51
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Fang KY, Cao WC, Xie TA, Lv J, Chen JX, Cao XJ, Li ZW, Deng ST, Guo XG. Exploration and validation of related hub gene expression during SARS-CoV-2 infection of human bronchial organoids. Hum Genomics 2021; 15:18. [PMID: 33726831 PMCID: PMC7962432 DOI: 10.1186/s40246-021-00316-5] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Accepted: 03/04/2021] [Indexed: 12/22/2022] Open
Abstract
Background In the novel coronavirus pandemic, the high infection rate and high mortality have seriously affected people’s health and social order. To better explore the infection mechanism and treatment, the three-dimensional structure of human bronchus has been employed in a better in-depth study on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Methods We downloaded a separate microarray from the Integrated Gene Expression System (GEO) on a human bronchial organoids sample to identify differentially expressed genes (DEGS) and analyzed it with R software. After processing with R software, Gene Ontology (GO) and Kyoto PBMCs of Genes and Genomes (KEGG) were analyzed, while a protein–protein interaction (PPI) network was constructed to show the interactions and influence relationships between these differential genes. Finally, the selected highly connected genes, which are called hub genes, were verified in CytoHubba plug-in. Results In this study, a total of 966 differentially expressed genes, including 490 upregulated genes and 476 downregulated genes were used. Analysis of GO and KEGG revealed that these differentially expressed genes were significantly enriched in pathways related to immune response and cytokines. We construct protein-protein interaction network and identify 10 hub genes, including IL6, MMP9, IL1B, CXCL8, ICAM1, FGF2, EGF, CXCL10, CCL2, CCL5, CXCL1, and FN1. Finally, with the help of GSE150728, we verified that CXCl1, CXCL8, CXCL10, CCL5, EGF differently expressed before and after SARS-CoV-2 infection in clinical patients. Conclusions In this study, we used mRNA expression data from GSE150819 to preliminarily confirm the feasibility of hBO as an in vitro model to further study the pathogenesis and potential treatment of COVID-19. Moreover, based on the mRNA differentiated expression of this model, we found that CXCL8, CXCL10, and EGF are hub genes in the process of SARS-COV-2 infection, and we emphasized their key roles in SARS-CoV-2 infection. And we also suggested that further study of these hub genes may be beneficial to treatment, prognostic prediction of COVID-19.
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Affiliation(s)
- Ke-Ying Fang
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.,Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Wen-Chao Cao
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.,Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Tian-Ao Xie
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.,Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Jie Lv
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.,Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Jia-Xin Chen
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.,Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Xun-Jie Cao
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.,Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Zhong-Wei Li
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.,Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Shu-Ting Deng
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.,Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China
| | - Xu-Guang Guo
- Department of Clinical Laboratory Medicine, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China. .,Department of Clinical Medicine, The Third Clinical School of Guangzhou Medical University, Guangzhou, 511436, China. .,Key Laboratory for Major Obstetric Diseases of Guangdong Province, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China. .,Key Laboratory of Reproduction and Genetics of Guangdong Higher Education Institutes, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510150, China.
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Sen S, Sanders EC, Gabriel KN, Miller BM, Isoda HM, Salcedo GS, Garrido JE, Dyer RP, Nakajima R, Jain A, Caldaruse AM, Santos AM, Bhuvan K, Tifrea DF, Ricks-Oddie JL, Felgner PL, Edwards RA, Majumdar S, Weiss GA. Predicting COVID-19 Severity with a Specific Nucleocapsid Antibody plus Disease Risk Factor Score. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021. [PMID: 33083803 DOI: 10.1101/2020.10.15.341743] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Effective methods for predicting COVID-19 disease trajectories are urgently needed. Here, ELISA and coronavirus antigen microarray (COVAM) analysis mapped antibody epitopes in the plasma of COVID-19 patients (n = 86) experiencing a wide-range of disease states. The experiments identified antibodies to a 21-residue epitope from nucleocapsid (termed Ep9) associated with severe disease, including admission to the ICU, requirement for ventilators, or death. Importantly, anti-Ep9 antibodies can be detected within six days post-symptom onset and sometimes within one day. Furthermore, anti-Ep9 antibodies correlate with various comorbidities and hallmarks of immune hyperactivity. We introduce a simple-to-calculate, disease risk factor score to quantitate each patients comorbidities and age. For patients with anti-Ep9 antibodies, scores above 3.0 predict more severe disease outcomes with a 13.42 Likelihood Ratio (96.7% specificity). The results lay the groundwork for a new type of COVID-19 prognostic to allow early identification and triage of high-risk patients. Such information could guide more effective therapeutic intervention.
