drugs and pharmaceutical peptides. Over the past 15 years, the FDA has approved over 15 drugs containing proline analogues in their structures, five in the last three years alone (daridorexant, trofinetide, nirmatrelvir, rezafungin, danicopan). This perspective offers an analysis of the most common types of proline analogues currently trending in drug design. We focus on examples of fluoroprolines, α-methylproline, bicyclic proline analogues, and aminoprolines, while also highlighting proline analogues that remain underrepresented. We supplement our analysis with physicochemical information regarding the specific molecular properties of these moieties. Additionally, we discuss several intriguing cases where nonproline residues were replaced with proline analogues as a strategy to eliminate unwanted hydrogen bond donor sites. In conclusion, we present some suggestions for the future exploration of this promising class of molecular entities in drug discovery.
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30
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Bauer M, Glowacka M, Kamysz W, Kleczkowska P. Marine Peptides: Potential Basic Structures for the Development of Hybrid Compounds as Multitarget Therapeutics for the Treatment of Multifactorial Diseases. Int J Mol Sci 2024; 25:12601. [PMID: 39684313 PMCID: PMC11641501 DOI: 10.3390/ijms252312601] [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: 10/27/2024] [Revised: 11/19/2024] [Accepted: 11/21/2024] [Indexed: 12/18/2024] Open
Abstract
Marine-derived peptides display potent antihypertensive, antioxidant, analgesic and antimicrobial biological effects. Some of them have also been found to have anticancer activity via various mechanisms differing from those of continental organisms. This diversity of properties-together with the peptides' efficacy, which has been confirmed in several in vitro and in vivo studies-make these compounds attractive as functional ingredients in pharmacy, especially in regard to multitarget drugs known as hybrids. Given the possibilities offered by chimeric structures, it is expected that a hybridization strategy based on a marine-derived compound could result in a long-awaited success in the development of new effective compounds to combat a range of complex diseases. However, despite the fact that the biological activity of such new hybrids may exceed that of their parent compounds, there is still an urgent need to carefully determine their potential off-targets and thus possible clinically important side effects. Given the above, the aim of this paper is to provide information on compounds of marine origin with peptide structures and to verify the occurrence and usage of hybrid compounds built from these structures. Furthermore, the authors believe that information presented here will serve to increase public awareness of the new opportunities arising from the combination of hybridization strategies with marine molecules with known structures and biological properties, thereby accelerating the development of effective drug candidates.
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Affiliation(s)
- Marta Bauer
- Department of Analytical Chemistry, Faculty of Pharmacy, Medical University of Gdansk, 80-416 Gdansk, Poland
| | - Magdalena Glowacka
- Institute of Psychology and Human Sciences, WSEI Academy, 20-209 Lublin, Poland;
| | - Wojciech Kamysz
- Department of Inorganic Chemistry, Faculty of Pharmacy, Medical University of Gdansk, 80-416 Gdansk, Poland;
| | - Patrycja Kleczkowska
- Institute of Psychology and Human Sciences, WSEI Academy, 20-209 Lublin, Poland;
- Maria Sklodowska-Curie Medical Academy in Warsaw, 03-411 Warsaw, Poland
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31
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Vrbnjak K, Sewduth RN. Recent Advances in Peptide Drug Discovery: Novel Strategies and Targeted Protein Degradation. Pharmaceutics 2024; 16:1486. [PMID: 39598608 PMCID: PMC11597556 DOI: 10.3390/pharmaceutics16111486] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Revised: 11/19/2024] [Accepted: 11/20/2024] [Indexed: 11/29/2024] Open
Abstract
Recent technological advancements, including computer-assisted drug discovery, gene-editing techniques, and high-throughput screening approaches, have greatly expanded the palette of methods for the discovery of peptides available to researchers. These emerging strategies, driven by recent advances in bioinformatics and multi-omics, have significantly improved the efficiency of peptide drug discovery when compared with traditional in vitro and in vivo methods, cutting costs and improving their reliability. An added benefit of peptide-based drugs is the ability to precisely target protein-protein interactions, which are normally a particularly challenging aspect of drug discovery. Another recent breakthrough in this field is targeted protein degradation through proteolysis-targeting chimeras. These revolutionary compounds represent a noteworthy advancement over traditional small-molecule inhibitors due to their unique mechanism of action, which allows for the degradation of specific proteins with unprecedented specificity. The inclusion of a peptide as a protein-of-interest-targeting moiety allows for improved versatility and the possibility of targeting otherwise undruggable proteins. In this review, we discuss various novel wet-lab and computational multi-omic methods for peptide drug discovery, provide an overview of therapeutic agents discovered through these cutting-edge techniques, and discuss the potential for the therapeutic delivery of peptide-based drugs.
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Affiliation(s)
- Katarina Vrbnjak
- VIB-KU Leuven Center for Cancer Biology (VIB), 3000 Leuven, Belgium
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32
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Frantzeskos SA, Biggs MA, Banerjee IA. Exploring the Potential of Biomimetic Peptides in Targeting Fibrillar and Filamentous Alpha-Synuclein-An In Silico and Experimental Approach to Parkinson's Disease. Biomimetics (Basel) 2024; 9:705. [PMID: 39590277 PMCID: PMC11591946 DOI: 10.3390/biomimetics9110705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2024] [Revised: 11/09/2024] [Accepted: 11/12/2024] [Indexed: 11/28/2024] Open
Abstract
Alpha-synuclein (ASyn) is a protein that is known to play a critical role in Parkinson's disease (PD) due to its propensity for misfolding and aggregation. Furthermore, this process leads to oxidative stress and the formation of free radicals that cause neuronal damage. In this study, we have utilized a biomimetic approach to design new peptides derived from marine natural resources. The peptides were designed using a peptide scrambling approach where antioxidant moieties were combined with fibrillary inhibition motifs in order to design peptides that would have a dual targeting effect on ASyn misfolding. Of the 20 designed peptides, 12 were selected for examining binding interactions through molecular docking and molecular dynamics approaches, which revealed that the peptides were binding to the pre-NAC and NAC (non-amyloid component) domain residues such as Tyr39, Asn65, Gly86, and Ala85, among others. Because ASyn filaments derived from Lewy body dementia (LBD) have a different secondary structure compared to pathogenic ASyn fibrils, both forms were tested computationally. Five of those peptides were utilized for laboratory validation based on those results. The binding interactions with fibrils were confirmed using surface plasmon resonance studies, where EQALMPWIWYWKDPNGS, PYYYWKDPNGS, and PYYYWKELAQM showed higher binding. Secondary structural analyses revealed their ability to induce conformational changes in ASyn fibrils. Additionally, PYYYWKDPNGS and PYYYWKELAQM also demonstrated antioxidant properties. This study provides insight into the binding interactions of varying forms of ASyn implicated in PD. The peptides may be further investigated for mitigating fibrillation at the cellular level and may have the potential to target ASyn.
