1
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Shamim M, Ali MS, Hossain MA, Hossain MA, Kavey MRH, Hoque MM, Rahman MA, Harrath AH, Rahman MH. Discovery of novel PARP1 inhibitors through computational drug design approaches. Comput Biol Chem 2025; 116:108366. [PMID: 39987745 DOI: 10.1016/j.compbiolchem.2025.108366] [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: 11/16/2024] [Revised: 01/23/2025] [Accepted: 01/24/2025] [Indexed: 02/25/2025]
Abstract
BACKGROUND Triple-negative breast cancer (TNBC) is the most frequent malignancy in women. It is a prevalent condition, representing 15-20 % of all breast cancer cases, characterized by its aggressive subtype and unfavorable prognosis. OBJECTIVES The main aim of this study is to find and develop a potential novel therapeutic candidate for TNBC treatment utilizing luteolin derivatives compounds. METHODS In this study, we used the stable TNBC protein structure from the Protein Data Bank (PDB) and selected luteolin, a bioactive compound known for its anti-cancer properties, to design potential anti-cancer drugs using computational methods. Structural activity relationship methodologies were used to evaluate active and inactive outcomes using pass prediction scores. Furthermore, we employed in-silico methods such as ADMET, drug-likeness evaluation, DFT quantum calculations, and Frontier Molecular Orbitals (HOMO and LUMO). Afterwards, we performed molecular docking for binding affinity and molecular dynamics simulations over 200 ns to validate interactions with TNBC protein RESULTS: Our results demonstrated that the ligands DM02, DM06, DM07, and DM09 did not violate Lipinski rules, and their reduced HOMO-LUMO energy gap indicates enhanced chemical reactivity and interaction with biological targets. The drug's maximum softness and minimum hardness values showed rapid metabolism and no hepatotoxicity, carcinogenicity, skin sensitization, or aquatic toxicity. Molecular docking studies revealed that DM02 and DM09, luteolin derivatives, have the highest binding affinity with the TNBC protein (PDB ID 5HA9) and our study confirms their stable interactions with the protein, suggesting potential therapeutic agents for TNBC. CONCLUSIONS Our computational data suggest that Luteolin derivatives have the potential to be utilized as therapeutic agents for TNBC. However, further experimental validation is needed to validate these findings.
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Affiliation(s)
- Md Shamim
- Department of Pharmacy, Faculty of biological science, Islamic University, Kushtia 7003, Bangladesh
| | - Md Sumon Ali
- Department of Pharmacy, Faculty of biological science, Islamic University, Kushtia 7003, Bangladesh
| | - Md Arju Hossain
- Department of Biochemistry and Biotechnology, Khwaja Yunus Ali University, Sirajganj 6751, Bangladesh
| | - Md Alfaz Hossain
- Department of Pharmacy, Faculty of biological science, Islamic University, Kushtia 7003, Bangladesh
| | - Md Reduanul Haque Kavey
- Department of Pharmacy, Faculty of biological science, Islamic University, Kushtia 7003, Bangladesh
| | - Md Mobinul Hoque
- Department of Biomedical Engineering, Faculty of Engineering and Technology, Islamic University, Kushtia 7003, Bangladesh
| | - Md Ataur Rahman
- Department of Oncology, Karmanos Cancer Institute, Wayne State University, School of Medicine, Detroit, Michigan 48201, USA
| | - Abdel Halim Harrath
- King Saud University, Department of Zoology, College of Science, Riyadh 11451, Saudi Arabia
| | - Md Habibur Rahman
- Department of Computer Science and Engineering, Faculty of Engineering and Technology, Islamic University, Kushtia 7003, Bangladesh; Center for Advanced Bioinformatics and Artificial Intelligence Research, Islamic University, Kushtia 7003, Bangladesh.
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2
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Wang J, Xian J, Zhang R, Wang Z, Zhang S, Zhao D, Sheng J, Sun P. α-Mangostin Exhibits Antitumor Activity Against NCI-H1975 Cells via the EGFR/STAT3 Pathway: An Experimental and Molecular Simulation Study. Molecules 2025; 30:1294. [PMID: 40142069 PMCID: PMC11945449 DOI: 10.3390/molecules30061294] [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: 01/24/2025] [Revised: 03/06/2025] [Accepted: 03/07/2025] [Indexed: 03/28/2025] Open
Abstract
Non-small cell lung cancer (NSCLC) harboring epidermal growth factor receptor (EGFR) mutations have brought great challenges to the medical treatment in the world. Current treatment strategies, such as EGFR tyrosine kinase inhibitors (TKIs), have reached certain achievements, however, patients inevitably experienced resistance after undergoing a period of treatment with these drugs. Hence, more novel therapy strategies need to be urgently developed. Natural compounds have become popular topics in drug development. α-Mangostin, which is derived from mangosteen, possesses multiple biological properties, yet the antitumor mechanism against NSCLC has not been further elucidated. In this study, an MTT assay, Western blotting, a colony formation assay, and flow cytometry were performed to detect the antitumor activity of α-Mangostin on NSCLC cell NCI-H1975. Molecular docking and molecular dynamics simulations were performed to analyze the interactions between α-Mangostin and the core target proteins. The results indicated that α-Mangostin exerts its antitumor activity by inhibiting cell proliferation and migration, reducing cell cycle arrest, promoting cell apoptosis, and regulating the phosphorylation expression levels of EGFR and signal transducer and activator of transcription 3 (STAT3). Moreover, the results of the molecular simulation study revealed the potential binding mode of α-Mangostin to EGFR and STAT3. In summary, we characterized that α-Mangostin may be used as a potent pro-drug against NSCLC via the EGFR/STAT3 pathway.
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Affiliation(s)
- Jing Wang
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (J.W.); (J.X.); (Z.W.); (S.Z.)
- College of Science, Yunnan Agricultural University, Kunming 650201, China;
| | - Jiamin Xian
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (J.W.); (J.X.); (Z.W.); (S.Z.)
| | - Ruohan Zhang
- College of Food Science and Technology, Yunnan Agricultural University, Kunming 650201, China;
| | - Zhuoyi Wang
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (J.W.); (J.X.); (Z.W.); (S.Z.)
| | - Shuanggou Zhang
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (J.W.); (J.X.); (Z.W.); (S.Z.)
- College of Food Science and Technology, Yunnan Agricultural University, Kunming 650201, China;
| | - Die Zhao
- College of Science, Yunnan Agricultural University, Kunming 650201, China;
| | - Jun Sheng
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (J.W.); (J.X.); (Z.W.); (S.Z.)
| | - Peiyuan Sun
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (J.W.); (J.X.); (Z.W.); (S.Z.)
- College of Science, Yunnan Agricultural University, Kunming 650201, China;
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3
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Pal S, Dam S. Identification and characterisation of a novel EhOrc1/Cdc6 from the human pathogen Entamoeba histolytica: an in silico approach. J Biomol Struct Dyn 2025; 43:1883-1892. [PMID: 38095553 DOI: 10.1080/07391102.2023.2293264] [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: 08/02/2023] [Accepted: 11/29/2023] [Indexed: 02/01/2025]
Abstract
The onset of a pre-replication complex on origin commences DNA replication. The Origin recognition complex (Orc), Cell division cycle protein 6 (Cdc6), and the minichromosome maintenance (Mcm) replicative helicase, along with Chromatin licensing and DNA replication factor 1 (Cdt1), make up the pre-replication complex in eukaryotes. Eukaryotic Orc is made up of six subunits, designated Orc1-6 while monomeric Cdc6 has sequence similarity with Orc1. However, Orc has remained unexplored in the protozoan parasite Entamoeba histolytica. Here we report a single functional Orc1/Cdc6 protein in E. histolytica. Its structural and functional aspects have been highlighted by a detailed in silico analysis that reflects physicochemical characteristics, predictive 3D structure modelling, protein-protein interaction studies, molecular docking and simulation. This in silico study provides insight into EhOrc1/Cdc6 and points out that E. histolytica carries pre-replication machinery that is less complex than higher eukaryotes and closer to archaea. Additionally, it lays the groundwork for future investigations into the methods of origin recognition, and anomalies of cell cycle observed in this enigmatic parasite.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Suchetana Pal
- Department of Microbiology, The University of Burdwan, Burdwan, West Bengal, India
| | - Somasri Dam
- Department of Microbiology, The University of Burdwan, Burdwan, West Bengal, India
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4
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Zaman A, Noor S, Ahmad I, Shehroz M, Alhajri N, Ahmed S, Nishan U, Sheheryar S, Ullah R, Shahat AA, Dib H, Shah M. Exploring cotton plant compounds for novel treatments against brain-eating Naegleria fowleri: An In-silico approach. PLoS One 2025; 20:e0319032. [PMID: 39992954 PMCID: PMC11849825 DOI: 10.1371/journal.pone.0319032] [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: 10/10/2024] [Accepted: 01/25/2025] [Indexed: 02/26/2025] Open
Abstract
To find potential inhibitors of Naegleria fowleri S-adenosyl-L-homocysteine hydrolase (NfSAHH), a brain-eating parasite, structure-based drug design was adopted. N. fowlerica causes primary amebic meningoencephalitis (PAM), a fatal central nervous system (CNS) disorder if untreated. NfSAHH protein (PDB ID: 5v96), involved in parasite growth and gene regulation, was targeted and screened against 163 metabolites from Gossypium hirsutum (cotton plant). With the aid of different software and web tools, the metabolites were subjected to several analyses. The RMSD was evaluated to validate our molecular docking strategy. Neplanocin A, a common anti-parasitic medication, was used as a reference to select top ligands for post-docking studies. Significant interactions were observed with residues THR-198, HIS-395, and MET-400. The drug-likeness of the top fifty hits was analyzed using Lipinski, Ghose, Veber, Egan, and Muegge rules. The top ten compounds following Lipinski's RO5 were studied regarding medicinal chemistry, pharmacokinetic simulation, and Swiss target prediction. Advanced strategies, including molecular dynamic simulations, binding energy calculations, and principal component analysis, were employed for the top three hits, namely curcumin, heliocide H2, and piceid, which indicated that heliocide H2 is the most promising candidate, while curcumin and piceid may need further optimization to improve their stability. Overall, the top ten phytochemicals, dotriacontanol, melissic acid, curcumin, 6,6'-dimethoxygossypol, phytosphingosine 2, methyl stearate, stearic acid, piceid, heliocide H2, and 6-methoxygossypol, reported in our study, are worthy enough to be subjected to in vivo and in vitro experimentation to find a novel drug to treat PAM.
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Affiliation(s)
- Aqal Zaman
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
- Department of Microbiology & Molecular Genetics, Bahauddin Zakariya University, Multan, Pakistan
| | - Sana Noor
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
| | - Iqra Ahmad
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
| | - Muhammad Shehroz
- Department of Bioinformatics, Kohsar University Murree, Murree, Pakistan
| | - Nour Alhajri
- College of Engineering and Technology, American University of the Middle East, Kuwait
| | - Sibtain Ahmed
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
| | - Umar Nishan
- Hainan International Joint Research Center of Marine Advanced Photoelectric Functional Materials, College of Chemistry and Chemical Engineering, Hainan Normal University, Haikou, Puerto Rico China
- Department of Chemistry, Kohat University of Science & Technology, Kohat, Pakistan
| | - Sheheryar Sheheryar
- Department of Animal Science, Federal University of Ceara, Fortaleza, Brazil
| | - Riaz Ullah
- Department of Pharmacognosy, College of Pharmacy, King Saud University Riyadh Saudi Arabia
| | - Abdelaaty A. Shahat
- Department of Pharmacognosy, College of Pharmacy, King Saud University Riyadh Saudi Arabia
| | - Hanna Dib
- College of Engineering and Technology, American University of the Middle East, Kuwait
| | - Mohibullah Shah
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
- Department of Animal Science, Federal University of Ceara, Fortaleza, Brazil
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5
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Zech A, Most V, Mutti A, Heilbronn R, Schwarzer C, Hildebrand PW, Staritzbichler R. A combined in silico approach to design peptide ligands with increased receptor-subtype selectivity. J Mol Biol 2025:169006. [PMID: 39954776 DOI: 10.1016/j.jmb.2025.169006] [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: 12/19/2024] [Accepted: 02/10/2025] [Indexed: 02/17/2025]
Abstract
G-protein coupled receptors are major drug targets that change their conformation upon binding of ligands to their extracellular binding pocket to transduce the signal to intracellular G-proteins or arrestins. In drug screening campaigns, computational methods are frequently used to predict binding affinities for chemical compounds in silico before experimental testing. Some of these methods take into consideration the inherent flexibility of the ligand and to some extent also of the receptor. Due to high structural flexibility, peptide ligands are exceptionally difficult to handle and approaches to effectively sample in silico receptor-peptide ligand interactions are limited. Here we describe a pipeline starting from microseconds molecular dynamics simulations of receptor and receptor ligand complexes to find reasonable starting conformations and derive constraints for subsequent flexible docking of peptide ligands, using Rosetta's FlexPepDock approach. We applied this approach to predict binding affinities for dynorphin and its variants to members of the opioid receptor family. Using an ensemble of docking poses, Rosetta's fixbb protein design method explored the sequence space at defined positions, to enhance binding affinities, aiming to increase subtype selectivity towards κ-opioid receptor while decreasing it towards μ-opioid receptor. The results of our computations were validated experimentally in a related study (Zangrandi et al., 2024[1]). Four out of six proposed variants lead to a significant increase in subtype selectivity in favor of κ-opioid receptor, highlighting the potential of our approach to design subtype selective peptide variants. The established workflow may also apply for other receptor types activated by peptide ligands.
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Affiliation(s)
- Adam Zech
- Institute of Medical Physics and Biophysics, University of Leipzig, Leipzig, Germany
| | - Victoria Most
- Institute of Medical Physics and Biophysics, University of Leipzig, Leipzig, Germany; Institute for Drug Development, University of Leipzig, Leipzig, Germany
| | - Anna Mutti
- Institute of Pharmacology, Medical University of Innsbruck, Innsbruck, Austria
| | - Regine Heilbronn
- Clinic for Neurology and Experimental Neurology, AG Gene Therapy, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Chistoph Schwarzer
- Institute of Pharmacology, Medical University of Innsbruck, Innsbruck, Austria
| | - Peter W Hildebrand
- Institute of Medical Physics and Biophysics, University of Leipzig, Leipzig, Germany; Institute of Medical Physics and Biophysics, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.
| | - René Staritzbichler
- Institute of Medical Physics and Biophysics, University of Leipzig, Leipzig, Germany; University Institute for Laboratory Medicine, Microbiology and Clinical Pathobiochemistry, University Hospital of Bielefeld University, Bielefeld, Germany.
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6
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Li N, Wang B, Yang M, Feng M, Xu X, Xian CJ, Li T, Zhai Y. The Multi-Target Action Mechanism for the Anti-Periodontitis Effect of Astragali radix Based on Bioinformatics Analysis and In Vitro Verification. Nutrients 2025; 17:627. [PMID: 40004956 PMCID: PMC11858088 DOI: 10.3390/nu17040627] [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: 01/15/2025] [Revised: 01/29/2025] [Accepted: 02/07/2025] [Indexed: 02/27/2025] Open
Abstract
Background:Astragali radix is a traditional Chinese medicine with potential therapeutic effects on periodontitis; however, its underlying mechanisms require further investigation. Methods: We employed network pharmacology, molecular docking, molecular dynamics simulations, and in vitro experiments to explore the potential actions and mechanisms of Astragali radix in treating periodontitis. Results: A total of 17 compounds (including the most prevalent one, Kaempferol) from Astragali radix and 464 corresponding targets were identified, from which five major active ingredients were selected based on the drug-active ingredient and periodontitis gene network. Protein-protein interaction (PPI) network analysis identified the top ten core potential targets, seven of which possess suitable crystal structures for molecular docking. These include interleukin-6 (IL6), tumor necrosis factor (TNF), AKT serine/threonine kinase 1 (AKT1), interleukin-1β (IL1β), prostaglandin G/H synthase-2 (PTGS2), matrix metalloproteinase-9 (MMP9), and caspase-3 (CASP3). Additionally, 58 Gene Ontology (GO) terms and 146 Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways were identified. The five major active ingredients and seven core targets mentioned above were subjected to molecular docking analysis using Discovery Studio 2019 software. Molecular dynamic simulations confirmed a stable interaction between the CASP3 and the Kaempferol ligand system. In vitro experiments indicated that Kaempferol significantly inhibited lipopolysaccharide (LPS)-induced apoptosis in human periodontal ligament stem cells and reduced the expression levels of IL6, CASP3 and MMP9. Conclusions: This study systematically elucidates that the primary active ingredients derived from Astragali radix exert their pharmacological effects (including anti-inflammation and anti-apoptosis) primarily by interacting with multiple targets. These findings establish a promising foundation for the targeted application of Astragali radix in the treatment of periodontitis.
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Affiliation(s)
- Ningli Li
- School of Stomatology, Henan University, Kaifeng 475004, China; (N.L.); (M.Y.); (M.F.); (X.X.); (T.L.)
| | - Bowen Wang
- Kaifeng Key Laboratory of Periodontal Tissue Engineering, Kaifeng 475004, China;
| | - Mingzhen Yang
- School of Stomatology, Henan University, Kaifeng 475004, China; (N.L.); (M.Y.); (M.F.); (X.X.); (T.L.)
- Kaifeng Key Laboratory of Periodontal Tissue Engineering, Kaifeng 475004, China;
| | - Miaomiao Feng
- School of Stomatology, Henan University, Kaifeng 475004, China; (N.L.); (M.Y.); (M.F.); (X.X.); (T.L.)
- Kaifeng Key Laboratory of Periodontal Tissue Engineering, Kaifeng 475004, China;
| | - Xiaoran Xu
- School of Stomatology, Henan University, Kaifeng 475004, China; (N.L.); (M.Y.); (M.F.); (X.X.); (T.L.)
- Kaifeng Key Laboratory of Periodontal Tissue Engineering, Kaifeng 475004, China;
| | - Cory J. Xian
- UniSA Clinical and Health Sciences, University of South Australia, Adelaide, SA 5001, Australia;
| | - Tiejun Li
- School of Stomatology, Henan University, Kaifeng 475004, China; (N.L.); (M.Y.); (M.F.); (X.X.); (T.L.)
- Department of Oral Pathology, Peking University School and Hospital of Stomatology, Beijing 100081, China
| | - Yuankun Zhai
- School of Stomatology, Henan University, Kaifeng 475004, China; (N.L.); (M.Y.); (M.F.); (X.X.); (T.L.)
- Kaifeng Key Laboratory of Periodontal Tissue Engineering, Kaifeng 475004, China;
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7
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Besli N, Bulut Hİ, Onaran İ, Carmena-Bargueño M, Pérez-Sánchez H. Comparative assessment of different anti-CD147/Basigin 2 antibodies as a potential therapeutic anticancer target by molecular modeling and dynamic simulation. Mol Divers 2025; 29:61-71. [PMID: 38587771 DOI: 10.1007/s11030-024-10832-w] [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: 10/09/2023] [Accepted: 02/27/2024] [Indexed: 04/09/2024]
Abstract
Cluster of differentiation 147 (CD147) is an attractive target for anticancer therapy since it is pivotal in developing and progressing several of malignant tumors in the context of its high expression levels. Although anti-CD147 antibodies by different laboratories are designed for the Ig-like domains of CD147, there is a demand to provide priority among these anti-CD147 antibodies for developing of therapeutic anti-CD147 antibody before experimental validations. This study uses molecular docking and dynamic simulation techniques to compare the binding modes and affinities of nine antibody models against the Ig-like domains of CD147. After obtaining the model antibodies by homology modeling via Robetta, we predicted the CDRs of nine antibodies and the epitopes of CD147 to reach more accurate results for antigen affinity in molecular docking. Next, from HADDOCK 2.4., we meticulously handpicked the most superior model clusters (Z-Score: - 2.5 to - 1.2) and identified that meplazumab had higher affinities according to the success rate as the percentage of a scoring scale. We achieved stable simulations of CD147-antibody interaction. Our outcomes hold hypothetical importance for further experimental cancer research on the design and development of the relevant model antibodies.