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53
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Sadat SM, Aghadadeghi MR, Yousefi M, Khodaei A, Sadat Larijani M, Bahramali G. Bioinformatics Analysis of SARS-CoV-2 to Approach an Effective Vaccine Candidate Against COVID-19. Mol Biotechnol 2021; 63:389-409. [PMID: 33625681 PMCID: PMC7902242 DOI: 10.1007/s12033-021-00303-0] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/21/2021] [Indexed: 02/07/2023]
Abstract
The emerging Coronavirus Disease 2019 (COVID-19) pandemic has posed a serious threat to the public health worldwide, demanding urgent vaccine provide. According to the virus feature as an RNA virus, a high rate of mutations imposes some vaccine design difficulties. Bioinformatics tools have been widely used to make advantage of conserved regions as well as immunogenicity. In this study, we aimed at immunoinformatic evaluation of SARS-CoV-2 proteins conservancy and immunogenicity to design a preventive vaccine candidate. Spike, Membrane and Nucleocapsid amino acid sequences were obtained, and four possible fusion proteins were assessed and compared in terms of structural features and immunogenicity, and population coverage. MHC-I and MHC-II T-cell epitopes, the linear and conformational B-cell epitopes were evaluated. Among the predicted models, the truncated form of Spike in fusion with M and N protein applying AAY linker has high rate of MHC-I and MCH-II epitopes with high antigenicity and acceptable population coverage of 82.95% in Iran and 92.51% in Europe. The in silico study provided truncated Spike-M-N SARS-CoV-2 as a potential preventive vaccine candidate for further in vivo evaluation.
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Affiliation(s)
- Seyed Mehdi Sadat
- Department of Hepatitis and AIDS and Blood Borne Diseases, Pasteur Institute of Iran, No: 69, Pasteur Ave, 13165, Tehran, Iran
| | - Mohammad Reza Aghadadeghi
- Department of Hepatitis and AIDS and Blood Borne Diseases, Pasteur Institute of Iran, No: 69, Pasteur Ave, 13165, Tehran, Iran.
| | - Masoume Yousefi
- Department of Hepatitis and AIDS and Blood Borne Diseases, Pasteur Institute of Iran, No: 69, Pasteur Ave, 13165, Tehran, Iran
| | - Arezoo Khodaei
- Department of Hepatitis and AIDS and Blood Borne Diseases, Pasteur Institute of Iran, No: 69, Pasteur Ave, 13165, Tehran, Iran
| | - Mona Sadat Larijani
- Department of Hepatitis and AIDS and Blood Borne Diseases, Pasteur Institute of Iran, No: 69, Pasteur Ave, 13165, Tehran, Iran
| | - Golnaz Bahramali
- Department of Hepatitis and AIDS and Blood Borne Diseases, Pasteur Institute of Iran, No: 69, Pasteur Ave, 13165, Tehran, Iran.