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Affiliation(s)
| | | | - Ipsita A. Banerjee
- Department of Chemistry and Biochemistry, Fordham University, 441 East Fordham Road, Bronx, NY 10458, USA; (S.A.F.); (M.A.B.)
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33
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Fan S, Chen Y, Wang W, Xu W, Tian M, Liu Y, Zhou Y, Liu D, Xia Q, Dong L. Pharmacological and Biological Targeting of FGFR1 in Cancer. Curr Issues Mol Biol 2024; 46:13131-13150. [PMID: 39590377 PMCID: PMC11593329 DOI: 10.3390/cimb46110783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2024] [Revised: 11/13/2024] [Accepted: 11/15/2024] [Indexed: 11/28/2024] Open
Abstract
FGFR1 is a key member of the fibroblast growth factor receptor family, mediating critical signaling pathways such as RAS-MAPK and PI3K-AKT. which are integral to regulating essential cellular processes, including proliferation, differentiation, and survival. Alterations in FGFR1 can lead to constitutive activation of signaling pathways that drive oncogenesis by promoting uncontrolled cell division, inhibiting apoptosis, and enhancing the metastatic potential of cancer cells. This article reviews the activation mechanisms and signaling pathways of FGFR1 and provides a detailed exposition of the types of FGFR1 aberration. Furthermore, we have compiled a comprehensive overview of current therapies targeting FGFR1 aberration in cancer, aiming to offer new perspectives for future cancer treatments by focusing on drugs that address specific FGFR1 alterations.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Qin Xia
- State Key Laboratory of Molecular Medicine and Biological Diagnosis and Treatment (Ministry of Industry and Information Technology), School of Life Science, Beijing Institute of Technology, Beijing 100081, China; (S.F.); (Y.C.); (W.W.); (W.X.); (M.T.); (Y.L.); (Y.Z.); (D.L.)
| | - Lei Dong
- State Key Laboratory of Molecular Medicine and Biological Diagnosis and Treatment (Ministry of Industry and Information Technology), School of Life Science, Beijing Institute of Technology, Beijing 100081, China; (S.F.); (Y.C.); (W.W.); (W.X.); (M.T.); (Y.L.); (Y.Z.); (D.L.)
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34
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Yau AWN, Chu SYC, Yap WH, Wong CL, Chia AYY, Tang YQ. Phage display screening in breast cancer: From peptide discovery to clinical applications. Life Sci 2024; 357:123077. [PMID: 39332485 DOI: 10.1016/j.lfs.2024.123077] [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: 07/16/2024] [Revised: 09/19/2024] [Accepted: 09/23/2024] [Indexed: 09/29/2024]
Abstract
Breast cancer is known as the most common type of cancer found in women and a leading cause of cancer death in women, with the global incidence only increasing. Breast cancer in Malaysia is also unfortunately the most prevalent in Malaysian women. Many treatment options are available for breast cancer, but there is increasing resistance developed against treatment and increased recurrence risk, emphasizing the need for new treatment options. This review will focus on the applications of phage display screening in the context of breast cancer. Phage display screening can facilitate the drug discovery process by providing rapid screening and isolation of peptides that bind to targets of interest with high specificity. Peptides derived from phage display target various types of proteins involved in breast cancer, including HER2, C5AR1, p53 and PRDM14, either for therapeutic or diagnostic purposes. Different approaches were employed as well to produce potential peptides using radiolabelling and conjugation techniques. Promising results were reported for in vitro and in vivo studies utilizing peptides derived from phage display screening. Further optimization of the protocols and factors to consider are required to mitigate the challenges involved with phage display screening of peptides for breast cancer diagnosis and treatment.
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Affiliation(s)
- Ashlyn Wen Ning Yau
- School of Bioscience, Faculty of Health and Medical Sciences, Taylor's University, 47500 Subang Jaya, Selangor Darul Ehsan, Malaysia
| | - Sylvester Yee Chun Chu
- School of Bioscience, Faculty of Health and Medical Sciences, Taylor's University, 47500 Subang Jaya, Selangor Darul Ehsan, Malaysia
| | - Wei Hsum Yap
- School of Bioscience, Faculty of Health and Medical Sciences, Taylor's University, 47500 Subang Jaya, Selangor Darul Ehsan, Malaysia
| | - Chuan Loo Wong
- School of Bioscience, Faculty of Health and Medical Sciences, Taylor's University, 47500 Subang Jaya, Selangor Darul Ehsan, Malaysia; Digital Health and Medical Advancement Impact lab, Taylor's University, 47500 Subang Jaya, Selangor Darul Ehsan, Malaysia
| | - Adeline Yoke Yin Chia
- School of Bioscience, Faculty of Health and Medical Sciences, Taylor's University, 47500 Subang Jaya, Selangor Darul Ehsan, Malaysia; Digital Health and Medical Advancement Impact lab, Taylor's University, 47500 Subang Jaya, Selangor Darul Ehsan, Malaysia
| | - Yin-Quan Tang
- School of Bioscience, Faculty of Health and Medical Sciences, Taylor's University, 47500 Subang Jaya, Selangor Darul Ehsan, Malaysia; Digital Health and Medical Advancement Impact lab, Taylor's University, 47500 Subang Jaya, Selangor Darul Ehsan, Malaysia.
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Dey S, Seyfert CE, Fink-Straube C, Kany AM, Müller R, Sankaran S. Thermo-amplifier circuit in probiotic E. coli for stringently temperature-controlled release of a novel antibiotic. J Biol Eng 2024; 18:66. [PMID: 39533331 PMCID: PMC11559228 DOI: 10.1186/s13036-024-00463-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2024] [Accepted: 10/30/2024] [Indexed: 11/16/2024] Open
Abstract
Peptide drugs have seen rapid advancement in biopharmaceutical development, with over 80 candidates approved globally. Despite their therapeutic potential, the clinical translation of peptide drugs is hampered by challenges in production yields and stability. Engineered bacterial therapeutics is a unique approach being explored to overcome these issues by using bacteria to produce and deliver therapeutic compounds at the body site of use. A key advantage of this technology is the possibility to control drug delivery within the body in real time using genetic switches. However, the performance of such genetic switches suffers when used to control drugs that require post-translational modifications or are toxic to the host. In this study, these challenges were experienced when attempting to establish a thermal switch for the production of a ribosomally synthesized and post-translationally modified peptide antibiotic, darobactin, in probiotic E. coli. These challenges were overcome by developing a thermo-amplifier circuit that combined the thermal switch with a T7 RNA Polymerase. Due to the orthogonality of the Polymerase, this strategy overcame limitations imposed by the host transcriptional machinery. This circuit enabled production of pathogen-inhibitory levels of darobactin at 40 °C while maintaining leakiness below the detection limit at 37 °C. Furthermore, the thermo-amplifier circuit sustained gene expression beyond the thermal induction duration such that with only 2 h of induction, the bacteria were able to produce pathogen-inhibitory levels of darobactin. This performance was maintained even in physiologically relevant simulated conditions of the intestines that include bile salts and low nutrient levels.