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Affiliation(s)
- Nail Besli
- Department of Medical Biology, Hamidiye School of Medicine, University of Health Sciences, Istanbul, Turkey
| | - Halil İbrahim Bulut
- Faculty of Medicine, Medical Program, Istanbul University-Cerrahpasa, Istanbul, Turkey
| | - İlhan Onaran
- Department of Medical Biology, Cerrahpasa Faculty of Medicine, Istanbul University-Cerrahpasa, Istanbul, Turkey
| | - Miguel Carmena-Bargueño
- Computer Engineering Department, Structural Bioinformatics and High Performance Computing Research Group (BIO-HPC), UCAM Universidad Católica de Murcia, Guadalupe, Spain
| | - Horacio Pérez-Sánchez
- Computer Engineering Department, Structural Bioinformatics and High Performance Computing Research Group (BIO-HPC), UCAM Universidad Católica de Murcia, Guadalupe, Spain.
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8
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Saha S, Sharma A, Bhowmik D, Kumar D. Investigation into in silico and in vitro approaches for inhibitors targeting MCM10 in Leishmania donovani: a comprehensive study. Mol Divers 2025; 29:575-590. [PMID: 38722455 DOI: 10.1007/s11030-024-10876-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Accepted: 04/10/2024] [Indexed: 02/02/2025]
Abstract
Visceral Leishmaniasis (VL), the second neglected tropical disease caused by various Leishmania species, presents a significant public health challenge due to limited treatment options and the absence of vaccines. The agent responsible for visceral leishmaniasis, also referred to as "black fever" in India, is Leishmania donovani. This study focuses on L. donovani Minichromosome maintenance 10 (LdMcm10), a crucial protein in the DNA replication machinery, as a potential therapeutic target in Leishmania therapy using in silico and in vitro approaches. We employed bioinformatics tools, molecular docking, and molecular dynamics simulations to predict potential inhibitors against the target protein. The research revealed that the target protein lacks homologues in the host, emphasizing its potential as a drug target. Ligands from the DrugBank database were screened against LdMcm10 using PyRx software. The top three compounds, namely suramin, vapreotide, and pasireotide, exhibiting the best docking scores, underwent further investigation through molecular dynamic simulation and in vitro analysis. The observed structural dynamics suggested that LdMcm10-ligand complexes maintained consistent binding throughout the 300 ns simulation period, with minimal variations in their backbone. These findings suggest that these three compounds hold promise as potential lead compounds for developing new drugs against leishmaniasis. In vitro experiments also demonstrated a dose-dependent reduction in L. donovani viability for suramin, vapreotide, and pasireotide, with computed IC50 values providing quantitative metrics of their anti-leishmanial efficacy. The research offers a comprehensive understanding of LdMcm10 as a drug target and provides a foundation for further investigations and clinical exploration, ultimately advancing drug discovery strategies for leishmaniasis treatment.
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Affiliation(s)
- Satabdi Saha
- Department of Microbiology, Assam University, Silchar, 788011, Assam, India
| | - Anupama Sharma
- Department of Computational Sciences, Central University of Punjab, Bathinda, 151401, Punjab, India
| | - Deep Bhowmik
- Department of Microbiology, Assam University, Silchar, 788011, Assam, India
| | - Diwakar Kumar
- Department of Microbiology, Assam University, Silchar, 788011, Assam, India.
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Du S, Zheng N, Zhang Z, Zhang C, Zhou H, Deng Y, Yin J, Cai Y, Xia X. Rational Design Engineering of 5-Aminolevulinate Synthase with Activity and Stability Enhancement. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2025; 73:1892-1901. [PMID: 39772634 DOI: 10.1021/acs.jafc.4c07294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2025]
Abstract
5-Aminolevulinic acid synthase (ALAS) is the key rate-limiting enzyme in the synthesis of the vital biosynthetic intermediate 5-aminolevulinic acid (ALA). However, its catalytic efficiency is compromised due to its low activity and poor stability. Here, we obtained the mutant I325M/V390Y/H391I (T6), which exhibited a 7.0-fold increase in specific activity (2.53 U/mg) compared to the wild type through the application of isothermal compressibility (βT) perturbation engineering in conjunction with two thermal stability prediction algorithms. Moreover, molecular dynamics simulations indicate that positive changes in intermolecular interactions, the substrate channel, and the binding pocket account for the improved catalytic activity of T6. Furthermore, T6 was immobilized on magnetic chitosan nanoparticles, maintaining 73.5% of its original activity after 10 reaction cycles. Overall, combination approaches were employed to construct a superior ALAS variant, providing a novel concept for the synthesis of ALA and a valuable benchmark for optimizing industrial enzymes in related fields.
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Affiliation(s)
- Shuang Du
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Nan Zheng
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Zehua Zhang
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Chenhao Zhang
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Huimin Zhou
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Yu Deng
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Jian Yin
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Yongchao Cai
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China
- State Key Laboratory of Food Science and Technology, School of Food Science and Technology, Jiangnan University, Wuxi 214122, China
| | - Xiaole Xia
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China
- College of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300000, PR China
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10
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Kannakazhi Kantari SA, Kanchi S, Patnaik B, Agraharam A. Computational Exploration of Phenolic Compounds from Endophytic Fungi as α-Glucosidase Inhibitors for Diabetes Management. ACS OMEGA 2025; 10:1279-1292. [PMID: 39829537 PMCID: PMC11740116 DOI: 10.1021/acsomega.4c08872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/27/2024] [Revised: 11/04/2024] [Accepted: 12/12/2024] [Indexed: 01/22/2025]
Abstract
Diabetes has become a global epidemic, affecting even the younger people on an alarming scale. Inhibiting intestinal α-glucosidase is one of the key approaches to managing type 2 diabetes (T2D). In the present study, phenolic compounds (PCs) produced by endophytic fungi as potential α-glucosidase inhibitors (AGIs) are explored through ADMET profiling, molecular docking, and molecular dynamics (MD) Simulations. After 150 PCs were screened for their drug-likeness and toxicity properties, 45 molecules were selected. These were subjected to molecular docking studies against human N-terminal maltase-glucoamylase (NtMGAM). Based on binding energy and IC50 values, the best five PCs from different chemical classes (depsidones, phenolic acids, butenolides, furanones, and polyketides) were studied for their binding dynamics with NtMGAM employing all-atom MD simulations. Among the five ligands analyzed, the methybutyrolactone III (BUT)-NtMGAM complex exhibited significantly higher active site flexibility, indicating a conformational change in response to ligand binding. BUT interacted specifically with both key residues, Asp443 and Phe575, critical for enzyme-inhibitor stability. These interactions, coupled with increased flexibility, suggest enhanced stabilization of BUT in the active site pocket. BUT also exhibited one of the most favorable toxicity profiles among molecules analyzed using ProTox 3.0. Molecular mechanics Poisson-Boltzmann surface area calculations confirmed that BUT had the highest binding energy (-35.01 kcal/mol) driven by substantial van der Waals and electrostatic interactions. Another butenolide derivative, aspernolide (ALD) ranked second in the binding energy score (-31.13 kcal/mol). These findings suggest that PCs possessing butenolide scaffolds, like BUT and ALD, hold great promise as potential AGIs for managing T2D. These findings, however, need to be further validated through in vivo experimentation.
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Affiliation(s)
- Sai Anand Kannakazhi Kantari
- Department
of Biosciences, Sri Sathya Sai Institute
of Higher Learning, Prasanthi
Nilayam, Sri Sathya Sai District, Puttaparthi, Andhra Pradesh 515134, India
| | - Subbarao Kanchi
- Department
of Physics, Sri Sathya Sai Institute of
Higher Learning, Prasanthi
Nilayam, Sri Sathya Sai District, Puttaparthi, Andhra Pradesh 515134, India
| | - Bhargav Patnaik
- Department
of Biosciences, Sri Sathya Sai Institute
of Higher Learning, Prasanthi
Nilayam, Sri Sathya Sai District, Puttaparthi, Andhra Pradesh 515134, India
| | - Ashok Agraharam
- Department
of Biosciences, Sri Sathya Sai Institute
of Higher Learning, Prasanthi
Nilayam, Sri Sathya Sai District, Puttaparthi, Andhra Pradesh 515134, India
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11
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Wang J, Zhang Q, Fan W, Shi Q, Mao J, Xie J, Chai G, Zhang C. Deciphering olfactory receptor binding mechanisms: a structural and dynamic perspective on olfactory receptors. Front Mol Biosci 2025; 11:1498796. [PMID: 39845900 PMCID: PMC11751049 DOI: 10.3389/fmolb.2024.1498796] [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: 09/20/2024] [Accepted: 12/23/2024] [Indexed: 01/24/2025] Open
Abstract
Olfactory receptors, classified as G-protein coupled receptors (GPCRs), have been a subject of scientific inquiry since the early 1950s. Historically, investigations into the sensory mechanisms of olfactory receptors were often confined to behavioral characteristics in model organisms or the expression of related proteins and genes. However, with the development of cryo-electron microscopy techniques, it has gradually become possible to decipher the specific structures of olfactory receptors in insects and humans. This has provided new insights into the binding mechanisms between odor molecules and olfactory receptors. Furthermore, due to the rapid advancements in related fields such as computer simulations, the prediction and exploration of odor molecule binding to olfactory receptors have been progressively achieved through molecular dynamics simulations. Through this comprehensive review, we aim to provide a thorough analysis of research related to the binding mechanisms between odor molecules and olfactory receptors from the perspectives of structural biology and molecular dynamics simulations. Finally, we will provide an outlook on the future of research in the field of olfactory receptor sensory mechanisms.
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Affiliation(s)
- Jingtao Wang
- College of Chemistry, Zhengzhou University, Zhengzhou, Henan, China
- Department of tobacco flavor, Zhengzhou Tobacco Research Institute of CNTC, Zhengzhou, Henan, China
| | - Qidong Zhang
- Department of tobacco flavor, Zhengzhou Tobacco Research Institute of CNTC, Zhengzhou, Henan, China
| | - Wu Fan
- Department of tobacco flavor, Zhengzhou Tobacco Research Institute of CNTC, Zhengzhou, Henan, China
| | - Qingzhao Shi
- Department of tobacco flavor, Zhengzhou Tobacco Research Institute of CNTC, Zhengzhou, Henan, China
| | - Jian Mao
- Department of tobacco flavor, Zhengzhou Tobacco Research Institute of CNTC, Zhengzhou, Henan, China
| | - Jianping Xie
- Department of tobacco flavor, Zhengzhou Tobacco Research Institute of CNTC, Zhengzhou, Henan, China
| | - Guobi Chai
- Department of tobacco flavor, Zhengzhou Tobacco Research Institute of CNTC, Zhengzhou, Henan, China
- Food Laboratory of Zhongyuan, Flavour Science Research Center of Zhengzhou University, Zhengzhou, Henan, China
| | - Chenglei Zhang
- Medical Laboratory, General Hospital of Ningxia Medical University, Yinchuan, Ningxia, China
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12
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Azzouzi M, El Hadad SE, Azougagh O, Ouchaoui AA, Abou-Salama M, Oussaid A, Pannecouque C, Rohand T. Synthesis, Characterization, and antiviral evaluation of New Chalcone-Based Imidazo[1,2-a]pyridine Derivatives: Insights from in vitro and in silico Anti-HIV studies. Bioorg Chem 2025; 154:108102. [PMID: 39740310 DOI: 10.1016/j.bioorg.2024.108102] [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: 10/10/2024] [Revised: 12/10/2024] [Accepted: 12/24/2024] [Indexed: 01/02/2025]
Abstract
Given the ease of synthetic accessibility and the promising biological profile demonstrated by both imidazo[1,2-a]pyridine and Chalcone derivatives, a series of Chalcone-based imidazo[1,2-a]pyridine derivatives were synthesized and characterized using 1H NMR, 13C NMR, Mass Spectrometry and FTIR techniques. Density functional theory (DFT) was employed to investigate the structural and electronic properties, providing insights into potential reactive sites. The synthesized compounds were evaluated in vitro for their antiviral properties against human immunodeficiency virus type-1 (HIV-1) and human immunodeficiency virus type-2 (HIV-2) in MT-4 cells. Furthermore, Molecular docking studies show strong binding affinities with HIV-1 reverse transcriptase and HIV-2 protease. To further understand the dynamic behavior and stability of these interactions, molecular dynamics (MD) simulations were conducted. The MD results indicated stable binding conformations of the ligands within the active sites, with low RMSD and RMSF values throughout the simulation, confirming the robustness of these interactions. ADME predictions suggested acceptable pharmacokinetic profiles, though solubility remains a limitation for these compounds. Although the in vitro antiviral activity was limited, the combination of in vitro and in silico approaches provided valuable insights, guiding further structural optimization to improve bioavailability and enhance the therapeutic potential of these derivatives.
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Affiliation(s)
- Mohamed Azzouzi
- Laboratory of Molecular Chemistry, Materials and Environment (LCM2E), Department of Chemistry, Multidisciplinary Faculty of Nador, University Mohamed I, 60700 Nador, Morocco
| | - Salah Eddine El Hadad
- Chemical and Biochemical Sciences-Green Process Engineering, University Mohammed VI Polytechnic, Ben Guerir, Morocco
| | - Omar Azougagh
- Laboratory of Molecular Chemistry, Materials and Environment (LCM2E), Department of Chemistry, Multidisciplinary Faculty of Nador, University Mohamed I, 60700 Nador, Morocco
| | - Abderrahim Ait Ouchaoui
- Mohammed VI university of Sciences and Health (UM6SS), Casablanca, Morocco; Mohammed VI Center for Research and Innovation (CM6), Rabat 10000, Morocco
| | - Mohamed Abou-Salama
- Laboratory of Molecular Chemistry, Materials and Environment (LCM2E), Department of Chemistry, Multidisciplinary Faculty of Nador, University Mohamed I, 60700 Nador, Morocco
| | - Adyl Oussaid
- Laboratory of Molecular Chemistry, Materials and Environment (LCM2E), Department of Chemistry, Multidisciplinary Faculty of Nador, University Mohamed I, 60700 Nador, Morocco
| | - Christophe Pannecouque
- Rega Institute for Medical Research, Laboratory of Virology and Chemotherapy, K.U. Leuven, Leuven B-3000, Belgium
| | - Taoufik Rohand
- Laboratory of Molecular Chemistry, Materials and Environment (LCM2E), Department of Chemistry, Multidisciplinary Faculty of Nador, University Mohamed I, 60700 Nador, Morocco.
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Zhang S, Yang Y, Zhang R, Gao J, Wu M, Wang J, Sheng J, Sun P. The Potential Mechanism of Alpiniae oxyphyllae Fructus Against Hyperuricemia: An Integration of Network Pharmacology, Molecular Docking, Molecular Dynamics Simulation, and In Vitro Experiments. Nutrients 2024; 17:71. [PMID: 39796505 PMCID: PMC11723258 DOI: 10.3390/nu17010071] [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: 12/01/2024] [Revised: 12/23/2024] [Accepted: 12/25/2024] [Indexed: 01/13/2025] Open
Abstract
Background: Alpiniae oxyphyllae Fructus (AOF) is a medicinal and edible resource that holds potential to ameliorate hyperuricemia (HUA), yet its mechanism of action warrants further investigation. Methods: We performed network pharmacology, molecular docking, molecular dynamics simulation, and in vitro experiments to investigate the potential action and mechanism of AOF against HUA. Results: The results indicate that 48 potential anti-HUA targets for 4 components derived from AOF were excavated and predicted through public databases. Gene Ontology (GO) enrichment analysis indicated that there are 190 entries related to biological process, 24 entries related to cellular component, 42 entries related to molecular function, and 44 entries related to Kyoto Encyclopedia of Genes and Genomes (KEGG) signaling pathways. The results of molecular docking showed that the main active ingredients of AOF may have potential therapeutic effects on immune system disorders and inflammation caused by HUA by binding to targets including peroxisome-proliferator-activated receptor gamma (PPARG), estrogen receptor 1 (ESR1), prostaglandin G/H synthase 2 (PTGS2), and 3-hydroxy-3-methylglutaryl-coenzyme A reductase (HMGCR). Subsequently, we further determined the stability of the complex between the core active ingredient and the core target proteins by molecular dynamics simulation. The results of cell experiments demonstrated that stigmasterol as the core active ingredient derived from AOF significantly upregulated the expression levels of ESR1 and PPARG (p < 0.001) to exert an anti-HUA effect. Conclusions: In summary, we have systematically elucidated that the mechanism of main active ingredients derived from AOF mainly exert their pharmacological effects by acting on multiple targets in this study. Our studies will provide a scientific basis for the precise development and utilization of AOF.
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Affiliation(s)
- Shuanggou Zhang
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (S.Z.); (R.Z.); (J.W.); (J.S.)
- College of Food Science and Technology, Yunnan Agricultural University, Kunming 650201, China
| | - Yuanfei Yang
- College of Science, Yunnan Agricultural University, Kunming 650201, China; (Y.Y.); (J.G.); (M.W.)
| | - Ruohan Zhang
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (S.Z.); (R.Z.); (J.W.); (J.S.)
- College of Food Science and Technology, Yunnan Agricultural University, Kunming 650201, China
| | - Jian Gao
- College of Science, Yunnan Agricultural University, Kunming 650201, China; (Y.Y.); (J.G.); (M.W.)
| | - Mengyun Wu
- College of Science, Yunnan Agricultural University, Kunming 650201, China; (Y.Y.); (J.G.); (M.W.)
| | - Jing Wang
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (S.Z.); (R.Z.); (J.W.); (J.S.)
- College of Science, Yunnan Agricultural University, Kunming 650201, China; (Y.Y.); (J.G.); (M.W.)
| | - Jun Sheng
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (S.Z.); (R.Z.); (J.W.); (J.S.)
| | - Peiyuan Sun
- Key Laboratory of Pu-er Tea Science, Ministry of Education, Yunnan Agricultural University, Kunming 650201, China; (S.Z.); (R.Z.); (J.W.); (J.S.)
- College of Science, Yunnan Agricultural University, Kunming 650201, China; (Y.Y.); (J.G.); (M.W.)