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54
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Ghosh N, Sharma N, Saha I, Saha S. Genome-wide analysis of Indian SARS-CoV-2 genomes to identify T-cell and B-cell epitopes from conserved regions based on immunogenicity and antigenicity. Int Immunopharmacol 2021; 91:107276. [PMID: 33385714 PMCID: PMC7831793 DOI: 10.1016/j.intimp.2020.107276] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Revised: 11/21/2020] [Accepted: 12/02/2020] [Indexed: 12/24/2022]
Abstract
SARS-CoV-2 has a high transmission rate and shows frequent mutations, thus making vaccine development an arduous task. However, researchers around the globe are working hard to find a solution e.g. synthetic vaccine. Here, we have performed genome-wide analysis of 566 Indian SARS-CoV-2 genomes to extract the potential conserved regions for identifying peptide based synthetic vaccines, viz. epitopes with high immunogenicity and antigenicity. In this regard, different multiple sequence alignment techniques are used to align the SARS-CoV-2 genomes separately. Subsequently, consensus conserved regions are identified after finding the conserved regions from each aligned result of alignment techniques. Further, the consensus conserved regions are refined considering that their lengths are greater than or equal to 60nt and their corresponding proteins are devoid of any stop codons. Subsequently, their specificity as query coverage are verified using Nucleotide BLAST. Finally, with these consensus conserved regions, T-cell and B-cell epitopes are identified based on their immunogenic and antigenic scores which are then used to rank the conserved regions. As a result, we have ranked 23 consensus conserved regions that are associated with different proteins. This ranking also resulted in 34 MHC-I and 37 MHC-II restricted T-cell epitopes with 16 and 19 unique HLA alleles and 29 B-cell epitopes. After ranking, the consensus conserved region from NSP3 gene is obtained that is highly immunogenic and antigenic. In order to judge the relevance of the identified epitopes, the physico-chemical properties and binding conformation of the MHC-I and MHC-II restricted T-cell epitopes are shown with respect to HLA alleles.
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Affiliation(s)
- Nimisha Ghosh
- Department of Computer Science and Information Technology, Institute of Technical Education and Research, Siksha 'O' Anusandhan (Deemed to be University), Bhubaneswar, Orissa, India
| | - Nikhil Sharma
- Department of Electronics and Communication Engineering, Jaypee Institute of Information Technology, Noida, Uttar Pradesh, India
| | - Indrajit Saha
- Department of Computer Science and Engineering, National Institute of Technical Teachers' Training and Research, Kolkata, West Bengal, India.
| | - Sudipto Saha
- Division of Bioinformatics Bose Institute, Kolkata, West Bengal, India
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55
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Guha B, Arman M, Islam MN, Tareq SM, Rahman MM, Sakib SA, Mutsuddy R, Tareq AM, Emran TB, Alqahtani AM. Unveiling pharmacological studies provide new insights on Mangifera longipes and Quercus gomeziana. Saudi J Biol Sci 2021; 28:183-190. [PMID: 33424295 PMCID: PMC7785437 DOI: 10.1016/j.sjbs.2020.09.037] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 09/11/2020] [Accepted: 09/17/2020] [Indexed: 01/17/2023] Open
Abstract
Mangifera longipes and Quercus gomeziana both is an ethnomedicinally important Asian herb that has been known for numerous healing activity of tribal people. The present research aims to investigate the phytochemical analysis with in vitro, in vivo possibilities of the soluble ethanol extract of M. longipes root (EEMLR) and Q. gomeziana leaves (EEQGL) by an experimental approach. The plant extract of EEMLR and EEQGL was found secondary metabolites, notably steroids, glycosides, tannins, flavonoids, saponins, gums, and alkaloids. Additionally, the extract showed significant activity in antioxidant, antipyretic, anti-inflammatory, membrane stabilization, cytotoxic, thrombolytic, and analgesic activities while no response in antibacterial activity. Our findings reveal that soluble ethanol extract of EEMLR and EEQGL is safe, which can be an effective source for exploring new medicinal products. This research's outcomes may provide potentials for mitigating pyrexia, inflammation, pain, cellular toxicity, and coagulation.