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Affiliation(s)
- Sourik Dey
- INM - Leibniz Institute for New Materials, Campus D2 2, 66123, Saarbrücken, Germany
| | - Carsten E Seyfert
- Microbial Natural Products, Helmholtz Institute for Pharmaceutical Research Saarland (HIPS), Helmholtz Centre for Infection Research (HZI), Saarbrücken, Germany
- Department of Pharmacy, Saarland University, Campus Building E8.1, 66123, Saarbrücken, Germany
- German Centre for Infection Research (DZIF), Partner Site Hannover, Brunswick, Germany
| | - Claudia Fink-Straube
- INM - Leibniz Institute for New Materials, Campus D2 2, 66123, Saarbrücken, Germany
| | - Andreas M Kany
- Microbial Natural Products, Helmholtz Institute for Pharmaceutical Research Saarland (HIPS), Helmholtz Centre for Infection Research (HZI), Saarbrücken, Germany
- Department of Pharmacy, Saarland University, Campus Building E8.1, 66123, Saarbrücken, Germany
- German Centre for Infection Research (DZIF), Partner Site Hannover, Brunswick, Germany
| | - Rolf Müller
- Microbial Natural Products, Helmholtz Institute for Pharmaceutical Research Saarland (HIPS), Helmholtz Centre for Infection Research (HZI), Saarbrücken, Germany
- Department of Pharmacy, Saarland University, Campus Building E8.1, 66123, Saarbrücken, Germany
- German Centre for Infection Research (DZIF), Partner Site Hannover, Brunswick, Germany
| | - Shrikrishnan Sankaran
- INM - Leibniz Institute for New Materials, Campus D2 2, 66123, Saarbrücken, Germany.
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Kohler A, Jülke EM, Stichel J, Beck-Sickinger AG. Comparison of Protocols to Test Peptide Stability in Blood Plasma and Cell Culture Supernatants. ACS Pharmacol Transl Sci 2024; 7:3618-3625. [PMID: 39539263 PMCID: PMC11555501 DOI: 10.1021/acsptsci.4c00503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2024] [Revised: 09/21/2024] [Accepted: 09/30/2024] [Indexed: 11/16/2024]
Abstract
Due to their high specificity, peptides are promising candidates in drug development, but fast degradation often limits their biological activity. Thus, a short half-life is one of the major challenges in the development of new peptide therapeutics. Moreover, the enzymatic cleavage of peptides can be a reason for misleading results in biological assays. Peptide stability assays typically consist of incubation, precipitation, and detection steps. However, the current methods differ greatly regarding these three steps, thus limiting the compatibility. Here, we systematically evaluate different parameters of peptide stability assays. First, we quantified and compared the analyte loss during the precipitation of plasma proteins. Especially, broadly used precipitation by strong acids was found to be unsuitable, while mixtures of organic solvents preserved more peptides for further analysis. Next, the stability of four fluorescently labeled model peptides was analyzed in blood plasma and two different cell culture supernatants. Strong variation in the degradation dynamics and patterns was found. Finally, we evaluated the role of fluorescent labeling on peptide stability and compared results to peptides with isotopic labels, underlining the individual advantages of both methods. Altogether, the data provide important parameters for analyzing and comparing the peptide stability.
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Affiliation(s)
- Anna Kohler
- Institute of Biochemistry,
Faculty of Life Sciences, Leipzig University, 04103 Leipzig, Germany
| | - Eva-Maria Jülke
- Institute of Biochemistry,
Faculty of Life Sciences, Leipzig University, 04103 Leipzig, Germany
| | - Jan Stichel
- Institute of Biochemistry,
Faculty of Life Sciences, Leipzig University, 04103 Leipzig, Germany
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37
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Rizvi SFA, Zhang H, Fang Q. Engineering peptide drug therapeutics through chemical conjugation and implication in clinics. Med Res Rev 2024; 44:2420-2471. [PMID: 38704826 DOI: 10.1002/med.22046] [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: 02/16/2023] [Revised: 03/21/2024] [Accepted: 04/21/2024] [Indexed: 05/07/2024]
Abstract
The development of peptide drugs has made tremendous progress in the past few decades because of the advancements in modification chemistry and analytical technologies. The novel-designed peptide drugs have been modified through various biochemical methods with improved diagnostic, therapeutic, and drug-delivery strategies. Researchers found it a helping hand to overcome the inherent limitations of peptides and bring continued advancements in their applications. Furthermore, the emergence of peptide-drug conjugates (PDCs)-utilizes target-oriented peptide moieties as a vehicle for cytotoxic payloads via conjugation with cleavable chemical agents, resulting in the key foundation of the new era of targeted peptide drugs. This review summarizes the various classifications of peptide drugs, suitable chemical modification strategies to improve the ADME (adsorption, distribution, metabolism, and excretion) features of peptide drugs, and recent (2015-early 2024) progress/achievements in peptide-based drug delivery systems as well as their fruitful implication in preclinical and clinical studies. Furthermore, we also summarized the brief description of other types of PDCs, including peptide-MOF conjugates and peptide-UCNP conjugates. The principal aim is to provide scattered and diversified knowledge in one place and to help researchers understand the pinching knots in the science of PDC development and progress toward a bright future of novel peptide drugs.