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Elalouf A, Rosenfeld AY, Maoz H. Targeting serotonin receptors with phytochemicals - an in-silico study. Sci Rep 2024; 14:30307. [PMID: 39638796 PMCID: PMC11621125 DOI: 10.1038/s41598-024-76329-6] [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: 06/27/2024] [Accepted: 10/14/2024] [Indexed: 12/07/2024] Open
Abstract
The potential of natural phytochemicals in mitigating depression has been supported by substantial evidence. This study evaluated a total of 88 natural phytochemicals with potential antidepressant properties by targeting serotonin (5-HT) receptors (5-HT1A, 5-HT4, and 5-HT7) using molecular docking, ADMET (Absorption, Distribution, Metabolism, Excretion, and Toxicity) analysis, internal coordinates normal mode analysis (NMA), molecular dynamics simulation (MDS), and free energy calculation. Five evaluated compounds (Genistein, Kaempferol, Daidzein, Peonidin, and glycitein) exhibited favorable pharmacokinetic properties and improved binding scores, indicating their potential as effective antidepressants. Redocking and superimposition analysis of 5-HT with cocrystal structures validated these findings. Furthermore, NMA, MDS, and free energy calculations confirmed the stability and deformability of the ligand-receptor complexes, suggesting that these phytochemicals can effectively interact with 5-HT receptors to modulate depressive symptoms. These powerful phytochemicals, abundantly found in soybeans, fruits, vegetables, and herbs, represent a promising avenue for developing natural treatments for depression. Further in vitro and in vivo studies are warranted to explore their efficacy in alleviating stress and depression through their interactions with 5-HT receptors.
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Affiliation(s)
- Amir Elalouf
- Department of Management, Bar-Ilan University, Ramat Gan, 5290002, Israel.
| | | | - Hanan Maoz
- Department of Management, Bar-Ilan University, Ramat Gan, 5290002, Israel
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15
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Zhuang L, Ali A, Yang L, Ye Z, Li L, Ni R, An Y, Ali SL, Gong W. Leveraging computer-aided design and artificial intelligence to develop a next-generation multi-epitope tuberculosis vaccine candidate. INFECTIOUS MEDICINE 2024; 3:100148. [DOI: https:/doi.org/10.1016/j.imj.2024.100148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2025]
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16
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Zhuang L, Ali A, Yang L, Ye Z, Li L, Ni R, An Y, Ali SL, Gong W. Leveraging computer-aided design and artificial intelligence to develop a next-generation multi-epitope tuberculosis vaccine candidate. INFECTIOUS MEDICINE 2024; 3:100148. [PMID: 39687693 PMCID: PMC11647498 DOI: 10.1016/j.imj.2024.100148] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Revised: 09/28/2024] [Accepted: 10/08/2024] [Indexed: 12/18/2024]
Abstract
Background Tuberculosis (TB) remains a global public health challenge. The existing Bacillus Calmette-Guérin vaccine has limited efficacy in preventing adult pulmonary TB, necessitating the development of new vaccines with improved protective effects. Methods Computer-aided design and artificial intelligence technologies, combined with bioinformatics and immunoinformatics approaches, were used to design a multi-epitope vaccine (MEV) against TB. Comprehensive bioinformatics analyses were conducted to evaluate the physicochemical properties, spatial structure, immunogenicity, molecular dynamics (MD), and immunological characteristics of the MEV. Results We constructed a MEV, designated ZL12138L, containing 13 helper T lymphocyte epitopes, 12 cytotoxic T lymphocyte epitopes, 8 B-cell epitopes, as well as Toll-like receptor (TLR) agonists and helper peptides. Bioinformatics analyses revealed that ZL12138L should exhibit excellent immunogenicity and antigenicity, with no toxicity or allergenicity, and had potential to induce robust immune responses and high solubility, the immunogenicity score was 4.14449, the antigenicity score was 0.8843, and the immunological score was 0.470. Moreover, ZL12138L showed high population coverage for human leukocyte antigen class I and II alleles, reaching 92.41% and 90.17%, respectively, globally. Molecular docking analysis indicated favorable binding affinity of ZL12138L with TLR-2 and TLR-4, with binding energies of -1173.4 and -1360.5 kcal/mol, respectively. Normal mode analysis and MD simulations indicated the stability and dynamic properties of the vaccine construct. Immune simulation predictions suggested that ZL12138L could effectively activate innate and adaptive immune cells, inducing high levels of Type 1 T helper cell cytokines. Conclusions This study provides compelling evidence for ZL12138L as a promising TB vaccine candidate. Future research will focus on experimental validation and further optimization of the vaccine design.
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Affiliation(s)
- Li Zhuang
- Beijing Key Laboratory of New Techniques of Tuberculosis Diagnosis and Treatment, Senior Department of Tuberculosis, The Eighth Medical Center of PLA General Hospital, Beijing 100091, China
- Graduate School, Hebei North University, Zhangjiakou 075000, Hebei Province, China
| | - Awais Ali
- Department of Biochemistry, Abdul Wali Khan University, Mardan 23200, Pakistan
| | - Ling Yang
- Beijing Key Laboratory of New Techniques of Tuberculosis Diagnosis and Treatment, Senior Department of Tuberculosis, The Eighth Medical Center of PLA General Hospital, Beijing 100091, China
- Graduate School, Hebei North University, Zhangjiakou 075000, Hebei Province, China
| | - Zhaoyang Ye
- Beijing Key Laboratory of New Techniques of Tuberculosis Diagnosis and Treatment, Senior Department of Tuberculosis, The Eighth Medical Center of PLA General Hospital, Beijing 100091, China
- Graduate School, Hebei North University, Zhangjiakou 075000, Hebei Province, China
| | - Linsheng Li
- Beijing Key Laboratory of New Techniques of Tuberculosis Diagnosis and Treatment, Senior Department of Tuberculosis, The Eighth Medical Center of PLA General Hospital, Beijing 100091, China
- Graduate School, Hebei North University, Zhangjiakou 075000, Hebei Province, China
| | - Ruizi Ni
- Beijing Key Laboratory of New Techniques of Tuberculosis Diagnosis and Treatment, Senior Department of Tuberculosis, The Eighth Medical Center of PLA General Hospital, Beijing 100091, China
- Graduate School, Hebei North University, Zhangjiakou 075000, Hebei Province, China
| | - Yajing An
- Beijing Key Laboratory of New Techniques of Tuberculosis Diagnosis and Treatment, Senior Department of Tuberculosis, The Eighth Medical Center of PLA General Hospital, Beijing 100091, China
- Graduate School, Hebei North University, Zhangjiakou 075000, Hebei Province, China
| | - Syed Luqman Ali
- Department of Biochemistry, Abdul Wali Khan University, Mardan 23200, Pakistan
| | - Wenping Gong
- Beijing Key Laboratory of New Techniques of Tuberculosis Diagnosis and Treatment, Senior Department of Tuberculosis, The Eighth Medical Center of PLA General Hospital, Beijing 100091, China
- Graduate School, Hebei North University, Zhangjiakou 075000, Hebei Province, China
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Zhang H, Maillo A, Khan SA, Martínez-de-Morentin X, Lehmann R, Gomez-Cabrero D, Tegnér J. Reviewability and supportability: New complementary principles to empower research software practices. Comput Struct Biotechnol J 2024; 23:3989-3998. [PMID: 39582890 PMCID: PMC11584522 DOI: 10.1016/j.csbj.2024.10.034] [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: 07/27/2024] [Revised: 10/21/2024] [Accepted: 10/21/2024] [Indexed: 11/26/2024] Open
Abstract
In today's scientific landscape, research software has evolved from being a supportive tool to becoming a fundamental driver of discovery, particularly in life sciences. Beyond its roots in software engineering, research software now plays a crucial role in facilitating efficient data analysis and enabling the exploration of complex natural phenomena. The advancements in simulations and modeling through research software have significantly accelerated the pace of scientific research while reducing associated costs. This growing reliance underscores the importance of software in ensuring reproducibility - a cornerstone of scientific rigor and trustworthiness. Although verifying reproducibility presents challenges, well-developed and openly accessible research software enhances transparency and aids in the early detection of errors. Although verifying reproducibility can be challenging, well-developed and accessible research software improves transparency and facilitates error detection. This mini-review examines the characteristics of research software and summarizes the key events that have shaped its development, alongside changes in requirements and guidelines. Moreover, we propose two additional principles - reviewability and supportability - complementing the widely accepted FAIR principles (Findability, Accessibility, Interoperability, and Reusability). These new principles aim to improve the efficiency and effectiveness of software evaluation during the peer review process. Through this review, we aim to assist scientists, especially those without extensive software development expertise, in understanding best practices for developing research software and the underlying motivations driving these practices.
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Affiliation(s)
- Haoling Zhang
- Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology, 4700 Thuwal, Jeddah, 23955, Mecca, Saudi Arabia
| | - Alberto Maillo
- Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology, 4700 Thuwal, Jeddah, 23955, Mecca, Saudi Arabia
| | - Sumeer Ahmad Khan
- Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology, 4700 Thuwal, Jeddah, 23955, Mecca, Saudi Arabia
- SDAIA-KAUST Center of Excellence in Data Science and Artificial Intelligence, 4700 Thuwal, Jeddah, 23952, Saudi Arabia
| | - Xabier Martínez-de-Morentin
- Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology, 4700 Thuwal, Jeddah, 23955, Mecca, Saudi Arabia
| | - Robert Lehmann
- Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology, 4700 Thuwal, Jeddah, 23955, Mecca, Saudi Arabia
| | - David Gomez-Cabrero
- Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology, 4700 Thuwal, Jeddah, 23955, Mecca, Saudi Arabia
- Unit of Translational Bioinformatics, Navarrabiomed - Fundacion Miguel Servet, Universidad Pública de Navarra (UPNA), C. de Irunlarrea, 3, Pamplona, 31008, Spain
| | - Jesper Tegnér
- Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology, 4700 Thuwal, Jeddah, 23955, Mecca, Saudi Arabia
- Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology, 4700 Thuwal, Jeddah, 23955, Mecca, Saudi Arabia
- Unit of Computational Medicine, Department of Medicine, Center for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, L8:05, Stockholm, SE-17176, Sweden
- Science for Life Laboratory, Tomtebodavagen 23A, Solna, SE-17165, Sweden
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Medoro A, Scapagnini G, Brogi S, Jafar TH, Trung TT, Saso L, Davinelli S. Carotenoid Interactions with PCSK9: Exploring Novel Cholesterol-Lowering Strategies. Pharmaceuticals (Basel) 2024; 17:1597. [PMID: 39770439 PMCID: PMC11676125 DOI: 10.3390/ph17121597] [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: 10/28/2024] [Revised: 11/23/2024] [Accepted: 11/25/2024] [Indexed: 01/11/2025] Open
Abstract
Background/Objectives: This study investigated the potential of green algae-derived carotenoids as natural inhibitors of the proprotein convertase subtilisin/kexin type 9 (PCSK9), a key regulator of cholesterol metabolism. PCSK9 promotes the degradation of low-density lipoprotein receptors (LDLR), thereby increasing blood cholesterol levels and elevating the risk of cardiovascular diseases. Methods/Results: We screened the pharmacophore fit score of 27 carotenoids with PCSK9 and identified 14 that were analyzed for binding affinity and molecular interactions. Astaxanthin, siphonaxanthin, and prasinoxanthin were identified as the top candidates, demonstrating strong binding affinity (-10.5, -10.3, and -9.4 Kcal/mol, respectively) and stable interactions with several known key residues within the active site of PCSK9, including Pro-331, Arg-357, Cys-358, Val-359, Asp-360, Ile-416, Leu-436, Thr-437, Pro-438, Leu-440, Arg-458, Val-460, Trp-461, Arg-476, Cys-477, Ala-478, Ala-649, Val-650, and Asp-651. Density functional theory analysis confirmed the stability of astaxanthin and its favorable electronic properties, suggesting its potential as an effective inhibitor. Molecular dynamics simulations of the PCSK9-astaxanthin complex revealed sustained structural stability and key interactions critical for maintaining the functional integrity of the protein. Conclusions: These findings provide evidence that specific carotenoids, particularly astaxanthin, may offer a cost-effective alternative to existing PCSK9 inhibitors, providing a potential approach for managing cholesterol levels and reducing cardiovascular risk. Pre-clinical and clinical validations are required to confirm the therapeutic potential of these compounds.
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Affiliation(s)
- Alessandro Medoro
- Department of Medicine and Health Sciences “V. Tiberio”, University of Molise, 86100 Campobasso, Italy; (A.M.); (G.S.); (T.H.J.)
| | - Giovanni Scapagnini
- Department of Medicine and Health Sciences “V. Tiberio”, University of Molise, 86100 Campobasso, Italy; (A.M.); (G.S.); (T.H.J.)
| | - Simone Brogi
- Department of Pharmacy, University of Pisa, 56126 Pisa, Italy;
| | - Tassadaq Hussain Jafar
- Department of Medicine and Health Sciences “V. Tiberio”, University of Molise, 86100 Campobasso, Italy; (A.M.); (G.S.); (T.H.J.)
| | - Truong Tan Trung
- Laboratory of Computation and Nanoscience, Dong Nai Technology University, Bien Hoa City 810000, Vietnam;
| | - Luciano Saso
- Department of Physiology and Pharmacology “Vittorio Erspamer”, La Sapienza University, 00185 Rome, Italy;
| | - Sergio Davinelli
- Department of Medicine and Health Sciences “V. Tiberio”, University of Molise, 86100 Campobasso, Italy; (A.M.); (G.S.); (T.H.J.)
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Shah M, Sarfraz A, Shehroz M, Perveen A, Jaan S, Zaman A, Nishan U, Moura AA, Ullah R, Iqbal Z, Ibrahim MA. Computer-aided rational design of a mRNA vaccine against Guanarito mammarenavirus. Biotechnol Lett 2024; 47:2. [PMID: 39585410 DOI: 10.1007/s10529-024-03543-7] [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: 05/26/2024] [Revised: 08/27/2024] [Accepted: 10/03/2024] [Indexed: 11/26/2024]
Abstract
PURPOSE Guanarito mammarenavirus (GTOV) is a highly pathogenic virus that leads to Venezuelan hemorrhagic fever (VHF). Despite being a severe disease, there are currently no commercially available drugs or vaccines for its prevention. METHODS Here we computationally formulated a mRNA vaccine construct (VC) from the genome of GTOV to produce immunity against its infections. Two proteins, namely zinc-finger motif protein (NP_899220.1), and nucleocapsid protein (NP_899211.1) were screened as potential candidates for downstream analysis. RESULTS We determined the T and B cell epitopes of the candidate proteins. The resulting epitopes were analyzed, and the best epitopes were utilized in the formation of the peptide vaccine construct. The secondary and tertiary structures of the peptide construct were predicted and validated. Docking was conducted to check the binding energy of the designed peptide vaccine with the human immune receptors, namely TLR2 and TLR4. Our designed vaccine showed stable interactions with the HLA molecules, as verified through normal mode and MD simulation analysis. The immune simulation results indicated a positive immune response against the construct. A potentially stable mRNA vaccine was formulated by adding of sequences such as the Kozak, Goblin 5' UTR, tPA-signal peptide, MITD, 3' UTRs, and a poly(A) tail to the peptide vaccine construct. Lastly, the expression probability of the mRNA vaccine was confirmed in the expression system of E. coli strain K12. CONCLUSION The designed vaccine showed the potential to elicit an immune response against the GTOV infection; however, experimental validation is recommended to verify the in-silico findings of this study.
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MESH Headings
- Arenaviridae/genetics
- Arenaviridae/immunology
- Humans
- Viral Vaccines/immunology
- Viral Vaccines/genetics
- Viral Vaccines/chemistry
- mRNA Vaccines/immunology
- Computer-Aided Design
- Molecular Docking Simulation
- Epitopes, B-Lymphocyte/immunology
- Epitopes, B-Lymphocyte/genetics
- Epitopes, B-Lymphocyte/chemistry
- Vaccines, Subunit/immunology
- Vaccines, Subunit/genetics
- Vaccines, Subunit/chemistry
- Epitopes, T-Lymphocyte/immunology
- Epitopes, T-Lymphocyte/genetics
- Epitopes, T-Lymphocyte/chemistry
- Toll-Like Receptor 2/genetics
- Toll-Like Receptor 2/immunology
- Toll-Like Receptor 4/genetics
- Toll-Like Receptor 4/immunology
- Toll-Like Receptor 4/metabolism
- Vaccines, Synthetic/immunology
- Vaccines, Synthetic/genetics
- Vaccines, Synthetic/chemistry
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Affiliation(s)
- Mohibullah Shah
- Department of Biochemistry, Bahauddin Zakariya University, Multan, 66000, Punjab, Pakistan.
- Department of Animal Science, Federal University of Ceara, Fortaleza, Brazil.
| | - Asifa Sarfraz
- Department of Biochemistry, Bahauddin Zakariya University, Multan, 66000, Punjab, Pakistan
| | - Muhammad Shehroz
- Department of Bioinformatics, Kohsar University Murree, Murree, 47150, Pakistan
| | - Asia Perveen
- Department of Biochemistry, Bahauddin Zakariya University, Multan, 66000, Punjab, Pakistan
| | - Samavia Jaan
- Department of Biochemistry, Bahauddin Zakariya University, Multan, 66000, Punjab, Pakistan
| | - Aqal Zaman
- Department of Microbiology & Molecular Genetics, Bahauddin Zakariya University, Multan, 66000, Pakistan
| | - Umar Nishan
- Department of Chemistry, Kohat University of Science & Technology, Kohat, Pakistan
| | - Arlindo A Moura
- Department of Animal Science, Federal University of Ceara, Fortaleza, Brazil
| | - Riaz Ullah
- Department of Pharmacognosy College of Pharmacy, King Saud University, Riyadh, Saudi Arabia
| | - Zafar Iqbal
- Department of Surgery, College of Medicine, King Saud University, P.O. Box 7805, Riyadh, 11472, Kingdom of Saudi Arabia
| | - Mohamed A Ibrahim
- Department of Pharmaceutics, College of Pharmacy, King Saud University, 11451, Riyadh, Saudi Arabia
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20
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Zhang X, Sun Z, Sun W, Li Y, Gao F, Teng F, Han Z, Lu Y, Zhang S, Li L. Bioinformatics Analysis and Experimental Findings Reveal the Therapeutic Actions and Targets of Cyathulae Radix Against Type 2 Diabetes Mellitus. J Diabetes Res 2024; 2024:5521114. [PMID: 39534794 PMCID: PMC11557179 DOI: 10.1155/2024/5521114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 07/15/2024] [Accepted: 09/19/2024] [Indexed: 11/16/2024] Open
Abstract
Objective: This study elucidated the mechanistic role of Cyathulae Radix (CR) in type 2 diabetes mellitus (T2DM) through bioinformatics analysis and experimental validation. Methods: Components and targets of CR were retrieved from the traditional Chinese medical systems pharmacology, while potential T2DM targets were obtained from GeneCards and Online Mendelian Inheritance in Man databases. Intersecting these datasets yielded target genes between CR and T2DM. Differential genes were used for constructing a protein-protein interaction network, followed by Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses. Molecular docking and dynamics simulations were performed using AutoDock and GROMACS, respectively, and in vitro experiments validated the results. Experiments evaluated the effect of CR on T2DM pancreatic β-cells. Results: Bioinformatics analysis identified four active compounds of CR, 157 related genes, and 5431 T2DM target genes, with 141 shared targets. Key targets such as JUN, MAPK1, and MAPK14 were identified through topological analysis of the PPI network. GO analysis presented 2663 entries, while KEGG analysis identified 161 pathways. The molecular docking results demonstrated favorable binding energy between the core components and the core proteins. Among them, JUN-rubrosterone, MAPK1-rubrosterone, and MAPK14-rubrosterone deserved further investigation. Molecular dynamics results indicated that all of them can form stable binding interactions. CR could inhibit the expression of JUN, MAPK1, and MAPK14, promote insulin secretion, alleviate apoptosis, and regulate autophagy in INS-1 cells. Conclusion: This study suggests CR approach to T2DM management by multitarget and multipathway provides a scientific basis for further research on the hypoglycemic effect of CR.