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Affiliation(s)
- Bishwajit Guha
- Department of Pharmacy, Southern University Bangladesh, 739/A Mehedibag Road, Chittagong 4000, Bangladesh
| | - Mohammad Arman
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh
| | - Mohammad Nazmul Islam
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh
| | - Syed Mohammed Tareq
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh
| | - Md. Masudur Rahman
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh
| | - Shahenur Alam Sakib
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh
- Department of Theoretical and Computational Chemistry, University of Dhaka, Dhaka 1000, Bangladesh
| | - Rahul Mutsuddy
- Department of Pharmacy, Southern University Bangladesh, 739/A Mehedibag Road, Chittagong 4000, Bangladesh
| | - Abu Montakim Tareq
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh
| | - Talha Bin Emran
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong 4381, Bangladesh
| | - Ali M. Alqahtani
- Department of Pharmacology, College of Pharmacy, King Khalid University, Abha 62529, Saudi Arabia
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Chowdhury KH, Chowdhury MR, Mahmud S, Tareq AM, Hanif NB, Banu N, Reza ASMA, Emran TB, Simal-Gandara J. Drug Repurposing Approach against Novel Coronavirus Disease (COVID-19) through Virtual Screening Targeting SARS-CoV-2 Main Protease. BIOLOGY 2020; 10:2. [PMID: 33374717 PMCID: PMC7822464 DOI: 10.3390/biology10010002] [Citation(s) in RCA: 53] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Revised: 12/16/2020] [Accepted: 12/19/2020] [Indexed: 02/07/2023]
Abstract
Novel coronavirus disease (COVID-19) was identified from China in December 2019 and spread rapidly through human-to-human transmission, affecting so many people worldwide. Until now, there has been no specific treatment against the disease and repurposing of the drug. Our investigation aimed to screen potential inhibitors against coronavirus for the repurposing of drugs. Our study analyzed sequence comparison among SARS-CoV, SARS-CoV-2, and MERS-CoV to determine the identity matrix using discovery studio. SARS-CoV-2 Mpro was targeted to generate an E-pharmacophore hypothesis to screen drugs from the DrugBank database having similar features. Promising drugs were used for docking-based virtual screening at several precisions. Best hits from virtual screening were subjected to MM/GBSA analysis to evaluate binding free energy, followed by the analysis of binding interactions. Furthermore, the molecular dynamics simulation approaches were carried out to assess the docked complex's conformational stability. A total of 33 drug classes were found from virtual screening based on their docking scores. Among them, seven potential drugs with several anticancer, antibiotic, and immunometabolic categories were screened and showed promising MM/GBSA scores. During interaction analysis, these drugs exhibited different types of hydrogen and hydrophobic interactions with amino acid residue. Besides, 17 experimental drugs selected from virtual screening might be crucial for drug discovery against COVID-19. The RMSD, RMSF, SASA, Rg, and MM/PBSA descriptors from molecular dynamics simulation confirmed the complex's firm nature. Seven promising drugs for repurposing against SARS-CoV-2 main protease (Mpro), namely sapanisertib, ornidazole, napabucasin, lenalidomide, daniquidone, indoximod, and salicylamide, could be vital for the treatment of COVID-19. However, extensive in vivo and in vitro studies are required to evaluate the mentioned drug's activity.
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Affiliation(s)
- Kamrul Hasan Chowdhury
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (K.H.C.); (M.R.C.); (A.M.T.); (N.B.H.); (N.B.)
| | - Md. Riad Chowdhury
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (K.H.C.); (M.R.C.); (A.M.T.); (N.B.H.); (N.B.)
| | - Shafi Mahmud
- Microbiology Laboratory, Bioinformatics Division, Department of Genetic Engineering and Biotechnology, University of Rajshahi, Rajshahi 6205, Bangladesh;
| | - Abu Montakim Tareq
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (K.H.C.); (M.R.C.); (A.M.T.); (N.B.H.); (N.B.)
| | - Nujhat Binte Hanif
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (K.H.C.); (M.R.C.); (A.M.T.); (N.B.H.); (N.B.)