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Affiliation(s)
- Syed Faheem Askari Rizvi
- State Key Laboratory of Applied Organic Chemistry, College of Chemistry and Chemical Engineering, Lanzhou University, Lanzhou, Gansu, China
- Key Laboratory of Preclinical Study for New Drugs of Gansu Province, Institute of Pathology, School of Basic Medical Sciences, Lanzhou University, Lanzhou, Gansu, China
| | - Haixia Zhang
- State Key Laboratory of Applied Organic Chemistry, College of Chemistry and Chemical Engineering, Lanzhou University, Lanzhou, Gansu, China
| | - Quan Fang
- Key Laboratory of Preclinical Study for New Drugs of Gansu Province, Institute of Pathology, School of Basic Medical Sciences, Lanzhou University, Lanzhou, Gansu, China
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38
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Bakhtazad A, Kabbaj M, Garmabi B, Joghataei MT. The role of CART peptide in learning and memory: A potential therapeutic target in memory-related disorders. Peptides 2024; 181:171298. [PMID: 39317295 DOI: 10.1016/j.peptides.2024.171298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2024] [Revised: 08/19/2024] [Accepted: 09/20/2024] [Indexed: 09/26/2024]
Abstract
Cocaine and amphetamine-regulated transcript (CART) mRNA and peptide are vastly expressed in both cortical and subcortical brain areas and are involved in critical cognitive functions. CART peptide (CARTp), described in reward-related brain structures, regulates drug-induced learning and memory, and its role appears specific to psychostimulants. However, many other drugs of abuse, such as alcohol, opiates, nicotine, and caffeine, have been shown to alter the expression levels of CART mRNA and peptides in brain structures directly or indirectly associated with learning and memory processes. However, the number of studies demonstrating the contribution of CARTp in learning and memory is still minimal. Notably, the exact cellular and molecular mechanisms underlying CARTp effects are still unknown. The discoveries that CARTp effects are mediated through a putative G-protein coupled receptor and activation of cellular signaling cascades via NMDA receptor-coupled ERK have enhanced our knowledge about the action of this neuropeptide and allowed us to comprehend better CARTp exact cellular/molecular mechanisms that could mediate drug-induced changes in learning and memory functions. Unfortunately, these efforts have been impeded by the lack of suitable and specific CARTp receptor antagonists. In this review, following a short introduction about CARTp, we report on current knowledge about CART's roles in learning and memory processes and its recently described role in memory-related neurological disorders. We will also discuss the importance of further investigating how CARTp interacts with its receptor(s) and other neurotransmitter systems to influence learning and memory functions. This topic is sure to intrigue and motivate further exploration in the field of neuroscience.
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Affiliation(s)
- Atefeh Bakhtazad
- Cellular and Molecular Research Center, Deputy of Research and Technology, Iran University of Medical Sciences, Tehran, Iran; Department of Neuroscience, School of Advanced Technologies in Medicine, Iran University of Medical Sciences, Tehran, Iran.
| | - Mohamed Kabbaj
- Department of Biomedical Sciences, Florida State University, Tallahassee, FL 32306-1270, United States; Program of Neuroscience, Florida State University, Tallahassee, FL 32306-1270, United States
| | - Behzad Garmabi
- School of Medicine, Shahroud University of Medical Sciences, Shahroud, Iran
| | - Mohammad Taghi Joghataei
- Cellular and Molecular Research Center, Deputy of Research and Technology, Iran University of Medical Sciences, Tehran, Iran; Department of Neuroscience, School of Advanced Technologies in Medicine, Iran University of Medical Sciences, Tehran, Iran
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Nielipińska D, Rubiak D, Pietrzyk-Brzezińska AJ, Małolepsza J, Błażewska KM, Gendaszewska-Darmach E. Stapled peptides as potential therapeutics for diabetes and other metabolic diseases. Biomed Pharmacother 2024; 180:117496. [PMID: 39362065 DOI: 10.1016/j.biopha.2024.117496] [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: 09/10/2024] [Accepted: 09/24/2024] [Indexed: 10/05/2024] Open
Abstract
The field of peptide drug research has experienced notable progress, with stapled peptides featuring stabilized α-helical conformation, emerging as a promising field. These peptides offer enhanced stability, cellular permeability, and binding affinity and exhibit potential in the treatment of diabetes and metabolic disorders. Stapled peptides, through the disruption of protein-protein interactions, present varied functionalities encompassing agonism, antagonism, and dual-agonism. This comprehensive review offers insight into the technology of peptide stapling and targeting of crucial molecular pathways associated with glucose metabolism, insulin secretion, and food intake. Additionally, we address the challenges in developing stapled peptides, including concerns pertaining to structural stability, peptide helicity, isomer mixture, and potential side effects.
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Affiliation(s)
- Dominika Nielipińska
- Institute of Molecular and Industrial Biotechnology, Faculty of Biotechnology and Food Sciences, Lodz University of Technology, Poland.
| | - Dominika Rubiak
- Institute of Organic Chemistry, Faculty of Chemistry, Lodz University of Technology, Poland
| | - Agnieszka J Pietrzyk-Brzezińska
- Institute of Molecular and Industrial Biotechnology, Faculty of Biotechnology and Food Sciences, Lodz University of Technology, Poland
| | - Joanna Małolepsza
- Institute of Organic Chemistry, Faculty of Chemistry, Lodz University of Technology, Poland
| | - Katarzyna M Błażewska
- Institute of Organic Chemistry, Faculty of Chemistry, Lodz University of Technology, Poland.
| | - Edyta Gendaszewska-Darmach
- Institute of Molecular and Industrial Biotechnology, Faculty of Biotechnology and Food Sciences, Lodz University of Technology, Poland.
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40
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Choi W, Fattah M, Shang Y, Thompson MP, Carrow KP, Hu D, Liu Z, Avram MJ, Bailey K, Berger O, Qi X, Gianneschi NC. Proteomimetic polymer blocks mitochondrial damage, rescues Huntington's neurons, and slows onset of neuropathology in vivo. SCIENCE ADVANCES 2024; 10:eado8307. [PMID: 39485846 PMCID: PMC11529722 DOI: 10.1126/sciadv.ado8307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Accepted: 09/25/2024] [Indexed: 11/03/2024]
Abstract
Recently, it has been shown that blocking the binding of valosin-containing protein (VCP) to mutant huntingtin (mtHtt) can prevent neuronal mitochondrial autophagy in Huntington's disease (HD) models. Herein, we describe the development and efficacy of a protein-like polymer (PLP) for inhibiting this interaction in cellular and in vivo models of HD. PLPs exhibit bioactivity in HD mouse striatal cells by successfully inhibiting mitochondrial destruction. PLP is notably resilient to in vitro enzyme, serum, and liver microsome stability assays, which render analogous control oligopeptides ineffective. PLP demonstrates a 2000-fold increase in circulation half-life compared to peptides, exhibiting an elimination half-life of 152 hours. In vivo efficacy studies in HD transgenic mice (R6/2) confirm the superior bioactivity of PLP compared to free peptide through behavioral and neuropathological analyses. PLP functions by preventing pathologic VCP/mtHtt binding in HD animal models; exhibits enhanced efficacy over the parent, free peptide; and implicates the PLP as a platform with potential for translational central nervous system therapeutics.