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Affiliation(s)
- Xi Zhang
- College of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing 102488, China
| | - Zijin Sun
- College of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing 102488, China
| | - Wenlong Sun
- School of Life Sciences and Medicine, Shandong University of Technology, Zibo 255049, China
| | - Yueming Li
- College of Traditional Chinese Medicine, Shandong University of Traditional Chinese Medicine, Jinan 250014, China
| | - Fei Gao
- College of Traditional Chinese Medicine, Shandong University of Traditional Chinese Medicine, Jinan 250014, China
| | - Fei Teng
- College of Traditional Chinese Medicine, Shandong University of Traditional Chinese Medicine, Jinan 250014, China
| | - Zhenxu Han
- College of Traditional Chinese Medicine, Shandong University of Traditional Chinese Medicine, Jinan 250014, China
| | - Yanting Lu
- College of Traditional Chinese Medicine, Shandong University of Traditional Chinese Medicine, Jinan 250014, China
| | - Shuo Zhang
- College of Traditional Chinese Medicine, Shandong University of Traditional Chinese Medicine, Jinan 250014, China
| | - Lingru Li
- National Institute of TCM Constitution and Preventive Medicine, Beijing University of Chinese Medicine, Beijing 100029, China
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21
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Abid R, Khan M, Siddique N, Khan SW, Khan RU, Zahoor M, Ullah R, Alotaibi A. Novel chiral phthalimides: Antimicrobial evaluation and docking study against Acinetobacter baumannii's OmpA protein. Comput Biol Med 2024; 182:109099. [PMID: 39265475 DOI: 10.1016/j.compbiomed.2024.109099] [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: 04/08/2024] [Revised: 08/29/2024] [Accepted: 08/31/2024] [Indexed: 09/14/2024]
Abstract
Antibiotics have been a vital component in the fight against microbial diseases for over 75 years, saving countless lives. However, the global rise of multi-drug-resistance (MDR) bacterial infections is pushing us closer to a post-antibiotic era where common infections may once again become lethal. To combat MDR Acinetobacter baumannii, we investigated chiral phthalimides and used molecular docking to identify potential targets. Outer membrane protein A (OmpA) is crucial for A. baumannii resistant to antibiotics, making it a pathogen of great concern due to its high mortality rate and limited treatment options. In this study, we evaluated three distinct compounds against the OmpA protein: FIA (2-(1,3-dioxoindolin-2yl)-3-phenylpropanoic acid), FIC (2-(1,3-dioxoindolin-2yl)-4-(methylthio) butanoic acid), and FII (3-(1,3-dioxoindolin-2yl)-3-phenylpropanoic acid). Molecular docking results showed that these three compounds exhibited strong interactions with the OmpA protein. Molecular dynamics (MD) simulation analysis further confirmed the stability and binding efficacy of these compounds with OmpA. Their antimicrobial activities were assessed using the agar well diffusion method, revealing that FIA had an optimal zone of inhibition of 24 mm. Additionally, the minimum inhibitory concentrations (MIC) of these compounds were determined, demonstrating their bactericidal properties against A. baumannii, with MICs of 11 μg/μL for FIA, 46 μg/μL for FIC, and 375 μg/μL for FII. In vitro cytotoxicity data indicated that none of the three compounds were hemolytic when exposed to human red blood cells. This finding is particularly significant as it highlights the superior efficacy of FIA against A. baumannii compared to the other compounds. With thorough pharmacokinetic validations, these chiral phthalimides are promising alternative therapeutic options for treating infections caused by A. baumannii, offering new hope in the face of rising antibiotic resistance.
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Affiliation(s)
- Rimsha Abid
- Institute of Pathology and Diagnostic Medicine, Department of Microbiology, Khyber Medical University, Peshawar, Khyber Pakhtunkhwa, Pakistan.
| | - Momin Khan
- Institute of Pathology and Diagnostic Medicine, Department of Microbiology, Khyber Medical University, Peshawar, Khyber Pakhtunkhwa, Pakistan.
| | - Nayyer Siddique
- Institute of Pathology and Diagnostic Medicine, Department of Microbiology, Khyber Medical University, Peshawar, Khyber Pakhtunkhwa, Pakistan.
| | - Sher Wali Khan
- Department of Chemistry, Rawalpindi Women University, Rawalpindi, 46300, Pakistan.
| | - Rahat Ullah Khan
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Center for Influenza Research and Early-warning (CASCIRE), CAS-TWAS Center of Excellence for Emerging Infectious Diseases (CEEID, Chinese Academy of Sciences, 100101, Beijing, China; College of Life Science, University of Chinese Academy of Sciences, Beijing, 101408, China.
| | - Muhammad Zahoor
- Department of Biochemistry, University of Malakand, Chakdara, 18800, Pakistan.
| | - Riaz Ullah
- Medicinal Aromatic and Poisonous Plants Research Center, Department of Pharmacognosy, College of Pharmacy, King Saud University, Riyadh, 11451, Saudi Arabia.
| | - Amal Alotaibi
- Department of Basic Science, College of Medicine, Princess Nourah bint Abdulrahman University, Riyadh, 11671, Saudi Arabia.
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22
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Alghamdi A, A Awadh Ali N, Alafnan A, Zainal Abidin SA, Alamri A, Hussein W, Khalifa NE, Awaji AYM, Al Rashah K, Ahmed Younes KM, Anwar S. Deciphering the toxicological and computational assessment of Verbascum yemenese.: Integrating phytochemistry and bioinformatics tools. Food Chem Toxicol 2024; 193:115028. [PMID: 39368542 DOI: 10.1016/j.fct.2024.115028] [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: 12/19/2023] [Revised: 09/17/2024] [Accepted: 09/29/2024] [Indexed: 10/07/2024]
Abstract
This study explores the phytochemical composition and biological activities of Verbascum yemenense, a plant known for its medicinal properties. The plant extract revealed a rich presence of bioactive compounds that exhibited significant antioxidant properties against free radicals. The enzyme inhibition potential was particularly notable against cholinesterases (AChE: 2.56 mg GALAE/g; BChE: 1.98 mg GALAE/g), and tyrosinase (87.94 mg KAE/g), α-glucosidase suggesting potential therapeutic applications in neurodegenerative diseases, skin disorders and diabetes. Molecular docking studies and Molecular Dynamics simulations, providing insights into the interaction mechanisms of the identified compounds with the target proteins. Molecular docking studies revealed high binding affinities of the phytoconstituents, with compounds like VY4 and phyllanthusol-A (VY15) showing substantial docking scores against AChE (-9.840 kcal/mol) and BChE (-9.853 kcal/mol), respectively. For instance, the RMSD values during the MD simulations for compound VY17 in the AML complex showed a stable conformation, fluctuating within a range of 0.75 Å to 1.75 Å, indicating a strong and consistent interaction with the enzyme. MESP studies highlighted VY17's distinctive electrostatic features, notably a pronounced electronegative region, which might contribute to its binding efficiency. These findings suggest that V. yemenense is a promising candidate for developing novel therapeutic agents.
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Affiliation(s)
- Adel Alghamdi
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Al-Baha University, P.O. Box 1988, Al-Baha, Saudi Arabia
| | - Nasser A Awadh Ali
- Department of Pharmacognosy and Medicinal Herbs, Faculty of Pharmacy, Al-Baha University, P.O. Box 1988, Al-Baha, Saudi Arabia
| | - Ahmed Alafnan
- Department of Pharmacology and Toxicology, College of Pharmacy, University of Ha'il, Ha'il, 55476, Saudi Arabia
| | - Syafiq Asnawi Zainal Abidin
- Jeffrey Cheah School of Medicine and Health Sciences, Monash University Malaysia, Jalan Lagoon Selatan, Bandar Sunway, 47500, Malaysia
| | - Abdulwahab Alamri
- Department of Pharmacology and Toxicology, College of Pharmacy, University of Ha'il, Ha'il, 55476, Saudi Arabia
| | - Weiam Hussein
- Department of Pharmaceutical Chemistry, College of Pharmacy, University of Ha'il, Ha'il, 55476, Saudi Arabia
| | - Nasrin E Khalifa
- Department of Pharmaceutics, College of Pharmacy, University of Ha'il, Ha'il, 55476, Saudi Arabia
| | | | - Khaled Al Rashah
- Medical Services, Ministry of Interior, Comprehensive Specialized Clinic for Security Forces, Najran, Saudi Arabia
| | - Kareem Mahmoud Ahmed Younes
- Department of Pharmaceutical Chemistry, College of Pharmacy, University of Ha'il, Ha'il, 55476, Saudi Arabia; Department of Analytical Chemistry, Faculty of Pharmacy, Cairo University, Cairo, 11562, Egypt
| | - Sirajudheen Anwar
- Department of Pharmacology and Toxicology, College of Pharmacy, University of Ha'il, Ha'il, 55476, Saudi Arabia.
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23
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Ullah S, Rahman W, Ullah F, Ullah A, Jehan R, Iqbal MN, Irfan M. A molecular dynamics simulations analysis of repurposing drugs for COVID-19 using bioinformatics methods. J Biomol Struct Dyn 2024; 42:9561-9570. [PMID: 37882340 DOI: 10.1080/07391102.2023.2256864] [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: 05/04/2023] [Accepted: 08/20/2023] [Indexed: 10/27/2023]
Abstract
A number of multidisciplinary methods have piqued the interest of researchers as means to accelerate and lower the cost of medication creation. The goal of this research was to find target proteins and then select a lead drug against SARS-CoV-2. The three-dimensional structure is taken from the RCSB PDB using its specific PDB ID 6lu7. Virtual screening based on pharmacophores is performed using Molecular Operating Environment software. We looked for a potent inhibitor in the FDA-approved database. For docking, AutoDock Vina uses Pyrx. The compound-target protein binding interactions were tested using BIOVIA Discovery Studio. The stability of protein and inhibitor complexes in a physiological setting was investigated using Desmond's Molecular Dynamics Simulation (MD simulation). According to our findings, we repurpose the FDA-approved drugs ZINC000169677008 and ZINC000169289767, which inhibit the activity of the virus's main protease (6lu7). The scientific community will gain from this finding, which might create new medicine. The novel repurposed chemicals were promising inhibitors with increased efficacy and fewer side effects.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
| | | | | | - Anees Ullah
- S Khan Lab Mardan, Khyber Pakhtunkhwa, Pakistan
| | | | - Muhammad Nasir Iqbal
- Department of Bioinformatics, Institute of Biochemistry, Biotechnology and Bioinformatics, The Islamia University of Bahawalpur, Bahawalpur, Pakistan
| | - Muhammad Irfan
- Department of Bioinformatics, Institute of Biochemistry, Biotechnology and Bioinformatics, The Islamia University of Bahawalpur, Bahawalpur, Pakistan
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24
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Yadalam PK, Neelakandan A, Arunraj R, Anegundi RV, Ardila CM. Exploring the interplay between Porphyromonas gingivalis KGP gingipain, herpes virus MicroRNA-6, and Icp4 transcript in periodontitis: Computational and clinical insights. PLoS One 2024; 19:e0312162. [PMID: 39480863 PMCID: PMC11527181 DOI: 10.1371/journal.pone.0312162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2024] [Accepted: 09/30/2024] [Indexed: 11/02/2024] Open
Abstract
BACKGROUND Porphyromonas gingivalis, a major pathogen in periodontitis, produces KGP (Lys-gingipain), a cysteine protease that enhances bacterial virulence by promoting tissue invasion and immune evasion. Recent studies highlight microRNAs' role in viral latency, potentially affecting lytic replication through host mechanisms. Herpes virus (HSV) establishes latency via interactions between microRNA-6 (miRH-6) and the ICP4 transcription factor in neural ganglia. This suggests a potential link between periodontitis and HSV-induced latency. This study aims to identify and validate the insilico inhibitory interaction of P. gingivalis KGP with ICP4 transcripts and correlate the presence of viral latency-associated transcript micro-RNA-6 with periodontitis. METHODS Computational docking analysis was performed to investigate the potential interaction between ICP4 and KGP gingipain. The binding energy and RMSD ligand values were calculated to determine the interaction's strength. Ten patients with recurrent clinical attachment loss despite conventional therapy were included in the clinical study. Subgingival tissue samples were collected post-phase I therapy, and HSV microRNA-6 presence was detected via polymerase chain reaction and confirmed through gel electrophoresis. RESULTS Computational docking identified the ICP4-KGP gingipain complex with the lowest binding energy (-288.29 kJ mol^1) and an RMSD ligand of 1.5 Angstroms, indicating strong interaction potential. Gel electrophoresis confirmed miRH-6 presence in all samples. CONCLUSION The identification of miRNA-6 in periodontitis patients and the strong interaction potential between P. gingivalis KGP gingipain and ICP4 transcripts indicate a possible link between bacterial virulence factors and viral latency dynamics in periodontal tissues. These results highlight the complex interplay between oral pathogens, viral microRNAs, and host immune responses in periodontitis.
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Affiliation(s)
- Pradeep Kumar Yadalam
- Department of Periodontics, Saveetha Dental College, Saveetha Institute of Medical and technology sciences, SIMATS, Saveetha University, Chennai, Tamil Nadu, India
| | | | - Rex Arunraj
- Department of Genetic Engineering, School of Bioengineering, SRM Institute of Science and Technology, Kanchipuram, Tamil Nadu, India
| | - Raghavendra Vamsi Anegundi
- Department of Periodontics, Saveetha Dental College, Saveetha Institute of Medical and technology sciences, SIMATS, Saveetha University, Chennai, Tamil Nadu, India
| | - Carlos M. Ardila
- Basic Sciences Department, Faculty of Dentistry, Universidad de Antioquia U de A, Medellín, Colombia
- Biomedical Stomatology Research Group, Universidad de Antioquia U de A, Medellín, Colombia
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25
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Zangrandi L, Fogli B, Mutti A, Staritzbichler R, Most V, Hildebrand PW, Heilbronn R, Schwarzer C. Structure-function relationship of dynorphin B variants using naturally occurring amino acid substitutions. Front Pharmacol 2024; 15:1484730. [PMID: 39539623 PMCID: PMC11557314 DOI: 10.3389/fphar.2024.1484730] [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: 08/22/2024] [Accepted: 10/09/2024] [Indexed: 11/16/2024] Open
Abstract
Dynorphins (Dyn) represent the subset of endogenous opioid peptides with the highest binding affinity to kappa opioid receptors (KOPrs). Activation of the G-protein-coupled pathway of KOPrs has strong anticonvulsant effects. Dyn also bind to mu (MOPrs) and delta opioid receptors (DOPrs) with lower affinity and can activate the β-arrestin pathway. To fully exploit the therapeutic potential of dynorphins and reduce potential unwanted effects, increased selectivity for KOPrs combined with reduced activation of the mTOR complex would be favorable. Therefore, we investigated a series of dynorphin B (DynB) variants, substituted in one or two positions with naturally occurring amino acids for differential opioid receptor activation, applying competitive radio binding assays, GTPγS assays, PRESTO-Tango, and Western blotting on single-opioid receptor-expressing cells. Seven DynB derivatives displayed at least 10-fold increased selectivity for KOPrs over either MOPrs or DOPrs. The highest selectivity for KOPrs over MOPrs was obtained with DynB_G3M/Q8H, and the highest selectivity for KOPrs over DOPrs was obtained with DynB_L5S. Increased selectivity for KOPr over MOPr and DOPr was based on a loss of affinity or potency at MOPr and DOPr rather than a higher affinity or potency at KOPr. This suggests that the investigated amino acid exchanges in positions 3, 5, and 8 are of higher importance for binding and activation of MOPr or DOPr than of KOPr. In tests for signal transduction using the GTPγS assay, none of the DynB derivatives displayed increased potency. The three tested variants with substitutions of glycine to methionine in position 3 displayed reduced efficacy and are, therefore, considered partial agonists. The two most promising activating candidates were further investigated for functional selectivity between the G-protein and the β-arrestin pathway, as well as for activation of mTOR. No difference was detected in the respective read-outs, compared to wild-type DynB. Our data indicate that the assessment of affinity to KOPr alone is not sufficient to predict either potency or efficacy of peptidergic agonists on KOPr. Further assessment of downstream pathways is required to allow more reliable predictions of in vivo effects.
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Affiliation(s)
- Luca Zangrandi
- Institute of Pharmacology, Medical University of Innsbruck, Innsbruck, Austria
- Clinic for Neurology and Experimental Neurology, AG Gene Therapy, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Barbara Fogli
- Institute of Pharmacology, Medical University of Innsbruck, Innsbruck, Austria
| | - Anna Mutti
- Institute of Pharmacology, Medical University of Innsbruck, Innsbruck, Austria
| | - René Staritzbichler
- Institute of Medical Physics and Biophysics, University of Leipzig, Leipzig, Germany
| | - Victoria Most
- Institute of Medical Physics and Biophysics, University of Leipzig, Leipzig, Germany
| | - Peter W. Hildebrand
- Institute of Medical Physics and Biophysics, University of Leipzig, Leipzig, Germany
- Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Institute of Medical Physics and Biophysics, Berlin, Germany
| | - Regine Heilbronn
- Clinic for Neurology and Experimental Neurology, AG Gene Therapy, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Christoph Schwarzer
- Institute of Pharmacology, Medical University of Innsbruck, Innsbruck, Austria
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Ahmad S, Ahmad MFA, Alouffi S, Khan S, Khan M, Khan MWA, Prakash C, Ahmad N, Ansari IA. Aldose reductase inhibitory and antiglycation properties of phytoconstituents of Cichorium intybus: Potential therapeutic role in diabetic retinopathy. Int J Biol Macromol 2024; 277:133816. [PMID: 39002911 DOI: 10.1016/j.ijbiomac.2024.133816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Revised: 06/27/2024] [Accepted: 07/09/2024] [Indexed: 07/15/2024]
Abstract
Diabetic vascular complication including diabetic retinopathy is a major morbidity in Saudia Arabia. The polyol pathway aka aldose reductase (AR) pathway has gained significant association with diabetic retinopathy with regard to chronically enhanced glucose metabolism. Considerable research has been put forth to develop more effective therapeutic strategies to overcome the overwhelming challenges of vascular complications associated with diabetes. In this regard, constituents of Cichorium intybus can offer strong AR inhibitory potential because of their strong antidiabetic properties. Therefore, aim of this study was to investigate the AR inhibitory as well as antiglycation potential of C. intybus extract/compounds. The preliminary in vitro results showed that methanolic extract of C. intybus could significantly inhibit AR enzyme and advanced glycation end product formation. Eventually, based on previous studies and reviews, we selected one hundred fifteen C. intybus root constituents and screened them through Lipinski's rule of five and ADMET analysis. Later, after molecular docking analysis of eight compounds, five best were selected for molecular dynamics simulation to deduce their binding affinity with the AR enzyme. Finally, three out of five compounds were further tested in vitro for their AR inhibitory potential and antiglycation properties. Enzyme assay and kinetic studies showed that all the three tested compounds were having potent AR inhibitory properties, although to a lesser extent than ellagic acid and tolrestat. Similarly, kaempferol showed strong antiglycation property equivalent to ellagic acid, but greater than aminoguanidine. Intriguingly, significant reduction in sorbitol accumulation in RBCs by the tested compounds substantiated strong AR inhibition by these compounds. Moreover, decrease in sorbitol accumulation under high glucose environment also signifies the potential application of these compounds in diabetic retinopathy and other vascular complications. Thus, in sum, the in silico and in vitro studies combinedly showed that C. intybus root is a treasure for therapeutic compounds and can be explored further for drug development against diabetic retinopathy.