| | - Naureen Banu
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (K.H.C.); (M.R.C.); (A.M.T.); (N.B.H.); (N.B.)
| | - A. S. M. Ali Reza
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (K.H.C.); (M.R.C.); (A.M.T.); (N.B.H.); (N.B.)
| | - Talha Bin Emran
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong 4381, Bangladesh
| | - Jesus Simal-Gandara
- Nutrition and Bromatology Group, Department of Analytical and Food Chemistry, Faculty of Food Science and Technology, University of Vigo–Ourense Campus, E32004 Ourense, Spain
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Banu N, Alam N, Nazmul Islam M, Islam S, Sakib SA, Hanif NB, Chowdhury MR, Tareq AM, Hasan Chowdhury K, Jahan S, Azad A, Emran TB, Simal-Gandara J. Insightful Valorization of the Biological Activities of Pani Heloch Leaves through Experimental and Computer-Aided Mechanisms. Molecules 2020; 25:5153. [PMID: 33167510 PMCID: PMC7663931 DOI: 10.3390/molecules25215153] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2020] [Revised: 10/30/2020] [Accepted: 11/03/2020] [Indexed: 01/06/2023] Open
Abstract
Pani heloch (Antidesma montanum) is traditionally used to treat innumerable diseases and is a source of wild vegetables for the management of different pathological conditions. The present study explored the qualitative phytochemicals; quantitative phenol and flavonoid contents; in vitro antioxidant, anti-inflammatory, and thrombolytic effects; and in vivo antipyretic and analgesic properties of the methanol extract of A. montanum leaves in different experimental models. The extract exhibited secondary metabolites including alkaloids, flavonoids, flavanols, phytosterols, cholesterols, phenols, terpenoids, glycosides, fixed oils, emodines, coumarins, resins, and tannins. Besides, Pani heloch showed strong antioxidant activity (IC50 = 99.00 µg/mL), while a moderate percentage of clot lysis (31.56%) in human blood and significant anti-inflammatory activity (p < 0.001) was achieved with the standard. Moreover, the analgesic and antipyretic properties appeared to trigger a significant response (p < 0.001) relative to in the control group. Besides, an in silico study of carpusin revealed favorable protein-binding affinities. Furthermore, the absorption, distribution, metabolism, excretion, and toxicity analysis and toxicological properties of all isolated compounds adopted Lipinski's rule of five for drug-like potential and level of toxicity. Our research unveiled that the methanol extract of A. montanum leaves exhibited secondary metabolites that are a good source for managing inflammation, pyrexia, pain, and cellular toxicity. Computational approaches and further studies are required to identify the possible mechanism which responsible for the biological effects.
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Affiliation(s)
- Naureen Banu
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (N.B.); (N.A.); (S.I.); (S.A.S.); (N.B.H.); (M.R.C.); (A.M.T.); (K.H.C.); (S.J.)
| | - Najmul Alam
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (N.B.); (N.A.); (S.I.); (S.A.S.); (N.B.H.); (M.R.C.); (A.M.T.); (K.H.C.); (S.J.)
| | - Mohammad Nazmul Islam
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (N.B.); (N.A.); (S.I.); (S.A.S.); (N.B.H.); (M.R.C.); (A.M.T.); (K.H.C.); (S.J.)
| | - Sanjida Islam
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (N.B.); (N.A.); (S.I.); (S.A.S.); (N.B.H.); (M.R.C.); (A.M.T.); (K.H.C.); (S.J.)
| | - Shahenur Alam Sakib
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (N.B.); (N.A.); (S.I.); (S.A.S.); (N.B.H.); (M.R.C.); (A.M.T.); (K.H.C.); (S.J.)