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Affiliation(s)
- Wonmin Choi
- Department of Chemistry, International Institute for Nanotechnology, Northwestern University, Evanston, IL 60208, USA
| | - Mara Fattah
- Department of Chemistry, International Institute for Nanotechnology, Northwestern University, Evanston, IL 60208, USA
| | - Yutong Shang
- Department of Physiology and Biophysics, Case Western Reserve University School of Medicine, OH 44106, USA
| | - Matthew P. Thompson
- Department of Chemistry, International Institute for Nanotechnology, Northwestern University, Evanston, IL 60208, USA
| | - Kendal P. Carrow
- Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60208, USA
- Medical Scientist Training Program, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Di Hu
- Department of Physiology and Biophysics, Case Western Reserve University School of Medicine, OH 44106, USA
| | - Zunren Liu
- Department of Physiology and Biophysics, Case Western Reserve University School of Medicine, OH 44106, USA
| | - Michael J. Avram
- Department of Anesthesiology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Keith Bailey
- Charles River Laboratories, Mattawan, MI 49071, USA
| | - Or Berger
- Department of Chemistry, International Institute for Nanotechnology, Northwestern University, Evanston, IL 60208, USA
| | - Xin Qi
- Department of Physiology and Biophysics, Case Western Reserve University School of Medicine, OH 44106, USA
| | - Nathan C. Gianneschi
- Department of Chemistry, International Institute for Nanotechnology, Northwestern University, Evanston, IL 60208, USA
- Departments of Materials Science & Engineering, Biomedical Engineering, and Pharmacology, Simpson Querrey Institute, Chemistry of Life Processes Institute, Lurie Cancer Center, Northwestern University, Evanston, IL 60208, USA
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41
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Aguilar MI, Yarovsky I. Quest for New Generation Biocompatible Materials: Tailoring β-Peptide Structure and Interactions via Synergy of Experiments and Modelling. J Mol Biol 2024; 436:168646. [PMID: 38848868 DOI: 10.1016/j.jmb.2024.168646] [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: 04/10/2024] [Revised: 06/03/2024] [Accepted: 06/03/2024] [Indexed: 06/09/2024]
Abstract
Peptide-based self-assembly has been used to produce a wide range of nanostructures. While most of these systems involve self-assembly of α-peptides, more recently β-peptides have also been shown to undergo supramolecular self-assembly, and have been used to produce materials for applications in tissue engineering, cell culture and drug delivery. In order to engineer new materials with specific structure and function, theoretical molecular modelling can provide significant insights into the collective balance of non-covalent interactions that drive the self-assembly and determine the structure of the resultant supramolecular materials under different conditions. However, this approach has only recently become feasible for peptide-based self-assembled nanomaterials, particularly those that incorporate non α-amino acids. This perspective provides an overview of the challenges associated with computational modelling of the self-assembly of β-peptides and the recent success using a combination of experimental and computational techniques to provide insights into the self-assembly mechanisms and fully atomistic models of these new biocompatible materials.
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Affiliation(s)
- Marie-Isabel Aguilar
- Department of Biochemistry and Molecular Biology, Monash University, Clayton, Victoria 3800, Australia.
| | - Irene Yarovsky
- School of Engineering, RMIT University, Melbourne, Victoria 3001, Australia.
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42
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Feng G, Chen Q, Liu J, Li J, Li X, Ye Z, Wu J, Yang H, Mu L. A non-bactericidal cathelicidin with antioxidant properties ameliorates UVB-induced mouse skin photoaging via intracellular ROS scavenging and Keap1/Nrf2 pathway activation. Free Radic Biol Med 2024; 224:144-161. [PMID: 39178924 DOI: 10.1016/j.freeradbiomed.2024.08.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Revised: 08/08/2024] [Accepted: 08/20/2024] [Indexed: 08/26/2024]
Abstract
Cathelicidins, a category of critical host defense molecules in vertebrates, have been extensively studied for their bactericidal functions, but little is known about their non-bactericidal properties. Herein, a novel cathelicidin peptide (Atonp2) was identified from the plateau frog Nanorana ventripunctata. It did not exhibit bactericidal activity but showed significant therapeutic effects in chronic UVB radiation-induced mouse skin photoaging through inhibiting thickening, pyroptosis and inflammation in the epidermis, while inhibiting cellular senescence, collagen fibre breakage and type Ⅰ collagen reduction in the dermis. Further studies indicated that Atonp2 effectively scavenged UVB-induced intracellular ROS via tyrosines at positions 9 and 10, while activating the Keap1/Nrf2 pathway to protect epidermal keratinocytes against UVB radiation, which in turn indirectly reversed the senescence and collagen degradation of dermal fibroblasts, thereby ameliorating UVB-induced skin photoaging. As such, this study identified a non-bactericidal cathelicidin peptide with potent antioxidant functions, highlighting its potential to treat and prevent skin photoaging.
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Affiliation(s)
- Guizhu Feng
- School of Basic Medical Sciences, Kunming Medical University, Kunming, Yunnan, China
| | - Qian Chen
- School of Basic Medical Sciences, Kunming Medical University, Kunming, Yunnan, China
| | - Jin Liu
- School of Basic Medical Sciences, Kunming Medical University, Kunming, Yunnan, China
| | - Junyu Li
- School of Basic Medical Sciences, Kunming Medical University, Kunming, Yunnan, China
| | - Xiang Li
- School of Basic Medical Sciences, Kunming Medical University, Kunming, Yunnan, China
| | - Ziyi Ye
- School of Basic Medical Sciences, Kunming Medical University, Kunming, Yunnan, China
| | - Jing Wu
- School of Basic Medical Sciences, Kunming Medical University, Kunming, Yunnan, China.
| | - Hailong Yang
- School of Basic Medical Sciences, Kunming Medical University, Kunming, Yunnan, China.
| | - Lixian Mu
- School of Basic Medical Sciences, Kunming Medical University, Kunming, Yunnan, China.