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Affiliation(s)
- Saheem Ahmad
- Department of Medical Laboratory Sciences, College of Applied Medical Sciences, University of Hail- 2440, Saudi Arabia.
| | | | - Sultan Alouffi
- Department of Medical Laboratory Sciences, College of Applied Medical Sciences, University of Hail- 2440, Saudi Arabia.
| | - Saif Khan
- Department of Basic Dental and Medical Sciences, College of Dentistry, University of Hail, Saudi Arabia.
| | - Mahvish Khan
- Department of Biology, College of Science, University of Hail- 2440, Saudi Arabia.
| | - Mohd Wajid Ali Khan
- Department of Chemistry, College of Science, University of Hail- 2440, Saudi Arabia.
| | - Chander Prakash
- University Centre for Research and Development, Chandigarh University, Mohali, Punjab, India.
| | - Naved Ahmad
- Department of Computer Science and Information System, College of Applied Sciences, AlMaarefa University, P.O. Box 71666, Riyadh 13713, Saudi Arabia.
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27
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Khan MU, Sakhawat A, Rehman R, Wali AH, Ghani MU, Akram A, Javed MA, Ali Q, Yu-Ming Z, Ali D, Yu-Ming Z. Identification of novel natural compounds against CFTR p.Gly628Arg pathogenic variant. AMB Express 2024; 14:99. [PMID: 39249658 PMCID: PMC11383896 DOI: 10.1186/s13568-024-01762-9] [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: 06/20/2024] [Accepted: 08/27/2024] [Indexed: 09/10/2024] Open
Abstract
Cystic fibrosis transmembrane conductance regulator (CFTR) protein is an ion channel found in numerous epithelia and controls the flow of water and salt across the epithelium. The aim of our study to find natural compounds that can improve lung function for people with cystic fibrosis (CF) caused by the p.Gly628Arg (rs397508316) mutation of CFTR protein. The sequence of CFTR protein as a target structure was retrieved from UniProt and PDB database. The ligands that included Armepavine, Osthole, Curcumin, Plumbagine, Quercetin, and one Trikafta (R*) reference drug were screened out from PubChem database. Autodock vina software carried out docking, and binding energies between the drug and the target were included using docking-score. The following tools examined binding energy, interaction, stability, toxicity, and visualize protein-ligand complexes. The compounds having binding energies of -6.4, -5.1, -6.6, -5.1, and - 6.5 kcal/mol for Armepavine, Osthole, Curcumin, Plumbagine, Quercetin, and R*-drug, respectively with mutated CFTR (Gly628Arg) structure were chosen as the most promising ligands. The ligands bind to the mutated CFTR protein structure active sites in hydrophobic bonds, hydrogen bonds, and electrostatic interactions. According to ADMET analyses, the ligands Armepavine and Quercetin also displayed good pharmacokinetic and toxicity characteristics. An MD simulation for 200 ns was also established to ensure that Armepavine and Quercetin ligands attached to the target protein favorably and dynamically, and that protein-ligand complex stability was maintained. It is concluded that Armepavine and Quercetin have stronger capacity to inhibit the effect of mutated CFTR protein through improved trafficking and restoration of original function.
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Affiliation(s)
- Muhammad Umer Khan
- Institute of Molecular Biology and Biotechnology, The University of Lahore, Lahore, Pakistan.
| | - Azra Sakhawat
- Institute of Molecular Biology and Biotechnology, The University of Lahore, Lahore, Pakistan
| | - Raima Rehman
- Institute of Molecular Biology and Biotechnology, The University of Lahore, Lahore, Pakistan
| | - Abbas Haider Wali
- Institute of Molecular Biology and Biotechnology, The University of Lahore, Lahore, Pakistan
| | - Muhammad Usman Ghani
- Precision Genomics Research Lab, Centre for Applied Molecular Biology, University of the Punjab, Lahore, Pakistan
| | - Areeba Akram
- Precision Genomics Research Lab, Centre for Applied Molecular Biology, University of the Punjab, Lahore, Pakistan
| | - Muhammad Arshad Javed
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, Lahore, Pakistan
| | - Qurban Ali
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, Lahore, Pakistan.
| | - Zhou Yu-Ming
- Department of Emergency, The Affiliated Ganzhou Hospital of Nanchang University, Ganzhou, 341000, Jiangxi Province, P.R. China
| | - Daoud Ali
- Department of Zoology, College of Science, King Saud University, PO Box 2455, Riyadh, 11451, Saudi Arabia
| | - Zhou Yu-Ming
- Department of Emergency, The Affiliated Ganzhou Hospital of Nanchang University, Ganzhou, 341000, Jiangxi Province, P.R. China
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Jantzen SG, McGill G, Jenkinson J. Design principles for molecular animation. FRONTIERS IN BIOINFORMATICS 2024; 4:1353807. [PMID: 39234148 PMCID: PMC11371733 DOI: 10.3389/fbinf.2024.1353807] [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: 12/11/2023] [Accepted: 08/08/2024] [Indexed: 09/06/2024] Open
Abstract
Molecular visualization is a powerful way to represent the complex structure of molecules and their higher order assemblies, as well as the dynamics of their interactions. Although conventions for depicting static molecular structures and complexes are now well established and guide the viewer's attention to specific aspects of structure and function, little attention and design classification has been devoted to how molecular motion is depicted. As we continue to probe and discover how molecules move - including their internal flexibility, conformational changes and dynamic associations with binding partners and environments - we are faced with difficult design challenges that are relevant to molecular visualizations both for the scientific community and students of cell and molecular biology. To facilitate these design decisions, we have identified twelve molecular animation design principles that are important to consider when creating molecular animations. Many of these principles pertain to misconceptions that students have primarily regarding the agency of molecules, while others are derived from visual treatments frequently observed in molecular animations that may promote misconceptions. For each principle, we have created a pair of molecular animations that exemplify the principle by depicting the same content in the presence and absence of that design approach. Although not intended to be prescriptive, we hope this set of design principles can be used by the scientific, education, and scientific visualization communities to facilitate and improve the pedagogical effectiveness of molecular animation.
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Affiliation(s)
- Stuart G Jantzen
- Science Visualization Lab, Biomedical Communications, Department of Biology, University of Toronto Mississauga, Mississauga, ON, Canada
- Biocinematics, Victoria, BC, Canada
| | - Gaël McGill
- Center for Molecular and Cellular Dynamics, Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, United States
- Digizyme, Brookline, MA, United States
| | - Jodie Jenkinson
- Science Visualization Lab, Biomedical Communications, Department of Biology, University of Toronto Mississauga, Mississauga, ON, Canada
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Kandoussi I, El Haddoumi G, Mansouri M, Belyamani L, Ibrahimi A, Eljaoudi R. Overcoming Resistance in Cancer Therapy: Computational Exploration of PIK3CA Mutations, Unveiling Novel Non-Toxic Inhibitors, and Molecular Insights Into Targeting PI3Kα. Bioinform Biol Insights 2024; 18:11779322241269386. [PMID: 39176270 PMCID: PMC11339747 DOI: 10.1177/11779322241269386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Accepted: 06/21/2024] [Indexed: 08/24/2024] Open
Abstract
Phosphoinositide-3-kinases (PI3 K) are pivotal regulators of cell signaling implicated in various cancers. Particularly, mutations in the PIK3CA gene encoding the p110α catalytic subunit drive oncogenic signaling, making it an attractive therapeutic target. Our study conducted in silico exploration of 31 PIK3CA mutations across breast, endometrial, colon, and ovarian cancers, assessing their impacts on response to PI3Kα inhibitors and identifying potential non-toxic inhibitors and also elucidating their effects on protein stability and flexibility. Specifically, we observed significant alterations in the stability and flexibility of the PI3 K protein induced by these mutations. Through molecular docking analysis, we evaluated the binding interactions between the selected inhibitors and the PI3 K protein. The filtration of ligands involved calculating chemical descriptors, incorporating Veber and Lipinski rules, as well as IC50 values and toxicity predictions. This process reduced the initial dataset of 1394 ligands to 12 potential non-toxic inhibitors, and four reference inhibitors with significant biological activity in clinical trials were then chosen based on their physico-chemical properties. This analysis revealed Lig5's exceptional performance, exhibiting superior affinity and specificity compared to established reference inhibitors such as pictilisib. Lig5 formed robust binding interactions with the PI3 K protein, suggesting its potential as a highly effective therapeutic agent against PI3 K-driven cancers. Furthermore, molecular dynamics simulations provided valuable insights into Lig5's stability and its interactions with PI3 K over 100 ns. These simulations supported Lig5's potential as a versatile inhibitor capable of effectively targeting various mutational profiles of PI3 K, thereby mitigating issues related to resistance and toxicity commonly associated with current inhibitors.
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Affiliation(s)
- Ilham Kandoussi
- Biotechnology Lab (MedBiotech), Bioinova Research Center, Rabat Medical & Pharmacy School, Mohammed V University in Rabat, Rabat, Morocco
| | - Ghyzlane El Haddoumi
- Biotechnology Lab (MedBiotech), Bioinova Research Center, Rabat Medical & Pharmacy School, Mohammed V University in Rabat, Rabat, Morocco
| | - Mariam Mansouri
- Biotechnology Lab (MedBiotech), Bioinova Research Center, Rabat Medical & Pharmacy School, Mohammed V University in Rabat, Rabat, Morocco
| | - Lahcen Belyamani
- Mohammed VI University of Health Sciences (UM6SS), Casablanca, Morocco
- Emergency Department, Military Hospital Mohammed V, Medical and Pharmacy School, Mohammed V University in Rabat, Rabat, Morocco
| | - Azeddine Ibrahimi
- Biotechnology Lab (MedBiotech), Bioinova Research Center, Rabat Medical & Pharmacy School, Mohammed V University in Rabat, Rabat, Morocco
| | - Rachid Eljaoudi
- Biotechnology Lab (MedBiotech), Bioinova Research Center, Rabat Medical & Pharmacy School, Mohammed V University in Rabat, Rabat, Morocco
- Mohammed VI University of Health Sciences (UM6SS), Casablanca, Morocco
- Emergency Department, Military Hospital Mohammed V, Medical and Pharmacy School, Mohammed V University in Rabat, Rabat, Morocco
- Department of Pharmacology and Toxicology, Faculty of Medicine and Pharmacy, Mohammed V University in Rabat, Rabat, Morocco
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Azeem M, Mustafa G, Ahmed S, Mushtaq A, Arshad M, Usama M, Farooq M. Structure based screening and molecular docking with dynamic simulation of natural secondary metabolites to target RNA-dependent RNA polymerase of five different retroviruses. PLoS One 2024; 19:e0307615. [PMID: 39102385 PMCID: PMC11299834 DOI: 10.1371/journal.pone.0307615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Accepted: 07/09/2024] [Indexed: 08/07/2024] Open
Abstract
Viral diseases pose a serious global health threat due to their rapid transmission and widespread impact. The RNA-dependent RNA polymerase (RdRp) participates in the synthesis, transcription, and replication of viral RNA in host. The current study investigates the antiviral potential of secondary metabolites particularly those derived from bacteria, fungi, and plants to develop novel medicines. Using a virtual screening approach that combines molecular docking and molecular dynamics (MD) simulations, we aimed to discover compounds with strong interactions with RdRp of five different retroviruses. The top five compounds were selected for each viral RdRp based on their docking scores, binding patterns, molecular interactions, and drug-likeness properties. The molecular docking study uncovered several metabolites with antiviral activity against RdRp. For instance, cytochalasin Z8 had the lowest docking score of -8.9 (kcal/mol) against RdRp of SARS-CoV-2, aspulvinone D (-9.2 kcal/mol) against HIV-1, talaromyolide D (-9.9 kcal/mol) for hepatitis C, aspulvinone D (-9.9 kcal/mol) against Ebola and talaromyolide D also maintained the lowest docking score of -9.2 kcal/mol against RdRp enzyme of dengue virus. These compounds showed remarkable antiviral potential comparable to standard drug (remdesivir -7.4 kcal/mol) approved to target RdRp and possess no significant toxicity. The molecular dynamics simulation confirmed that the best selected ligands were firmly bound to their respective target proteins for a simulation time of 200 ns. The identified lead compounds possess distinctive pharmacological characteristics, making them potential candidates for repurposing as antiviral drugs against SARS-CoV-2. Further experimental evaluation and investigation are recommended to ascertain their efficacy and potential.
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Affiliation(s)
- Muhammad Azeem
- College of Life Sciences, Anhui Normal University, Wuhu, China
| | - Ghulam Mustafa
- Department of Biochemistry, Government College University Faisalabad, Faisalabad, Pakistan
| | - Sibtain Ahmed
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
| | - Amna Mushtaq
- Department of Medical Laboratory, TIMES Institute, Multan, Pakistan
| | - Muhammad Arshad
- Department of Basic Sciences, University of Veterinary and Animal Sciences, Jhang-Campus, Lahore, Pakistan
| | - Muhammad Usama
- Department of Biochemistry, Government College University Faisalabad, Faisalabad, Pakistan
| | - Muhammad Farooq
- Department of Biochemistry, Government College University Faisalabad, Faisalabad, Pakistan
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Besli N, Ercin N, Carmena-Bargueño M, Sarikamis B, Kalkan Cakmak R, Yenmis G, Pérez-Sánchez H, Beker M, Kilic U. Research into how carvacrol and metformin affect several human proteins in a hyperglycemic condition: A comparative study in silico and in vitro. Arch Biochem Biophys 2024; 758:110062. [PMID: 38880320 DOI: 10.1016/j.abb.2024.110062] [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: 02/08/2024] [Revised: 04/30/2024] [Accepted: 06/13/2024] [Indexed: 06/18/2024]
Abstract
Carvacrol (CV) is an organic compound found in the essential oils of many aromatic herbs. It is nearly unfeasible to analyze all the current human proteins for a query ligand using in vitro and in vivo methods. This study aimed to clarify whether CV possesses an anti-diabetic feature via Docking-based inverse docking and molecular dynamic (MD) simulation and in vitro characterization against a set of novel human protein targets. Herein, the best poses of CV docking simulations according to binding energy ranged from -7.9 to -3.5 (kcal/mol). After pathway analysis of the protein list through GeneMANIA and WebGestalt, eight interacting proteins (DPP4, FBP1, GCK, HSD11β1, INSR, PYGL, PPARA, and PPARG) with CV were determined, and these proteins exhibited stable structures during the MD process with CV. In vitro application, statistically significant results were achieved only in combined doses with CV or metformin. Considering all these findings, PPARG and INSR, among these target proteins of CV, are FDA-approved targets for treating diabetes. Therefore, CV may be on its way to becoming a promising therapeutic compound for treating Diabetes Mellitus (DM). Our outcomes expose formerly unexplored potential target human proteins, whose association with diabetic disorders might guide new potential treatments for DM.
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Affiliation(s)
- Nail Besli
- Department of Medical Biology, Hamidiye School of Medicine, University of Health Sciences, Istanbul, Turkey.
| | - Nilufer Ercin
- Department of Medical Biology, Hamidiye School of Medicine, University of Health Sciences, Istanbul, Turkey.
| | - Miguel Carmena-Bargueño
- Structural Bioinformatics and High Performance Computing Research Group (BIO-HPC), Computer Engineering Department, UCAM Universidad Católica de Murcia, Guadalupe, Spain.
| | - Bahar Sarikamis
- Department of Medical Biology, Institute of Health Sciences, University of Health Sciences, Istanbul, Turkey.
| | - Rabia Kalkan Cakmak
- Department of Medical Biology, Hamidiye School of Medicine, University of Health Sciences, Istanbul, Turkey; Department of Medical Biology, Institute of Health Sciences, University of Health Sciences, Istanbul, Turkey.
| | - Guven Yenmis
- Department of Medical Biology, Faculty of Medicine, Biruni University, Istanbul, Turkey.
| | - Horacio Pérez-Sánchez
- Structural Bioinformatics and High Performance Computing Research Group (BIO-HPC), Computer Engineering Department, UCAM Universidad Católica de Murcia, Guadalupe, Spain.
| | - Merve Beker
- Department of Medical Biology, International School of Medicine, University of Health Sciences, Istanbul, Turkey.
| | - Ulkan Kilic
- Department of Medical Biology, Hamidiye School of Medicine, University of Health Sciences, Istanbul, Turkey; Department of Medical Biology, Institute of Health Sciences, University of Health Sciences, Istanbul, Turkey.
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Asad M, Hassan A, Wang W, Alonazi WB, Khan MS, Ogunyemi SO, Ibrahim M, Bin L. An integrated in silico approach for the identification of novel potential drug target and chimeric vaccine against Neisseria meningitides strain 331401 serogroup X by subtractive genomics and reverse vaccinology. Comput Biol Med 2024; 178:108738. [PMID: 38870724 DOI: 10.1016/j.compbiomed.2024.108738] [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: 01/25/2024] [Revised: 05/15/2024] [Accepted: 06/08/2024] [Indexed: 06/15/2024]
Abstract
Neisseria meningitidis, commonly known as the meningococcus, leads to substantial illness and death among children and young adults globally, revealing as either epidemic or sporadic meningitis and/or septicemia. In this study, we have designed a novel peptide-based chimeric vaccine candidate against the N. meningitidis strain 331,401 serogroup X. Through rigorous analysis of subtractive genomics, two essential cytoplasmic proteins, namely UPI000012E8E0(UDP-3-O-acyl-GlcNAc deacetylase) and UPI0000ECF4A9(UDP-N-acetylglucosamine acyltransferase) emerged as potential drug targets. Additionally, using reverse vaccinology, the outer membrane protein UPI0001F4D537 (Membrane fusion protein MtrC) identified by subcellular localization and recognized for its known indispensable role in bacterial survival was identified as a novel chimeric vaccine target. Following a careful comparison of MHC-I, MHC-II, T-cell, and B-cell epitopes, three epitopes derived from UPI0001F4D537 were linked with three types of linkers-GGGS, EAAAK, and the essential PADRE-for vaccine construction. This resulted in eight distinct vaccine models (V1-V8). Among them V1 model was selected as the final vaccine construct. It exhibits exceptional immunogenicity, safety, and enhanced antigenicity, with 97.7 % of its residues in the Ramachandran plot's most favored region. Subsequently, the vaccine structure was docked with the TLR4/MD2 complex and six different HLA allele receptors using the HADDOCK server. The docking resulted in the lowest HADDOCK score of 39.3 ± 9.0 for TLR/MD2. Immune stimulation showed a strong immune response, including antibodies creation and the activation of B-cells, T Cytotoxic cells, T Helper cells, Natural Killer cells, and interleukins. Furthermore, the vaccine construct was successfully expressed in the Escherichia coli system by reverse transcription, optimization, and ligation in the pET-28a (+) vector for the expression study. The current study proposes V1 construct has the potential to elicit both cellular and humoral responses, crucial for the developing an epitope-based vaccine against N. meningitidis strain 331,401 serogroup X.