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43
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He L, Li A, Yu P, Qin S, Tan HY, Zou D, Wu H, Wang S. Therapeutic peptides in the treatment of digestive inflammation: Current advances and future prospects. Pharmacol Res 2024; 209:107461. [PMID: 39423954 DOI: 10.1016/j.phrs.2024.107461] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2024] [Revised: 10/06/2024] [Accepted: 10/10/2024] [Indexed: 10/21/2024]
Abstract
Digestive inflammation is a widespread global issue that significantly impacts quality of life. Recent advances have highlighted the unique potential of therapeutic peptides for treating this condition, owing to their specific bioactivity and high specificity. By specifically targeting key proteins involved in the pathological process and modulating biomolecular functions, therapeutic peptides offer a novel and promising approach to managing digestive inflammation. This review explores the development history, pharmacological characteristics, clinical applications, and regulatory mechanisms of therapeutic peptides in treating digestive inflammation. Additionally, the review addresses pharmacokinetics and quality control methods of therapeutic peptides, focusing on challenges such as low bioavailability, poor stability, and difficulties in delivery. The role of modern biotechnologies and nanotechnologies in overcoming these challenges is also examined. Finally, future directions for therapeutic peptides and their potential impact on clinical applications are discussed, with emphasis placed on their significant role in advancing medical and therapeutic practices.
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Affiliation(s)
- Liangliang He
- State Key Laboratory of Bioactive Molecules and Druggability Assessment, International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development of Ministry of Education (MOE) of China, Guangdong Province Key Laboratory of Pharmacodynamic Constituents of TCM and New Drugs Research and Institute of Traditional Chinese Medicine & Natural Products, College of Pharmacy, Jinan University, Guangzhou, China
| | - Aijing Li
- State Key Laboratory of Bioactive Molecules and Druggability Assessment, International Cooperative Laboratory of Traditional Chinese Medicine Modernization and Innovative Drug Development of Ministry of Education (MOE) of China, Guangdong Province Key Laboratory of Pharmacodynamic Constituents of TCM and New Drugs Research and Institute of Traditional Chinese Medicine & Natural Products, College of Pharmacy, Jinan University, Guangzhou, China
| | - Ping Yu
- Department of Pharmacy, Xixi Hospital of Hangzhou, Hangzhou, China
| | - Shumin Qin
- The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, State Key Laboratory of Traditional Chinese Medicine Syndrome, State Key Laboratory of Dampness Syndrome of Chinese Medicine, Guangdong Provincial Key Laboratory of Clinical Research on Traditional Chinese Medicine Syndrome, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
| | - Hor-Yue Tan
- Centre for Chinese Herbal Medicine Drug Development, Hong Kong Baptist University, Hong Kong SAR
| | - Denglang Zou
- Hubei Shizhen Laboratory, Hubei University of Chinese Medicine, Wuhan, China.
| | - Haomeng Wu
- The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, State Key Laboratory of Traditional Chinese Medicine Syndrome, State Key Laboratory of Dampness Syndrome of Chinese Medicine, Guangdong Provincial Key Laboratory of Clinical Research on Traditional Chinese Medicine Syndrome, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China.
| | - Shuai Wang
- Chinese Medicine Guangdong Laboratory, Hengqin, China; School of Pharmaceutical Sciences, State Key Laboratory of Dampness Syndrome of Chinese Medicine, Guangzhou University of Chinese Medicine, Guangzhou, China.
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44
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Marasinghe CK, Yoon SD, Je JY. Two peptides LLRLTDL and GYALPCDCL inhibit foam cell formation through activating PPAR-γ/LXR-α signaling pathway in oxLDL-treated RAW264.7 macrophages. Biofactors 2024; 50:1161-1175. [PMID: 38760074 DOI: 10.1002/biof.2075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Accepted: 03/12/2024] [Indexed: 05/19/2024]
Abstract
Foam cell formation plays a pivotal role in atherosclerosis-associated cardiovascular diseases. Bioactive peptides generated from marine sources have been found to provide multifunctional health advantages. In the present study, we investigated the anti-atherosclerotic effects of LLRLTDL (Bu1) and GYALPCDCL (Bu2) peptides, isolated from ark shell protein hydrolysates by assessing their inhibitory effect on oxidized LDL (oxLDL)-induced foam cell formation. The two peptides showed a promising anti-atherosclerotic effect by inhibiting foam cell formation, which was evidenced by inhibiting lipid accumulation in oxLDL-treated RAW264.7 macrophages and oxLDL-treated primary human aortic smooth muscle cells (HASMC). Two peptides effectively reduced total cholesterol, free cholesterol, cholesterol ester, and triglyceride levels by upregulating cholesterol efflux and downregulating cholesterol influx. Expression of cholesterol influx-related proteins such as SR-A1 and CD36 were reduced, whereas cholesterol efflux-related proteins such as ATP-binding cassette transporter ABCA-1 and ABCG-1 were highly expressed. In addition, Bu1 and Bu2 peptides increased PPAR-γ and LXR-α expression. However, PPAR-γ siRNA transfection reversed the foam cell formation inhibitory activity of Bu1 and Bu2 peptides. Furthermore, the synergistic effect of Bu1 and Bu2 peptides on foam cell formation inhibition was observed with PPAR-γ agonist thiazolidinediones, indicating that PPAR-γ signaling pathway plays a key role in foam cell formation of macrophages. Beyond their impact on foam cell formation, Bu1 and Bu2 peptides demonstrated anti-inflammatory potential by inhibiting the generation of pro-inflammatory cytokines and nitric oxide and NF-κB nuclear activation. Taken together, these results suggest that Bu1 and Bu2 peptides may be useful for atherosclerosis and associated anti-inflammatory therapies.
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Affiliation(s)
| | - Soon-Do Yoon
- Department of Biomolecular and Chemical Engineering, Chonnam National University, Yeosu, Jeonnam, Republic of Korea
| | - Jae-Young Je
- Major of Human Bioconvergence, Division of Smart Healthcare, Pukyong National University, Busan, Republic of Korea
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45
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Zhu L, Yang Q, Yang S. DeepAIP: Deep learning for anti-inflammatory peptide prediction using pre-trained protein language model features based on contextual self-attention network. Int J Biol Macromol 2024; 280:136172. [PMID: 39357724 DOI: 10.1016/j.ijbiomac.2024.136172] [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: 08/03/2024] [Revised: 09/20/2024] [Accepted: 09/29/2024] [Indexed: 10/04/2024]
Abstract
Non-steroidal anti-inflammatory drugs (NSAIDs), glucocorticoids, and other immunosuppressants are commonly used medications for treating inflammation. However, these drugs often come with numerous side effects. Therefore, finding more effective methods for inflammation treatment has become more necessary. The study of anti-inflammatory peptides can effectively address these issues. In this work, we propose a contextual self-attention deep learning model, coupled with features extracted from a pre-trained protein language model, to predict Anti-inflammatory Peptides (AIP). The contextual self-attention module can effectively enhance and learn the features extracted from the pre-trained protein language model, resulting in high accuracy to predict AIP. Additionally, we compared the performance of features extracted from popular pre-trained protein language models available in the market. Finally, Prot-T5 features demonstrated the best comprehensive performance as the input for our deep learning model named DeepAIP. Compared with existing methods on benchmark test dataset, DeepAIP gets higher Matthews Correlation Coefficient and Accuracy score than the second-best method by 16.35 % and 6.91 %, respectively. Performance comparison analysis was conducted using a dataset of 17 novel anti-inflammatory peptide sequences. DeepAIP demonstrates outstanding accuracy, correctly identifying all 17 peptide types as AIP and predicting values closer to the true ones. Data and code are available at https://github.com/YangQingGuoCCZU/DeepAIP.
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Affiliation(s)
- Lun Zhu
- School of Computer Science and Artificial Intelligence Aliyun School of Big Data School of Software, Changzhou University, Changzhou 213164, China; The Affiliated Changzhou No.2 People's Hospital of Nanjing Medical University, Changzhou 213164, China
| | - Qingguo Yang
- School of Computer Science and Artificial Intelligence Aliyun School of Big Data School of Software, Changzhou University, Changzhou 213164, China
| | - Sen Yang
- School of Computer Science and Artificial Intelligence Aliyun School of Big Data School of Software, Changzhou University, Changzhou 213164, China; The Affiliated Changzhou No.2 People's Hospital of Nanjing Medical University, Changzhou 213164, China.
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Madhubala D, Mahato R, Khan MR, Bala A, Mukherjee AK. Neurotrophin peptidomimetics for the treatment of neurodegenerative diseases. Drug Discov Today 2024; 29:104156. [PMID: 39233307 DOI: 10.1016/j.drudis.2024.104156] [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: 05/14/2024] [Revised: 08/21/2024] [Accepted: 08/29/2024] [Indexed: 09/06/2024]
Abstract
Neurotrophins, such as nerve growth factor and brain-derived neurotrophic factor, play an essential role in the survival of neurons. However, incorporating better features can increase their therapeutic efficacy in neurodegenerative diseases (NDs). Peptidomimetics, which mimic these neurotrophins, show potential for treating NDs. This study emphasizes the use of peptidomimetics from neurotrophins for treating NDs and their benefits. By improving bioavailability and stability, these molecules can completely transform the therapy for NDs. This in-depth review guides researchers and pharmaceutical developers, providing insight into the changing field of neurodegenerative medicine.
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Affiliation(s)
- Dev Madhubala
- Microbial Biotechnology and Protein Research Laboratory, Department of Molecular Biology and Biotechnology, Tezpur University, Tezpur 784028, Assam, India; Division of Life Sciences, Institute of Advanced Study in Science and Technology, Vigyan Path, Paschim Boragaon, Garchuk, Guwahati 781035, Assam, India
| | - Rosy Mahato
- Division of Life Sciences, Institute of Advanced Study in Science and Technology, Vigyan Path, Paschim Boragaon, Garchuk, Guwahati 781035, Assam, India; Faculty of Science, Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, Uttar Pradesh, India
| | - Mojibur R Khan
- Division of Life Sciences, Institute of Advanced Study in Science and Technology, Vigyan Path, Paschim Boragaon, Garchuk, Guwahati 781035, Assam, India; Faculty of Science, Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, Uttar Pradesh, India
| | - Asis Bala
- Division of Life Sciences, Institute of Advanced Study in Science and Technology, Vigyan Path, Paschim Boragaon, Garchuk, Guwahati 781035, Assam, India; Faculty of Science, Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, Uttar Pradesh, India
| | - Ashis K Mukherjee
- Microbial Biotechnology and Protein Research Laboratory, Department of Molecular Biology and Biotechnology, Tezpur University, Tezpur 784028, Assam, India; Division of Life Sciences, Institute of Advanced Study in Science and Technology, Vigyan Path, Paschim Boragaon, Garchuk, Guwahati 781035, Assam, India; Faculty of Science, Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, Uttar Pradesh, India.
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Ding X, Chen Y, Zhang X, Duan Y, Yuan G, Liu C. Research progress on the protection and mechanism of active peptides in Alzheimer's disease and Parkinson's disease. Neuropeptides 2024; 107:102457. [PMID: 39068763 DOI: 10.1016/j.npep.2024.102457] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2024] [Revised: 07/21/2024] [Accepted: 07/23/2024] [Indexed: 07/30/2024]
Abstract
Neurodegenerative diseases are the main causes of death and morbidity among elderly people worldwide. From the pathological point of view, oxidative stress, neuroinflammation, mitochondrial damage and apoptosis are the causes of neuronal diseases, and play a harmful role in the process of neuronal cell death and neurodegeneration. The most common neurodegenerative diseases are Alzheimer's disease(AD) and Parkinson's disease(PD), and there is no effective treatment. The physiological role of active peptides in the human body is significant. Modern medical research has found that animal and plant peptides, natural peptides in human body, can act on the central nervous system, and their active components can improve learning and memory ability, and play the roles of antioxidation, anti-inflammation, anti-apoptosis and maintaining the structure and function of mitochondria. This review reviews the reports on neurodegenerative diseases such as AD and PD by active peptides from animals and plants and natural peptides from the human body, and summarizes the neuroprotective mechanism of peptides. A theoretical basis for further research and development of active peptides was provided by examining the research and application of peptides, which provided a theoretical basis for further research and development.
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Affiliation(s)
- Xuying Ding
- College of Pharmacy, Beihua University, Jilin, Jilin 132013, PR China
| | - Yutong Chen
- College of Pharmacy, Beihua University, Jilin, Jilin 132013, PR China
| | - Xiaojun Zhang
- State key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Changchun, jilin 130022, PR China
| | - Yanming Duan
- College of Pharmacy, Beihua University, Jilin, Jilin 132013, PR China
| | - Guojing Yuan
- College of Pharmacy, Beihua University, Jilin, Jilin 132013, PR China
| | - Chang Liu
- College of Pharmacy, Beihua University, Jilin, Jilin 132013, PR China.