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Affiliation(s)
- Muhammad Asad
- Department of Biosciences, COMSATS University Islamabad, Sahiwal Campus, Pakistan
| | - Ahmad Hassan
- Department of Biosciences, COMSATS University Islamabad, Sahiwal Campus, Pakistan
| | - Weiyu Wang
- State Key Laboratory of Rice Biology and Breeding, Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Institute of Biotechnology, Zhejiang University, Hangzhou, 310058, China
| | - Wadi B Alonazi
- Health Administration Department, College of Business Administration, King Saud University, Riyadh, Saudi Arabia
| | | | - Solabomi Olaitan Ogunyemi
- State Key Laboratory of Rice Biology and Breeding, Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Institute of Biotechnology, Zhejiang University, Hangzhou, 310058, China
| | - Muhammad Ibrahim
- Department of Biosciences, COMSATS University Islamabad, Sahiwal Campus, Pakistan.
| | - Li Bin
- State Key Laboratory of Rice Biology and Breeding, Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Institute of Biotechnology, Zhejiang University, Hangzhou, 310058, China
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Elalouf A, Maoz H, Rosenfeld AY. Bioinformatics-Driven mRNA-Based Vaccine Design for Controlling Tinea Cruris Induced by Trichophyton rubrum. Pharmaceutics 2024; 16:983. [PMID: 39204328 PMCID: PMC11357599 DOI: 10.3390/pharmaceutics16080983] [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: 04/22/2024] [Revised: 06/26/2024] [Accepted: 07/22/2024] [Indexed: 09/04/2024] Open
Abstract
Tinea cruris, a dermatophyte fungal infection predominantly caused by Trichophyton rubrum and Epidermophyton floccosum, primarily affects the groin, pubic region, and adjacent thigh. Its recurrence is frequent, attributable to repeated fungal infections in susceptible individuals, especially those with onychomycosis or tinea pedis, which act as reservoirs for dermatophytes. Given the persistent nature of tinea cruris, vaccination emerges as a promising strategy for fungal infection management, offering targeted, durable protection against various fungal species. Vaccines stimulate both humoral and cell-mediated immunity and are administered prophylactically to prevent infections while minimizing the risk of antifungal resistance development. Developing fungal vaccines is challenging due to the thick fungal cell wall, similarities between fungal and human cells, antigenic variation, and evolutionary resemblance to animals, complicating non-toxic target identification and T-cell response variability. No prior research has shown an mRNA vaccine for T. rubrum. Hence, this study proposes a novel mRNA-based vaccine for tinea cruris, potentially offering long-term immunity and reducing reliance on antifungal medications. This study explores the complete proteome of T. rubrum, identifying potential protein candidates for vaccine development through reverse vaccinology. Immunogenic epitopes from these candidates were mapped and integrated into multitope vaccines and reverse translated to construct mRNA vaccines. Then, the mRNA was translated and computationally assessed for physicochemical, chemical, and immunological attributes. Notably, 1,3-beta-glucanosyltransferase, CFEM domain-containing protein, cell wall galactomannoprotein, and LysM domain-containing protein emerged as promising vaccine targets. Antigenic, immunogenic, non-toxic, and non-allergenic cytotoxic T lymphocyte, helper T lymphocyte, and B lymphocyte epitopes were selected and linked with appropriate linkers and Toll-like receptor (TLR) agonist adjuvants to formulate vaccine candidates targeting T. rubrum. The protein-based vaccines underwent reverse translation to construct the mRNA vaccines, which, after inoculation, were translated again by host ribosomes to work as potential components for triggering the immune response. After that, molecular docking, normal mode analysis, and molecular dynamic simulation confirmed strong binding affinities and stable complexes between vaccines and TLR receptors. Furthermore, immune simulations of vaccines with and without adjuvant demonstrated activation of immune responses, evidenced by elevated levels of IgG1, IgG2, IgM antibodies, cytokines, and interleukins. There was no significant change in antibody production between vaccines with and without adjuvants, but adjuvants are crucial for activating the innate immune response via TLRs. Although mRNA vaccines hold promise against fungal infections, further research is essential to assess their safety and efficacy. Experimental validation is crucial for evaluating their immunogenicity, effectiveness, and safety.
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Affiliation(s)
- Amir Elalouf
- Department of Management, Bar-Ilan University, Ramat Gan 5290002, Israel; (H.M.); (A.Y.R.)
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Ahmad SR, Zeyaullah M, AlShahrani AM, Khan MS, Muzammil K, Ahmed F, Dawria A, Mohieldin A, Ali H, Altijani AAG. Exploring the most promising anti - Depressant drug targeting Microtubule Affinity Receptor Kinase 4 involved in Alzheimer's Disease through molecular docking and molecular dynamics simulation. PLoS One 2024; 19:e0301179. [PMID: 39052643 PMCID: PMC11271900 DOI: 10.1371/journal.pone.0301179] [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: 11/03/2023] [Accepted: 03/12/2024] [Indexed: 07/27/2024] Open
Abstract
Alzheimer's Disease (AD) is the prevailing type of neurodegenerative illness, characterised by the accumulation of amyloid beta plaques. The symptoms associated with AD are memory loss, emotional variability, and a decline in cognitive functioning. To date, the pharmaceuticals currently accessible in the marketplace are limited to symptom management. According to several research, antidepressants have demonstrated potential efficacy in the management of AD. In this particular investigation, a total of 24 anti-depressant medications were selected as ligands, while the Microtubule Affinity Receptor Kinase 4 (MARK4) protein was chosen as the focal point of our study. The selection of MARK4 was based on its known involvement in the advancement of AD and other types of malignancies, rendering it a highly prospective target for therapeutic interventions. The initial step involved doing ADMET analysis, which was subsequently followed by molecular docking of 24 drugs. This was succeeded by molecular dynamics simulation and molecular mechanics generalised Born surface area (MMGBSA) calculations. Upon conducting molecular docking experiments, it has been determined that the binding affinities observed fall within the range of -5.5 kcal/mol to -9.0 kcal/mol. In this study, we selected six anti-depressant compounds (CID ID - 4184, 2771, 4205, 5533, 4543, and 2160) based on their binding affinities, which were determined to be -9.0, -8.7, -8.4, -8.3, -8.2, and -8.2, respectively. Molecular dynamics simulations were conducted for all six drugs, with donepezil serving as the control drug. Various analyses were performed, including basic analysis and post-trajectory analysis such as free energy landscape (FEL), polarizable continuum model (PCM), and MMGBSA calculations. Based on the findings from molecular dynamics simulations and the MMGBSA analysis, it can be inferred that citalopram and mirtazapine exhibit considerable potential as anti-depressant agents. Consequently, these compounds warrant further investigation through in vitro and in vivo investigations in the context of treating AD.
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Affiliation(s)
- S. Rehan Ahmad
- Hiralal Mazumdar Memorial College for Women, West Bengal State University, Kolkata, West Bengal, India
| | - Md. Zeyaullah
- Department of Basic Medical Science, College of Applied Medical Sciences, Khamis Mushait Campus, King Khalid University (KKU), Abha, Saudi Arabia
| | - Abdullah M. AlShahrani
- Department of Basic Medical Science, College of Applied Medical Sciences, Khamis Mushait Campus, King Khalid University (KKU), Abha, Saudi Arabia
| | - Mohammad Suhail Khan
- Department of Public Health, College of Applied Medical Sciences, Khamis Mushait Campus, King Khalid University (KKU), Abha, Saudi Arabia
| | - Khursheed Muzammil
- Department of Public Health, College of Applied Medical Sciences, Khamis Mushait Campus, King Khalid University (KKU), Abha, Saudi Arabia
| | - Faheem Ahmed
- Department of Public Health, College of Applied Medical Sciences, Khamis Mushait Campus, King Khalid University (KKU), Abha, Saudi Arabia
| | - Adam Dawria
- Department of Public Health, College of Applied Medical Sciences, Khamis Mushait Campus, King Khalid University (KKU), Abha, Saudi Arabia
| | - Ali Mohieldin
- Department of Public Health, College of Applied Medical Sciences, Khamis Mushait Campus, King Khalid University (KKU), Abha, Saudi Arabia
| | - Haroon Ali
- Department of Public Health, College of Applied Medical Sciences, Khamis Mushait Campus, King Khalid University (KKU), Abha, Saudi Arabia
| | - Abdelrhman A. G. Altijani
- Department of Public Health, College of Applied Medical Sciences, Khamis Mushait Campus, King Khalid University (KKU), Abha, Saudi Arabia
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Biriukov D, Vácha R. Pathways to a Shiny Future: Building the Foundation for Computational Physical Chemistry and Biophysics in 2050. ACS PHYSICAL CHEMISTRY AU 2024; 4:302-313. [PMID: 39069976 PMCID: PMC11274290 DOI: 10.1021/acsphyschemau.4c00003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/07/2024] [Revised: 03/15/2024] [Accepted: 03/18/2024] [Indexed: 07/30/2024]
Abstract
In the last quarter-century, the field of molecular dynamics (MD) has undergone a remarkable transformation, propelled by substantial enhancements in software, hardware, and underlying methodologies. In this Perspective, we contemplate the future trajectory of MD simulations and their possible look at the year 2050. We spotlight the pivotal role of artificial intelligence (AI) in shaping the future of MD and the broader field of computational physical chemistry. We outline critical strategies and initiatives that are essential for the seamless integration of such technologies. Our discussion delves into topics like multiscale modeling, adept management of ever-increasing data deluge, the establishment of centralized simulation databases, and the autonomous refinement, cross-validation, and self-expansion of these repositories. The successful implementation of these advancements requires scientific transparency, a cautiously optimistic approach to interpreting AI-driven simulations and their analysis, and a mindset that prioritizes knowledge-motivated research alongside AI-enhanced big data exploration. While history reminds us that the trajectory of technological progress can be unpredictable, this Perspective offers guidance on preparedness and proactive measures, aiming to steer future advancements in the most beneficial and successful direction.
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Affiliation(s)
- Denys Biriukov
- CEITEC
− Central European Institute of Technology, Masaryk University, Kamenice 753/5, 625 00 Brno, Czech Republic
- National
Centre for Biomolecular Research, Faculty of Science, Masaryk University, Kamenice 753/5, 625 00 Brno, Czech Republic
| | - Robert Vácha
- CEITEC
− Central European Institute of Technology, Masaryk University, Kamenice 753/5, 625 00 Brno, Czech Republic
- National
Centre for Biomolecular Research, Faculty of Science, Masaryk University, Kamenice 753/5, 625 00 Brno, Czech Republic
- Department
of Condensed Matter Physics, Faculty of Science, Masaryk University, Kotlářská 267/2, 611 37 Brno, Czech
Republic
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Islam S, Hussain EA, Shujaat S, Khan MU, Ali Q, Malook SU, Ali D. Antibacterial potential of Propolis: molecular docking, simulation and toxicity analysis. AMB Express 2024; 14:81. [PMID: 39014110 PMCID: PMC11252112 DOI: 10.1186/s13568-024-01741-0] [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: 05/28/2024] [Accepted: 06/28/2024] [Indexed: 07/18/2024] Open
Abstract
The issue of antibiotic resistance in pathogenic microbes is a global concern. This study was aimed to explore in silico and in vitro analysis of the antibacterial efficacy of different natural ligands against bacterial activity. The ligands included in the study were Propolis Neoflavanoide 1, Carvacrol, Cinnamaldehyde, Thymol, p-benzoquinone, and Ciprofloxacin (standard drug S*). The outcomes of molecular docking revealed that Propolis Neoflavaniode-1 showed a highly significant binding energy of - 7.1 and - 7.2 kcal/mol for the two gram-positive bacteria, as compared to the gram-negative bacteria. All ligands demonstrated acute toxicity (oral, dermal), except for Propolis Neoflavanoide 1 and S* drugs, with a confidence score range of 50-60%. Using a molecular dynamic simulation approach, we investigated Propolis Neoflavaniode-1's potential for therapeutic use in more detail. An MD simulation lasting 100 ns was performed using the Desmond Simulation software to examine the conformational stability and steady state of Propolis Neoflavaniode-1 in protein molecule complexes. Additionally, in vitro studies confirmed the antimicrobial activity of Propolis Neoflavaniode 1 by increasing the zone of inhibition against Gram-positive bacteria, p < 0.005 as compared to gram-negative bacteria. This study revealed the promising antibacterial efficacy of Propolis Neoflavaniode 1, demonstrated through robust in silico analyses, minimal toxicity, and confirmed in vitro antimicrobial activity, suggesting its potential as a viable alternative to combat antibiotic resistance.
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Affiliation(s)
- Shabana Islam
- Department of Chemistry, Lahore College for Women University, Lahore, Pakistan
| | - Erum Akbar Hussain
- Department of Chemistry, Lahore College for Women University, Lahore, Pakistan
| | - Shahida Shujaat
- Department of Chemistry, Lahore College for Women University, Lahore, Pakistan
| | - Muhammad Umer Khan
- Institute of Molecular Biology and Biotechnology, The University of Lahore, Lahore, Pakistan
| | - Qurban Ali
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, P.O BOX. 54590, Lahore, Pakistan.
| | - Saif Ul Malook
- Department of Entomology and Nematology, University of Florida, Gainesville, USA
| | - Daoud Ali
- Department of Zoology, College of Science, King Saud University, PO Box 2455, Riyadh, 11451, Saudi Arabia
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Shah M, Sitara F, Sarfraz A, Shehroz M, Wara TU, Perveen A, Ullah N, Zaman A, Nishan U, Ahmed S, Ullah R, Ali EA, Ojha SC. Development of a subunit vaccine against the cholangiocarcinoma causing Opisthorchis viverrini: a computational approach. Front Immunol 2024; 15:1281544. [PMID: 39050853 PMCID: PMC11266093 DOI: 10.3389/fimmu.2024.1281544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 06/26/2024] [Indexed: 07/27/2024] Open
Abstract
Opisthorchis viverrini is the etiological agent of the disease opisthorchiasis and related cholangiocarcinoma (CCA). It infects fish-eating mammals and more than 10 million people in Southeast Asia suffered from opisthorchiasis with a high fatality rate. The only effective drug against this parasite is Praziquantel, which has significant side effects. Due to the lack of appropriate treatment options and the high death rate, there is a dire need to develop novel therapies against this pathogen. In this study, we designed a multi-epitope chimeric vaccine design against O. viverrini by using immunoinformatics approaches. Non-allergenic and immunogenic MHC-1, MHC-2, and B cell epitopes of three candidate proteins thioredoxin peroxidase (Ov-TPx-1), cathepsin F1 (Ov-CF-1) and calreticulin (Ov-CALR) of O. viverrini, were predicted to construct a potent multiepitope vaccine. The coverage of the HLA-alleles of these selected epitopes was determined globally. Four vaccine constructs made by different adjuvants and linkers were evaluated in the context of their physicochemical properties, antigenicity, and allergenicity. Protein-protein docking and MD simulation found that vaccines 3 was more stable and had a higher binding affinity for TLR2 and TLR4 immune receptors. In-silico restriction cloning of vaccine model led to the formation of plasmid constructs for expression in a suitable host. Finally, the immune simulation showed strong immunological reactions to the engineered vaccine. These findings suggest that the final vaccine construct has the potential to be validated by in vivo and in vitro experiments to confirm its efficacy against the CCA causing O. viverrini.
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Affiliation(s)
- Mohibullah Shah
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
| | - Farva Sitara
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
| | - Asifa Sarfraz
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
| | - Muhammad Shehroz
- Department of Bioinformatics, Kohsar University Murree, Murree, Pakistan
| | - Tehreem Ul Wara
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
| | - Asia Perveen
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
| | - Najeeb Ullah
- Department of Biochemistry, Bahauddin Zakariya University, Multan, Pakistan
| | - Aqal Zaman
- Department of Microbiology & Molecular Genetics, Bahauddin Zakariya University, Multan, Pakistan
| | - Umar Nishan
- Department of Chemistry, Kohat University of Science & Technology, Kohat, Pakistan
| | - Sarfraz Ahmed
- Wellman Center for Photomedicine, Harvard Medical School, Massachusetts General Hospital, Boston, MA, United States
| | - Riaz Ullah
- Department of Pharmacognosy, College of Pharmacy, King Saud University Riyadh, Riyadh, Saudi Arabia
| | - Essam A. Ali
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia
| | - Suvash Chandra Ojha
- Department of Infectious Diseases, The Affiliated Hospital of Southwest Medical University, Luzhou, China
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Zeng Y, Chen Z, Yang Z, Yuan F, Nie L, Niu C. Discovery of a novel pyrido[1,2-a]thiazolo[5,4-d]pyrimidinone derivatives with excellent potency against acetylcholinesterase. Mol Divers 2024:10.1007/s11030-024-10920-x. [PMID: 38935303 DOI: 10.1007/s11030-024-10920-x] [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: 04/18/2024] [Accepted: 06/17/2024] [Indexed: 06/28/2024]
Abstract
As mimetic compounds of the natural alkaloid mackinazolinone, forty pyrido[1,2-a]thiazolo[5,4-d] pyrimidinone were designed and synthesized from a bioisosterism approach. The structure of these compounds was confirmed through analysis using 1H NMR, 13C NMR, and HRMS techniques. All the compounds were evaluated for their anticholinesterase activities and cytotoxicity on normal cells (293 T) by the Ellman method and methyl thiazolyl tetrazolium (MTT) method in vitro. and the structure-activity relationships (SARs) were summarized. The results showed that most of the compounds effectively inhibited acetylcholinesterase (AChE) in the micromolar range with weak cytotoxicity. Compound 7o exhibited the best inhibitory activity against AChE, displaying an IC50 values of 1.67 ± 0.09 µM and an inhibitory constant Ki of 11.31 µM as a competitive inhibitor to AChE. Molecular docking indicated that compound 7o may bind to AChE via hydrogen bond and π-π stacking. Further molecular dynamics (MD) simulations indicated a relatively low binding free energy (- 27.91 kJ·mol-1) of compound 7o with AChE. In summary, the collective findings suggested that 7o was promising as a potential novel drug candidate worthy of further investigation for the treatment of Alzheimer's disease.
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Affiliation(s)
- Yan Zeng
- Xinjiang Key Laboratory of Coal Mine Disaster Intelligent Prevention and Emergency Response, Xinjiang Institute of Engineering, Urumqi, 830023, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Zhifeng Chen
- Xinjiang Key Laboratory of Coal Mine Disaster Intelligent Prevention and Emergency Response, Xinjiang Institute of Engineering, Urumqi, 830023, China
| | - Zhiyong Yang
- Xinjiang Key Laboratory of Coal Mine Disaster Intelligent Prevention and Emergency Response, Xinjiang Institute of Engineering, Urumqi, 830023, China
| | - Fangxue Yuan
- Xinjiang Key Laboratory of Coal Mine Disaster Intelligent Prevention and Emergency Response, Xinjiang Institute of Engineering, Urumqi, 830023, China
| | - Lifei Nie
- State Key Laboratory Basis of Xinjiang Indigenous Medicinal Plants Resource Utilization, CAS Key Laboratory of Chemistry of Plant Resources in Arid Regions, Xinjiang Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Urumqi, 830011, China.
| | - Chao Niu
- State Key Laboratory Basis of Xinjiang Indigenous Medicinal Plants Resource Utilization, CAS Key Laboratory of Chemistry of Plant Resources in Arid Regions, Xinjiang Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Urumqi, 830011, China.
- University of Chinese Academy of Sciences, Beijing, 100049, China.