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Childs H, Guerin N, Zhou P, Donald BR. Protocol for Designing De Novo Noncanonical Peptide Binders in OSPREY. J Comput Biol 2024; 31:965-974. [PMID: 39364612 PMCID: PMC11698684 DOI: 10.1089/cmb.2024.0669] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/05/2024] Open
Abstract
D-peptides, the mirror image of canonical L-peptides, offer numerous biological advantages that make them effective therapeutics. This article details how to use DexDesign, the newest OSPREY-based algorithm, for designing these D-peptides de novo. OSPREY physics-based models precisely mimic energy-equivariant reflection operations, enabling the generation of D-peptide scaffolds from L-peptide templates. Due to the scarcity of D-peptide:L-protein structural data, DexDesign calls a geometric hashing algorithm, Method of Accelerated Search for Tertiary Ensemble Representatives, as a subroutine to produce a synthetic structural dataset. DexDesign enables mixed-chirality designs with a new user interface and also reduces the conformation and sequence search space using three new design techniques: Minimum Flexible Set, Inverse Alanine Scanning, and K*-based Mutational Scanning.
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Affiliation(s)
- Henry Childs
- Department of Chemistry, Duke University, Durham, North Carolina, USA
| | - Nathan Guerin
- Department of Computer Science, Duke University, Durham, North Carolina, USA
| | - Pei Zhou
- Department of Biochemistry, Duke University School of Medicine, Durham, North Carolina, USA
| | - Bruce R. Donald
- Department of Chemistry, Duke University, Durham, North Carolina, USA
- Department of Computer Science, Duke University, Durham, North Carolina, USA
- Department of Biochemistry, Duke University School of Medicine, Durham, North Carolina, USA
- Department of Mathematics, Duke University, Durham, North Carolina, USA
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Han Z, Shen Z, Pei J, You Q, Zhang Q, Wang L. Transformation of peptides to small molecules in medicinal chemistry: Challenges and opportunities. Acta Pharm Sin B 2024; 14:4243-4265. [PMID: 39525591 PMCID: PMC11544290 DOI: 10.1016/j.apsb.2024.06.019] [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: 03/07/2024] [Revised: 05/14/2024] [Accepted: 06/11/2024] [Indexed: 11/16/2024] Open
Abstract
Peptides are native binders involved in numerous physiological life procedures, such as cellular signaling, and serve as ready-made regulators of biochemical processes. Meanwhile, small molecules compose many drugs owing to their outstanding advantages of physiochemical properties and synthetic convenience. A novel field of research is converting peptides into small molecules, providing a convenient portable solution for drug design or peptidomic research. Endowing properties of peptides onto small molecules can evolutionarily combine the advantages of both moieties and improve the biological druggability of molecules. Herein, we present eight representative recent cases in this conversion and elaborate on the transformation process of each case. We discuss the innovative technological methods and research approaches involved, and analyze the applicability conditions of the approaches and methods in each case, guiding further modifications of peptides to small molecules. Finally, based on the aforementioned cases, we summarize a general procedure for peptide-to-small molecule modifications, listing the technological methods available for each transformation step and providing our insights on the applicable scenarios for these methods. This review aims to present the progress of peptide-to-small molecule modifications and propose our thoughts and perspectives for future research in this field.
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Affiliation(s)
- Zeyu Han
- State Key Laboratory of Natural Medicines and Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Zekai Shen
- State Key Laboratory of Natural Medicines and Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Jiayue Pei
- State Key Laboratory of Natural Medicines and Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Qidong You
- State Key Laboratory of Natural Medicines and Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Qiuyue Zhang
- State Key Laboratory of Natural Medicines and Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Lei Wang
- State Key Laboratory of Natural Medicines and Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 210009, China
- Department of Medicinal Chemistry, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
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Shi T, Liu K, Peng Y, Dai W, Du D, Li X, Liu T, Song N, Meng Y. Research progress on the therapeutic effects of nanoparticles loaded with drugs against atherosclerosis. Cardiovasc Drugs Ther 2024; 38:977-997. [PMID: 37178241 DOI: 10.1007/s10557-023-07461-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/24/2023] [Indexed: 05/15/2023]
Abstract
Presently, there are many drugs for the treatment of atherosclerosis (AS), among which lipid-lowering, anti-inflammatory, and antiproliferative drugs have been the most studied. These drugs have been shown to have inhibitory effects on the development of AS. Nanoparticles are suitable for AS treatment research due to their fine-tunable and modifiable properties. Compared with drug monotherapy, experimental results have proven that the effects of nanoparticle-encapsulated drugs are significantly enhanced. In addition to nanoparticles containing a single drug, there have been many studies on collaborative drug treatment, collaborative physical treatment (ultrasound, near-infrared lasers, and external magnetic field), and the integration of diagnosis and treatment. This review provides an introduction to the therapeutic effects of nanoparticles loaded with drugs to treat AS and summarizes their advantages, including increased targeting ability, sustained drug release, improved bioavailability, reduced toxicity, and inhibition of plaque and vascular stenosis.
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Affiliation(s)
- Tianfeng Shi
- Department of Radiology, Taiyuan Central Hospital of Shanxi Medical University, Taiyuan, 030009, Shanxi, China
- Department of Physiology, College of Basic Medicine, Shanxi Medical University, Taiyuan, 030001, Shanxi, China
| | - Kunkun Liu
- Department of Radiology, Taiyuan Central Hospital of Shanxi Medical University, Taiyuan, 030009, Shanxi, China
- Department of Physiology, College of Basic Medicine, Shanxi Medical University, Taiyuan, 030001, Shanxi, China
| | - Yueyou Peng
- Department of Radiology, Taiyuan Central Hospital of Shanxi Medical University, Taiyuan, 030009, Shanxi, China
| | - Weibin Dai
- Department of Radiology, Taiyuan Central Hospital of Shanxi Medical University, Taiyuan, 030009, Shanxi, China
| | - Donglian Du
- Department of Radiology, Taiyuan Central Hospital of Shanxi Medical University, Taiyuan, 030009, Shanxi, China
| | - Xiaoqiong Li
- Department of Radiology, Taiyuan Central Hospital of Shanxi Medical University, Taiyuan, 030009, Shanxi, China
| | - Tingting Liu
- Department of Radiology, Taiyuan Central Hospital of Shanxi Medical University, Taiyuan, 030009, Shanxi, China
- Medical Imaging Department of Shanxi Medical University, Taiyuan, 030001, Shanxi, China
| | - Ningning Song
- Department of Radiology, Taiyuan Central Hospital of Shanxi Medical University, Taiyuan, 030009, Shanxi, China
- Medical Imaging Department of Shanxi Medical University, Taiyuan, 030001, Shanxi, China
| | - Yanfeng Meng
- Department of Radiology, Taiyuan Central Hospital of Shanxi Medical University, Taiyuan, 030009, Shanxi, China.
- Department of Physiology, College of Basic Medicine, Shanxi Medical University, Taiyuan, 030001, Shanxi, China.
- Medical Imaging Department of Shanxi Medical University, Taiyuan, 030001, Shanxi, China.
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