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Arumugam N, Darshan V M D, Venketesh V, Pradhan SS, Garg A, Sivaramakrishnan V, Kanchi S, Mahalingam SM. Synthesis, computational docking and molecular dynamics studies of a new class of spiroquinoxalinopyrrolidine embedded chromanone hybrids as potent anti-cholinesterase agents. RSC Adv 2024; 14:18815-18831. [PMID: 38867740 PMCID: PMC11167517 DOI: 10.1039/d4ra02432j] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2024] [Accepted: 05/23/2024] [Indexed: 06/14/2024] Open
Abstract
Novel structurally intriguing heterocycles embedded with spiropyrrolidine, quinoxaline and chromanone units were synthesized in good yields using a [Bmim]Br accelerated multicomponent reaction strategy. The key step of the reaction is 1,3-dipolar cycloaddition involving highly functionalized dipolarophile, viz. 3-benzylidenechroman-4-one, to afford spiroquinoxalinopyrrolidine embedded chromanone hybrid heterocycles. The formation of spiro products occurs via two C-C, two N-C and one C-N bonds possessing four adjoining stereogenic centers, two of which are spiro carbons. The newly synthesized spiro compounds showed potent acetylcholinesterase and butyrylcholinesterase inhibitory activities. Moreover, compounds with fluorine displayed the highest AChE (3.20 ± 0.16 μM) and BChE (18.14 ± 0.06 μM) inhibitory activities. Further, docking studies, followed by all-atom molecular dynamics, showed results that are consistent with in vitro experimental findings. Although docking scores for the synthesized derivatives were higher than those of the standard drug, MD MMPBSA results showed better binding of synthesized derivatives (-93.5 ± 11.9 kcal mol-1) compared to the standard drug galantamine (-66.2 ± 12.3 kcal mol-1) for AChE but exhibited similar values (-98.1 ± 11.2 and -97.9 ± 11.5 kcal mol-1) for BChE. These differences observed in drug binding with AChE/BChE are consistent with RMSD, RMSF, LIG plots, and FEL structural analysis. Taken together, these derivatives could be potential candidates as inhibitors of AChE and BChE.
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Affiliation(s)
- Natarajan Arumugam
- Department of Chemistry, College of Science, King Saud University P. O. Box 2455 Riyadh 11451 Saudi Arabia
| | - Datta Darshan V M
- Disease Biology Lab, Department of Biosciences, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam Andhra Pradesh 515134 India
| | - Vishal Venketesh
- Disease Biology Lab, Department of Biosciences, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam Andhra Pradesh 515134 India
| | - Sai Sanwid Pradhan
- Disease Biology Lab, Department of Biosciences, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam Andhra Pradesh 515134 India
| | - Anuj Garg
- Department of Physics, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam Andhra Pradesh 515134 India
| | - Venketesh Sivaramakrishnan
- Disease Biology Lab, Department of Biosciences, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam Andhra Pradesh 515134 India
| | - Subbarao Kanchi
- Department of Physics, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam Andhra Pradesh 515134 India
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Hayat M, Gao T, Cao Y, Rafiq M, Zhuo L, Li YZ. Identification of Prospective Ebola Virus VP35 and VP40 Protein Inhibitors from Myxobacterial Natural Products. Biomolecules 2024; 14:660. [PMID: 38927063 PMCID: PMC11201620 DOI: 10.3390/biom14060660] [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: 05/09/2024] [Revised: 06/01/2024] [Accepted: 06/03/2024] [Indexed: 06/28/2024] Open
Abstract
The Ebola virus (EBOV) is a lethal pathogen causing hemorrhagic fever syndrome which remains a global health challenge. In the EBOV, two multifunctional proteins, VP35 and VP40, have significant roles in replication, virion assembly, and budding from the cell and have been identified as druggable targets. In this study, we employed in silico methods comprising molecular docking, molecular dynamic simulations, and pharmacological properties to identify prospective drugs for inhibiting VP35 and VP40 proteins from the myxobacterial bioactive natural product repertoire. Cystobactamid 934-2, Cystobactamid 919-1, and Cittilin A bound firmly to VP35. Meanwhile, 2-Hydroxysorangiadenosine, Enhypyrazinone B, and Sorangiadenosine showed strong binding to the matrix protein VP40. Molecular dynamic simulations revealed that, among these compounds, Cystobactamid 919-1 and 2-Hydroxysorangiadenosine had stable interactions with their respective targets. Similarly, molecular mechanics Poisson-Boltzmann surface area (MMPBSA) calculations indicated close-fitting receptor binding with VP35 or VP40. These two compounds also exhibited good pharmacological properties. In conclusion, we identified Cystobactamid 919-1 and 2-Hydroxysorangiadenosine as potential ligands for EBOV that target VP35 and VP40 proteins. These findings signify an essential step in vitro and in vivo to validate their potential for EBOV inhibition.
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Affiliation(s)
- Muhammad Hayat
- State Key Laboratory of Microbial Technology, Institute of Microbial Technology, Shandong University, Qingdao 266237, China; (M.H.); (T.G.); (Y.C.); (Y.-Z.L.)
| | - Tian Gao
- State Key Laboratory of Microbial Technology, Institute of Microbial Technology, Shandong University, Qingdao 266237, China; (M.H.); (T.G.); (Y.C.); (Y.-Z.L.)
| | - Ying Cao
- State Key Laboratory of Microbial Technology, Institute of Microbial Technology, Shandong University, Qingdao 266237, China; (M.H.); (T.G.); (Y.C.); (Y.-Z.L.)
| | - Muhammad Rafiq
- Department of Microbiology, Faculty of Life Sciences and Informatics, Balochistan University of IT, Engineering and Management Sciences, Quetta 87100, Pakistan
| | - Li Zhuo
- State Key Laboratory of Microbial Technology, Institute of Microbial Technology, Shandong University, Qingdao 266237, China; (M.H.); (T.G.); (Y.C.); (Y.-Z.L.)
- Shenzhen Research Institute, Shandong University, Shenzhen 518057, China
- Suzhou Research Institute, Shandong University, Suzhou 215123, China
| | - Yue-Zhong Li
- State Key Laboratory of Microbial Technology, Institute of Microbial Technology, Shandong University, Qingdao 266237, China; (M.H.); (T.G.); (Y.C.); (Y.-Z.L.)
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Ullah S, Rahman W, Ullah F, Ullah A, Jehan R, Iqbal MN, Ali I, Tianshun G. Identification of lead compound screened from the natural products atlas to treat renal inflammasomes using molecular docking and dynamics simulation. J Biomol Struct Dyn 2024; 42:4851-4861. [PMID: 37705295 DOI: 10.1080/07391102.2023.2254397] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 06/04/2023] [Indexed: 09/15/2023]
Abstract
One of the most prevalent ailments is kidney disease. Effective therapies for chronic renal disease are hard to come by. As a result, there is significant clinical and social interest to predict and develop novel compounds to treat renal disorders. So, specific natural products have been employed in this study because they have protective effects against kidney diseases. When taken orally, natural products can help protect against or lessen the severity of the kidney damage caused by high fructose intake, a high-fat diet, and both Type I and Type 2 diabetes. Reduced podocyte injury, a contributor to albuminuria in diabetic nephropathy, reduces renal endothelial barrier function disruption due to hyperglycemia, as well as urinary microalbumin excretion and glomerular hyperfiltration. Multiple natural products have been shown to protect the kidneys from nephrotoxic chemicals such as LPS, gentamycin, alcohol, nicotine, lead, and cadmium, all of which can persuade acute kidney injury (AKI) or chronic kidney disease (CKD). Natural compounds inhibit regulatory enzymes for controlling inflammation-related diseases. For this, use computational methods such as drug design to identify novel flavonoid compounds against kidney diseases. Drug design via computational methods gaining admiration as a swift and effective technique to identify lead compounds in a shorter time at a low cost. In this in-silico study, we screened The Natural Product Atlas based on a structure-based pharmacophore query. Top hits were analyzed for ADMET analysis followed by molecular docking and docking validation. Finally, the lead compound was simulated for a period of 200 ns and trajectories were studied for stability. We found that NPA024823 showed promising binding and stability with the AIM2. This research work aims to predict novel anti-inflammatory compounds against kidney diseases to inhibit kidney inflammasome by targeting the AIM2 protein. So, in initial preclinical research, there will be lower failure rates that demonstrate safety profiles against predicted compounds.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
| | | | | | - Anees Ullah
- S Khan Lab Mardan, Khyber Pakhtunkhwa, Pakistan
| | | | - Muhammad Nasir Iqbal
- Department of Bioinformatics, Institute of Biochemistry, Biotechnology, and Bioinformatics, The Islamia University of Bahawalpur, Bahawalpur, Pakistan
| | - Iqra Ali
- Department of Biosciences, COMSATS University Islamabad, Islamabad, Pakistan
| | - Gao Tianshun
- Big Data Center, The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen, China
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42
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Wei L, Lv Q, Wang Q, Zhu Y, Ding F. Potential molecular mechanisms of Huangqin Tang for liver cancer treatment by network pharmacology and molecular dynamics simulations. Comput Methods Biomech Biomed Engin 2024:1-13. [PMID: 38785131 DOI: 10.1080/10255842.2024.2353641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Accepted: 05/05/2024] [Indexed: 05/25/2024]
Abstract
OBJECTIVE This study aims to investigate the mechanism of Huangqin Tang in treating liver cancer. METHODS Active ingredients and corresponding targets of Huangqin Tang were obtained from the Traditional Chinese Medicine Systems Pharmacology Database. Differentially expressed genes in liver cancer were identified from mRNA expression data. A protein-protein interaction (PPI) network was constructed using differentially expressed genes and Huangqin Tang targets. Random walk with restart (RWR) analysis was performed on the PPI network. Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analyses were conducted. A drug-active ingredient-gene interaction network was established, and molecular docking and molecular dynamics simulations were performed. Finally, the stability of binding between CDK1 and oroxylin was tested according to cellular thermal shift assay (CETSA). RESULTS 160 active ingredients, 239 targets, and 1093 differentially expressed genes were identified. RWR analysis identified 10 potential targets for liver cancer. Enrichment analysis revealed protein kinase regulator activity and Steroid hormone biosynthesis as significant pathways. Molecular docking suggested a stable complex between oroxylin A and CDK1. CETSA demonstrated that the combination of oroxylin A and CDK1 increased the stability of CDK1, and the combination efficiency was high. CONCLUSION Huangqin Tang may treat liver cancer by targeting CDK1 with oroxylin A. Protein kinase regulator activity and Steroid hormone biosynthesis pathways may play a role in liver cancer treatment with Huangqin Tang. This study provides insight into the mechanistic basis of Huangqin Tang for liver cancer treatment.
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Affiliation(s)
- Liliang Wei
- Department of Traditional Chinese Medicine, Affiliated Hospital of Shaoxing University, Shaoxing, Zhejiang, China
| | - Qiuqiong Lv
- Department of Clinical Laboratory, Affiliated Hospital of Shaoxing University, Shaoxing, Zhejiang, China
| | - Qiong Wang
- Department of Oncology, Affiliated Hospital of Shaoxing University, Shaoxing, Zhejiang, China
| | - Yibo Zhu
- Department of Traditional Chinese Medicine, Affiliated Hospital of Shaoxing University, Shaoxing, Zhejiang, China
| | - Feng Ding
- Department of Hepatic Surgery, Affiliated Hospital of Shaoxing University, Shaoxing, Zhejiang, China
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Irfan E, Dilshad E, Ahmad F, Almajhdi FN, Hussain T, Abdi G, Waheed Y. Phytoconstituents of Artemisia Annua as potential inhibitors of SARS CoV2 main protease: an in silico study. BMC Infect Dis 2024; 24:495. [PMID: 38750422 PMCID: PMC11094927 DOI: 10.1186/s12879-024-09387-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Accepted: 05/08/2024] [Indexed: 05/19/2024] Open
Abstract
BACKGROUND In November 2019, the world faced a pandemic called SARS-CoV-2, which became a major threat to humans and continues to be. To overcome this, many plants were explored to find a cure. METHODS Therefore, this research was planned to screen out the active constituents from Artemisia annua that can work against the viral main protease Mpro as this non-structural protein is responsible for the cleavage of replicating enzymes of the virus. Twenty-five biocompounds belonging to different classes namely alpha-pinene, beta-pinene, carvone, myrtenol, quinic acid, caffeic acid, quercetin, rutin, apigenin, chrysoplenetin, arteannunin b, artemisinin, scopoletin, scoparone, artemisinic acid, deoxyartemisnin, artemetin, casticin, sitogluside, beta-sitosterol, dihydroartemisinin, scopolin, artemether, artemotil, artesunate were selected. Virtual screening of these ligands was carried out against drug target Mpro by CB dock. RESULTS Quercetin, rutin, casticin, chrysoplenetin, apigenin, artemetin, artesunate, sopolin and sito-gluside were found as hit compounds. Further, ADMET screening was conducted which represented Chrysoplenetin as a lead compound. Azithromycin was used as a standard drug. The interactions were studied by PyMol and visualized in LigPlot. Furthermore, the RMSD graph shows fluctuations at various points at the start of simulation in Top1 (Azithromycin) complex system due to structural changes in the helix-coil-helix and beta-turn-beta changes at specific points resulting in increased RMSD with a time frame of 50 ns. But this change remains stable after the extension of simulation time intervals till 100 ns. On other side, the Top2 complex system remains highly stable throughout the time scale. No such structural dynamics were observed bu the ligand attached to the active site residues binds strongly. CONCLUSION This study facilitates researchers to develop and discover more effective and specific therapeutic agents against SARS-CoV-2 and other viral infections. Finally, chrysoplenetin was identified as a more potent drug candidate to act against the viral main protease, which in the future can be helpful.
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Affiliation(s)
- Eraj Irfan
- Department of Bioinformatics and Biosciences, Faculty of Health and Life Sciences Capital, University of Science and Technology, (CUST), Islamabad, Pakistan
| | - Erum Dilshad
- Department of Bioinformatics and Biosciences, Faculty of Health and Life Sciences Capital, University of Science and Technology, (CUST), Islamabad, Pakistan.
| | - Faisal Ahmad
- Foundation University Medical College, Foundation University Islamabad, Islamabad, 44000, Pakistan
| | - Fahad Nasser Almajhdi
- COVID-19 Virus Research Chair, Botany and Microbiology Department, College of Science, King Saud University, 11451, Riyadh, Saudi Arabia
| | - Tajamul Hussain
- Center of Excellence in Biotechnology Research, King Saud University, 11451, Riyadh, Saudi Arabia
| | - Gholamreza Abdi
- Department of Biotechnology, Persian Gulf Research Institute, Persian Gulf University, Bushehr, 75169, Iran.
| | - Yasir Waheed
- Gilbert and Rose-Marie Chagoury School of Medicine, Lebanese American University, Byblos, 1401, Lebanon.
- MEU Research Unit, Middle East University, Amman, 11831, Jordan.
- Near East University, Operational Research Center in Healthcare, TRNC Mersin 10, Nicosia, 99138, Turkey.
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Sarfraz A, Qurrat-Ul-Ain Fatima S, Shehroz M, Ahmad I, Zaman A, Nishan U, Tayyab M, Sheheryar, Moura AA, Ullah R, Ali EA, Shah M. Decrypting the multi-genome data for chimeric vaccine designing against the antibiotic resistant Yersinia pestis. Int Immunopharmacol 2024; 132:111952. [PMID: 38555818 DOI: 10.1016/j.intimp.2024.111952] [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: 01/03/2024] [Revised: 03/14/2024] [Accepted: 03/26/2024] [Indexed: 04/02/2024]
Abstract
Yersinia pestis, the causative agent of plague, is a gram-negative bacterium that can be fatal if not treated properly. Three types of plague are currently known: bubonic, septicemic, and pneumonic plague, among which the fatality rate of septicemic and pneumonic plague is very high. Bubonic plague can be treated, but only if antibiotics are used at the initial stage of the infection. But unfortunately, Y. pestis has also shown resistance to certain antibiotics such as kanamycin, minocycline, tetracycline, streptomycin, sulfonamides, spectinomycin, and chloramphenicol. Despite tremendous progress in vaccine development against Y. pestis, there is no proper FDA-approved vaccine available to protect people from its infections. Therefore, effective broad-spectrum vaccine development against Y. pestis is indispensable. In this study, vaccinomics-assisted immunoinformatics techniques were used to find possible vaccine candidates by utilizing the core proteome prepared from 58 complete genomes of Y. pestis. Human non-homologous, pathogen-essential, virulent, and extracellular and membrane proteins are potential vaccine targets. Two antigenic proteins were prioritized for the prediction of lead epitopes by utilizing reverse vaccinology approaches. Four vaccine designs were formulated using the selected B- and T-cell epitopes coupled with appropriate linkers and adjuvant sequences capable of inducing potent immune responses. The HLA allele population coverage of the T-cell epitopes selected for vaccine construction was also analyzed. The V2 constructs were top-ranked and selected for further analysis on the basis of immunological, physicochemical, and immune-receptor docking interactions and scores. Docking and molecular dynamic simulations confirmed the stability of construct V2 interactions with the host immune receptors. Immune simulation analysis anticipated the strong immune profile of the prioritized construct. In silico restriction cloning ensured the feasible cloning ability of the V2 construct in the expression system of E. coli strain K12. It is anticipated that the designed vaccine construct may be safe, effective, and able to elicit strong immune responses against Y. pestis infections and may, therefore, merit investigation using in vitro and in vivo assays.
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Affiliation(s)
- Asifa Sarfraz
- Department of Biochemistry, Bahauddin Zakariya University, Multan 66000, Pakistan
| | | | - Muhammad Shehroz
- Department of Bioinformatics, Kohsar University Murree, Murree 47150, Pakistan
| | - Iqra Ahmad
- Department of Biochemistry, Bahauddin Zakariya University, Multan 66000, Pakistan
| | - Aqal Zaman
- Department of Microbiology & Molecular Genetics, Bahauddin Zakariya University, Multan 66000, Pakistan
| | - Umar Nishan
- Department of Chemistry, Kohat University of Science & Technology, Kohat, Pakistan
| | - Muhammad Tayyab
- Institute of Biotechnology & Genetic Engineering, The University of Agriculture Peshawar, Pakistan
| | - Sheheryar
- Department of Animal Science, Federal University of Ceara, Fortaleza, Brazil
| | | | - Riaz Ullah
- Department of Pharmacognosy, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia
| | - Essam A Ali
- Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia
| | - Mohibullah Shah
- Department of Biochemistry, Bahauddin Zakariya University, Multan 66000, Pakistan.
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Alkhalil SS, Alosaimi SE, Alosaimi ME, Mohammedsaleh ZM, Al Abdulmonem W, Alkhamiss AS, Alghsham RS, Aljohani ASM, Shater AF, Saleh FM, Almohaimeed HM, Soliman MH. Enumeration of olive derived lignan, pinoresinol for activity against recent Omicron variant spike protein for structure-based drug design, DFT, molecular dynamics simulations, and MMGBSA studies. J Appl Genet 2024; 65:341-354. [PMID: 38030871 DOI: 10.1007/s13353-023-00802-7] [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: 09/18/2023] [Revised: 10/24/2023] [Accepted: 10/26/2023] [Indexed: 12/01/2023]
Abstract
The coronavirus disease 2019 (COVID-19) was first found in Wuhan, China, in December 2019. Because the virus spreads quickly, it quickly became a global worry. Coronaviridae is the family that contains both SARS-CoV-2 and the viruses that came before (i.e., MERS-CoV and SARS-CoV). Recent sources portray that the COVID-19 virus has affected 344,710,576 people worldwide and killed about 5,598,511 people in the last 2 years. The B.1.1.529 strain, later called "Omicron," was named a Variant of Concern on November 24, 2021. The SARS-CoV-2 virus has gone through a never-ending chain of changes that have never happened before. As a result, it has many different traits. Most of these changes have occurred in the spike protein, where antibodies bind. Because of these changes, the Omicron type is very contagious and easy to pass on. There have been a lot of studies done to try to figure out this new challenge in the COVID-19 strains race, but there is still a lot that needs to be explained. This study focuses on virtual screening, docking, and molecular dynamic analysis; we aimed to identify therapeutic candidates for the SARS-CoV-2 variant Omicron based on their ability to inhibit non-structural proteins. We investigate the prediction of the properties of a substantial database of drug molecules obtained from the OliveNet™ database. Compounds that did not exhibit adequate gastrointestinal absorption and failed the Lipinski test are not considered for further research. The filtered compounds were coupled with our primary target, SARS-CoV-2 Omicron spike protein. We focused on SARS-CoV-2 Omicron spike protein and filtering potent olive compounds. Pinoresinol, the most likely candidate, is bound best (- 8.5 kcal/mol). Pinoresinol's strong interaction with the active site made the complex's dynamic structure more resilient. MD simulations explain the protein-ligand complex's stability and function. Pinoresinol may be a promising SARS-CoV-2 Omicron spike protein receptor lead drug, and additional research may assist the scientific community.
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Affiliation(s)
- Samia S Alkhalil
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Shaqra University, Alquwayiyah, Riyadh, Saudi Arabia.
| | - Shoruq E Alosaimi
- Respiratory Services Department, King Abdullah Specialized Children's Hospital (KASCH), P.O. Box 14611,, Riyadh, Saudi Arabia
| | - Manal E Alosaimi
- Department of Basic Health Sciences, College of Medicine, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia
| | - Zuhair M Mohammedsaleh
- Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, University of Tabuk, 71491, Tabuk, Saudi Arabia
| | - Waleed Al Abdulmonem
- Department of Pathology, College of Medicine, Qassim University, P.O. Box 6655, Buraidah, 51452, Kingdom of Saudi Arabia
| | - Abdullah Saleh Alkhamiss
- Department of Pathology, College of Medicine, Qassim University, P.O. Box 6655, Buraidah, 51452, Kingdom of Saudi Arabia
| | - Ruqaih S Alghsham
- Department of Pathology, College of Medicine, Qassim University, P.O. Box 6655, Buraidah, 51452, Kingdom of Saudi Arabia
| | - Abdullah S M Aljohani
- Department of Veterinary Medicine, College of Agriculture and Veterinary Medicine, Qassim University, Buraydah, Saudi Arabia
| | - Abdullah F Shater
- Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, University of Tabuk, 71491, Tabuk, Saudi Arabia
| | - Fayez M Saleh
- Department of Medical Microbiology, Faculty of Medicine, University of Tabuk, 71491, Tabuk, Saudi Arabia
| | - Hailah M Almohaimeed
- Department of Basic Science, College of Medicine, Princess Nourah bint Abdulrahman, University, P.O. Box 84428, 11671, Riyadh, Saudi Arabia
| | - Mona H Soliman
- Botany and Microbiology Department, Faculty of Science, Cairo University, Giza, 12613, Egypt
- Biology Department, Faculty of Science, Taibah University, Al-Sharm, Yanbu El-Bahr, Yanbu, 46429, Kingdom of Saudi Arabia
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Li C, Wang Z, Ren M, Ren S, Wu G, Wang L. Synaptic vesicle protein 2A mitigates parthanatos via apoptosis-inducing factor in a rat model of pharmacoresistant epilepsy. CNS Neurosci Ther 2024; 30:e14778. [PMID: 38801174 PMCID: PMC11129553 DOI: 10.1111/cns.14778] [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: 01/13/2024] [Revised: 04/30/2024] [Accepted: 05/03/2024] [Indexed: 05/29/2024] Open
Abstract
AIMS Synaptic vesicle protein 2A (SV2A) is a unique therapeutic target for pharmacoresistant epilepsy (PRE). As seizure-induced neuronal programmed death, parthanatos was rarely reported in PRE. Apoptosis-inducing factor (AIF), which has been implicated in parthanatos, shares a common cytoprotective function with SV2A. We aimed to investigate whether parthanatos participates in PRE and is mitigated by SV2A via AIF. METHODS An intraperitoneal injection of lithium chloride-pilocarpine was used to establish an epileptic rat model, and phenytoin and phenobarbital sodium were utilized to select PRE and pharmacosensitive rats. The expression of SV2A was manipulated via lentivirus delivery into the hippocampus. Video surveillance was used to assess epileptic ethology. Biochemical tests were employed to test hippocampal tissues following a successful SV2A infection. Molecular dynamic calculations were used to simulate the interaction between SV2A and AIF. RESULTS Parthanatos core index, PARP1, PAR, nuclear AIF and MIF, γ-H2AX, and TUNEL staining were all increased in PRE. SV2A is bound to AIF to form a stable complex, successfully inhibiting AIF and MIF nuclear translocation and parthanatos and consequently mitigating spontaneous recurrent seizures in PRE. Moreover, parthanatos deteriorated after the SV2A reduction. SIGNIFICANCE SV2A protected hippocampal neurons and mitigated epileptic seizures by inhibiting parthanatos via binding to AIF in PRE.
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Affiliation(s)
- Chen Li
- School of Clinical MedicineGuizhou Medical UniversityGuiyangGuizhouChina
| | - Ziqi Wang
- School of Clinical MedicineGuizhou Medical UniversityGuiyangGuizhouChina
| | - Mianmian Ren
- School of Clinical MedicineGuizhou Medical UniversityGuiyangGuizhouChina
| | - Siying Ren
- The Affiliated Hospital of Guizhou Medical UniversityGuiyangGuizhouChina
| | - Guofeng Wu
- The Affiliated Hospital of Guizhou Medical UniversityGuiyangGuizhouChina
| | - Likun Wang
- The Affiliated Hospital of Guizhou Medical UniversityGuiyangGuizhouChina
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Siva Sankari G, James R, Payva F, Sivaramakrishnan V, Vineeth Kumar TV, Kanchi S, Santhy KS. Computational analysis of sodium-dependent phosphate transporter SLC20A1/PiT1 gene identifies missense variations C573F, and T58A as high-risk deleterious SNPs. J Biomol Struct Dyn 2024; 42:4072-4086. [PMID: 37286379 DOI: 10.1080/07391102.2023.2218939] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 05/21/2023] [Indexed: 06/09/2023]
Abstract
SLC20A1/PiT1 is a sodium-dependent inorganic phosphate transporter, initially recognized as the retroviral receptor for Gibbon Ape Leukemia Virus in humans. SNPs in SLC20A1 is associated with Combined Pituitary Hormone Deficiency and Sodium Lithium Counter transport. Using in silico techniques, we have screened the nsSNPs for their deleterious effect on the structure and function of SLC20A1. Screening with sequence and structure-based tools on 430 nsSNPs, filtered 17 nsSNPs which are deleterious. To evaluate the role of these SNPs, protein modeling and MD simulations were performed. A comparative analysis of model generated with SWISS-MODEL and AlphaFold shows that many residues are in the disallowed region of Ramachandran plot. Since SWISS-MODEL structure has a 25-residue deletion, the AlphaFold structure was used to perform MD simulation for equilibration and structure refinement. Further, to understand perturbation of energetics, we performed in silico mutagenesis and ΔΔG calculation using FoldX on MD refined structures, which yielded SNPs that are neutral (3), destabilizing (12) and stabilizing (2) on protein structure. Furthermore, to elucidate the impact of SNPs on structure, we performed MD simulations to discern the changes in RMSD, Rg, RMSF and LigPlot of interacting residues. RMSF profiles of representative SNPs revealed that A114V (neutral) and T58A (positive) were more flexible & C573F (negative) was more rigid compared to wild type, which is also reflected in the changes in number of local interacting residues in LigPlot and ΔΔG. Taken together, our results show that SNPs can lead to structural perturbations and impact the function of SLC20A1 with potential implications for disease.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- G Siva Sankari
- Centre for Wildlife Studies, Kerala Veterinary and Animal Sciences University, Wayanad, Kerala, India
| | - Remya James
- St. Joseph's College for Women, Alappuzha, Kerala, India
- Avinashilingam Institute for Home Science and Higher Education for Women, Coimbatore, Tamil Nadu, India
| | - Febby Payva
- St. Joseph's College for Women, Alappuzha, Kerala, India
- Avinashilingam Institute for Home Science and Higher Education for Women, Coimbatore, Tamil Nadu, India
| | - Venketesh Sivaramakrishnan
- Disease Biology Lab, Department of Biosciences, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam, Puttaparthi, Andhra Pradesh, India
| | | | - Subbarao Kanchi
- Department of Physics, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam, Puttaparthi, Andhra Pradesh, India
| | - K S Santhy
- Avinashilingam Institute for Home Science and Higher Education for Women, Coimbatore, Tamil Nadu, India
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Zia S, Sumon MM, Ashik MA, Basar A, Lim S, Oh Y, Park Y, Rahman MM. Potential Inhibitors of Lumpy Skin Disease's Viral Protein (DNA Polymerase): A Combination of Bioinformatics Approaches. Animals (Basel) 2024; 14:1283. [PMID: 38731287 PMCID: PMC11083254 DOI: 10.3390/ani14091283] [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: 03/01/2024] [Revised: 04/07/2024] [Accepted: 04/13/2024] [Indexed: 05/13/2024] Open
Abstract
Lumpy skin disease (LSD), caused by a virus within the Poxviridae family and Capripoxvirus genus, induces nodular skin lesions in cattle. This spreads through direct contact and insect vectors, significantly affecting global cattle farming. Despite the availability of vaccines, their efficacy is limited by poor prophylaxis and adverse effects. Our study aimed to identify the potential inhibitors targeting the LSDV-encoded DNA polymerase protein (gene LSDV039) for further investigation through comprehensive analysis and computational methods. Virtual screening revealed rhein and taxifolin as being potent binders among 380 phytocompounds, with respective affinities of -8.97 and -7.20 kcal/mol. Canagliflozin and tepotinib exhibited strong affinities (-9.86 and -8.86 kcal/mol) among 718 FDA-approved antiviral drugs. Simulating the molecular dynamics of canagliflozin, tepotinib, rhein, and taxifolin highlighted taxifolin's superior stability and binding energy. Rhein displayed compactness in RMSD and RMSF, but fluctuated in Rg and SASA, while canagliflozin demonstrated stability compared to tepotinib. This study highlights the promising potential of using repurposed drugs and phytocompounds as potential LSD therapeutics. However, extensive validation through in vitro and in vivo testing and clinical trials is crucial for their practical application.
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Affiliation(s)
- Sabbir Zia
- Department of Biotechnology and Genetic Engineering, Faculty of Biological Sciences, Islamic University, Kushtia 7003, Bangladesh; (S.Z.); (M.-M.S.); (M.-A.A.); (A.B.)
| | - Md-Mehedi Sumon
- Department of Biotechnology and Genetic Engineering, Faculty of Biological Sciences, Islamic University, Kushtia 7003, Bangladesh; (S.Z.); (M.-M.S.); (M.-A.A.); (A.B.)
| | - Md-Ashiqur Ashik
- Department of Biotechnology and Genetic Engineering, Faculty of Biological Sciences, Islamic University, Kushtia 7003, Bangladesh; (S.Z.); (M.-M.S.); (M.-A.A.); (A.B.)
| | - Abul Basar
- Department of Biotechnology and Genetic Engineering, Faculty of Biological Sciences, Islamic University, Kushtia 7003, Bangladesh; (S.Z.); (M.-M.S.); (M.-A.A.); (A.B.)
| | - Sangjin Lim
- College of Forest & Environmental Sciences, Kangwon National University, Chuncheon 24341, Republic of Korea;
| | - Yeonsu Oh
- College of Veterinary Medicine & Institute of Veterinary Science, Kangwon National University, Chuncheon 24341, Republic of Korea;
| | - Yungchul Park
- College of Forest & Environmental Sciences, Kangwon National University, Chuncheon 24341, Republic of Korea;
| | - Md-Mafizur Rahman
- Department of Biotechnology and Genetic Engineering, Faculty of Biological Sciences, Islamic University, Kushtia 7003, Bangladesh; (S.Z.); (M.-M.S.); (M.-A.A.); (A.B.)
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Azmi MB, Nasir MF, Asif U, Kazi M, Uddin MN, Qureshi SA. Analyzing molecular signatures in preeclampsia and fetal growth restriction: Identifying key genes, pathways, and therapeutic targets for preterm birth. Front Mol Biosci 2024; 11:1384214. [PMID: 38712342 PMCID: PMC11070483 DOI: 10.3389/fmolb.2024.1384214] [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: 02/08/2024] [Accepted: 03/22/2024] [Indexed: 05/08/2024] Open
Abstract
Background Intrauterine growth restriction (IUGR) and preeclampsia (PE) are intricately linked with specific maternal health conditions, exhibit shared placental abnormalities, and play pivotal roles in precipitating preterm birth (PTB) incidences. However, the molecular mechanism underlying the association between PE and IUGR has not been determined. Therefore, we aimed to analyze the data of females with PE and those with PE + IUGR to identify the key gene(s), their molecular pathways, and potential therapeutic interactions. Methods In this study, a comprehensive relationship analysis of both PE and PE + IUGR was conducted using RNA sequence datasets. Using two datasets (GSE148241 and GSE114691), differential gene expression analysis via DESeq2 through R-programming was performed. Gene set enrichment analysis was performed using ClusterProfiler, protein‒protein interaction (PPI) networks were constructed, and cluster analyses were conducted using String and MCODE in Cytoscape. Functional enrichment analyses of the resulting subnetworks were performed using ClueGO software. The hub genes were identified under both conditions using the CytoHubba method. Finally, the most common hub protein was docked against a library of bioactive flavonoids and PTB drugs using the PyRx AutoDock tool, followed by molecular dynamic (MD) simulation analysis. Pharmacokinetic analysis was performed to determine the ADMET properties of the compounds using pkCSM. Results We identified eight hub genes highly expressed in the case of PE, namely, PTGS2, ENG, KIT, MME, CGA, GAPDH, GPX3, and P4HA1, and the network of the PE + IUGR gene set demonstrated that nine hub genes were overexpressed, namely, PTGS2, FGF7, FGF10, IL10, SPP1, MPO, THBS1, CYBB, and PF4. PTGS2 was the most common hub gene found under both conditions (PE and PEIUGR). Moreover, the greater (-9.1 kcal/mol) molecular binding of flavoxate to PTGS2 was found to have satisfactory pharmacokinetic properties compared with those of other compounds. The flavoxate-bound PTGS2 protein complex remained stable throughout the simulation; with a ligand fit to protein, i.e., a RMSD ranging from ∼2.0 to 4.0 Å and a RMSF ranging from ∼0.5 to 2.9 Å, was observed throughout the 100 ns analysis. Conclusion The findings of this study may be useful for treating PE and IUGR in the management of PTB.
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Affiliation(s)
- Muhammad Bilal Azmi
- Computational Biochemistry Research Laboratory, Department of Biochemistry, Dow Medical College, Dow University of Health Sciences, Karachi, Pakistan
| | - Mushyeda Fatima Nasir
- Department of Biosciences, Faculty of Life Sciences, Mohammad Ali Jinnah University, Karachi, Pakistan
| | - Uzma Asif
- Department of Biochemistry, Medicine Program, Batterjee Medical College, Jeddah, Saudi Arabia
| | - Mohsin Kazi
- Department of Pharmaceutics, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia
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Lan Z, Liu WJ, Yin WW, Yang SR, Cui H, Zou KL, Cheng GW, Chen H, Han YH, Rao L, Tian R, Li LL, Zhao YY, Yu GT. Biomimetic MDSCs membrane coated black phosphorus nanosheets system for photothermal therapy/photodynamic therapy synergized chemotherapy of cancer. J Nanobiotechnology 2024; 22:174. [PMID: 38609922 PMCID: PMC11015563 DOI: 10.1186/s12951-024-02417-4] [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: 12/01/2023] [Accepted: 03/18/2024] [Indexed: 04/14/2024] Open
Abstract
Photothermal therapy is favored by cancer researchers due to its advantages such as controllable initiation, direct killing and immune promotion. However, the low enrichment efficiency of photosensitizer in tumor site and the limited effect of single use limits the further development of photothermal therapy. Herein, a photo-responsive multifunctional nanosystem was designed for cancer therapy, in which myeloid-derived suppressor cell (MDSC) membrane vesicle encapsulated decitabine-loaded black phosphorous (BP) nanosheets (BP@ Decitabine @MDSCs, named BDM). The BDM demonstrated excellent biosafety and biochemical characteristics, providing a suitable microenvironment for cancer cell killing. First, the BDM achieves the ability to be highly enriched at tumor sites by inheriting the ability of MDSCs to actively target tumor microenvironment. And then, BP nanosheets achieves hyperthermia and induces mitochondrial damage by its photothermal and photodynamic properties, which enhancing anti-tumor immunity mediated by immunogenic cell death (ICD). Meanwhile, intra-tumoral release of decitabine induced G2/M cell cycle arrest, further promoting tumor cell apoptosis. In vivo, the BMD showed significant inhibition of tumor growth with down-regulation of PCNA expression and increased expression of high mobility group B1 (HMGB1), calreticulin (CRT) and caspase 3. Flow cytometry revealed significantly decreased infiltration of MDSCs and M2-macrophages along with an increased proportion of CD4+, CD8+ T cells as well as CD103+ DCs, suggesting a potentiated anti-tumor immune response. In summary, BDM realizes photothermal therapy/photodynamic therapy synergized chemotherapy for cancer.
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Affiliation(s)
- Zhou Lan
- Stomatological Hospital, School of Stomatology, Southern Medical University, No 366, Jiangnan Road, Haizhu Region, Guangzhou City, China
| | - Wei-Jia Liu
- Department of Oral Mucosal Diseases, Guangdong Engineering Research Center of Oral Restoration and Reconstruction, Guangzhou Key Laboratory of Basic and Applied Research of Oral Regenerative Medicine, Affiliated Stomatology Hospital of Guangzhou Medical University, Guangzhou, Guangdong, 510182, China
| | - Wu-Wei Yin
- Stomatological Hospital, School of Stomatology, Southern Medical University, No 366, Jiangnan Road, Haizhu Region, Guangzhou City, China
| | - Sheng-Ren Yang
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, 361102, China
| | - Hao Cui
- Stomatological Hospital, School of Stomatology, Southern Medical University, No 366, Jiangnan Road, Haizhu Region, Guangzhou City, China
| | - Ke-Long Zou
- Stomatological Hospital, School of Stomatology, Southern Medical University, No 366, Jiangnan Road, Haizhu Region, Guangzhou City, China
| | - Guo-Wang Cheng
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, 510405, China
| | - Hao Chen
- Stomatological Hospital, School of Stomatology, Southern Medical University, No 366, Jiangnan Road, Haizhu Region, Guangzhou City, China
| | - Yan-Hua Han
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, 510405, China
| | - Lang Rao
- Institute of Biomedical Health Technology and Engineering, Shenzhen Bay Laboratory, Shenzhen, 518132, China
| | - Rui Tian
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics, Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, 361102, China
| | - Ling-Ling Li
- Department of Pharmaceutics, School of Pharmacy, Nanjing Medical University, No 101, Longmian Road, Jiangning Region, Nanjing, 211166, China.
| | - Yu-Yue Zhao
- Stomatological Hospital, School of Stomatology, Southern Medical University, No 366, Jiangnan Road, Haizhu Region, Guangzhou City, China.
| | - Guang-Tao Yu
- Stomatological Hospital, School of Stomatology, Southern Medical University, No 366, Jiangnan Road, Haizhu Region, Guangzhou City, China.
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