- Department of Theoretical and Computational Chemistry, University of Dhaka, Dhaka 1000, Bangladesh
| | - Nujhat Binte Hanif
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (N.B.); (N.A.); (S.I.); (S.A.S.); (N.B.H.); (M.R.C.); (A.M.T.); (K.H.C.); (S.J.)
| | - Md. Riad Chowdhury
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (N.B.); (N.A.); (S.I.); (S.A.S.); (N.B.H.); (M.R.C.); (A.M.T.); (K.H.C.); (S.J.)
| | - Abu Montakim Tareq
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (N.B.); (N.A.); (S.I.); (S.A.S.); (N.B.H.); (M.R.C.); (A.M.T.); (K.H.C.); (S.J.)
| | - Kamrul Hasan Chowdhury
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (N.B.); (N.A.); (S.I.); (S.A.S.); (N.B.H.); (M.R.C.); (A.M.T.); (K.H.C.); (S.J.)
| | - Shamima Jahan
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh; (N.B.); (N.A.); (S.I.); (S.A.S.); (N.B.H.); (M.R.C.); (A.M.T.); (K.H.C.); (S.J.)
| | - Afrina Azad
- Bangladesh Council of Scientific and Industrial Research (BCSIR), Dr. Qudrat-i-Khuda Road, Dhanmondi, Dhaka 1205, Bangladesh;
| | - Talha Bin Emran
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong 4381, Bangladesh
| | - Jesus Simal-Gandara
- Nutrition and Bromatology Group, Department of Analytical and Food Chemistry, Faculty of Food Science and Technology, University of Vigo—Ourense Campus, E32004 Ourense, Spain
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Rakib A, Sami SA, Islam MA, Ahmed S, Faiz FB, Khanam BH, Marma KKS, Rahman M, Uddin MMN, Nainu F, Emran TB, Simal-Gandara J. Epitope-Based Immunoinformatics Approach on Nucleocapsid Protein of Severe Acute Respiratory Syndrome-Coronavirus-2. Molecules 2020; 25:5088. [PMID: 33147821 PMCID: PMC7663370 DOI: 10.3390/molecules25215088] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2020] [Revised: 10/26/2020] [Accepted: 10/28/2020] [Indexed: 12/15/2022] Open
Abstract
With an increasing fatality rate, severe acute respiratory syndrome-coronavirus-2 (SARS-CoV-2) has emerged as a promising threat to human health worldwide. Recently, the World Health Organization (WHO) has announced the infectious disease caused by SARS-CoV-2, which is known as coronavirus disease-2019 (COVID-2019), as a global pandemic. Additionally, the positive cases are still following an upward trend worldwide and as a corollary, there is a need for a potential vaccine to impede the progression of the disease. Lately, it has been documented that the nucleocapsid (N) protein of SARS-CoV-2 is responsible for viral replication and interferes with host immune responses. We comparatively analyzed the sequences of N protein of SARS-CoV-2 for the identification of core attributes and analyzed the ancestry through phylogenetic analysis. Subsequently, we predicted the most immunogenic epitope for the T-cell and B-cell. Importantly, our investigation mainly focused on major histocompatibility complex (MHC) class I potential peptides and NTASWFTAL interacted with most human leukocyte antigen (HLA) that are encoded by MHC class I molecules. Further, molecular docking analysis unveiled that NTASWFTAL possessed a greater affinity towards HLA and also available in a greater range of the population. Our study provides a consolidated base for vaccine design and we hope that this computational analysis will pave the way for designing novel vaccine candidates.
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Affiliation(s)
- Ahmed Rakib
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.); (M.A.I.); (S.A.); (F.B.F.); (B.H.K.); (K.K.S.M.); (M.R.); (M.M.N.U.)
| | - Saad Ahmed Sami
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.); (M.A.I.); (S.A.); (F.B.F.); (B.H.K.); (K.K.S.M.); (M.R.); (M.M.N.U.)
| | - Md. Ashiqul Islam
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.); (M.A.I.); (S.A.); (F.B.F.); (B.H.K.); (K.K.S.M.); (M.R.); (M.M.N.U.)
- Department of Pharmacy, Mawlana Bhashani Science & Technology University, Santosh, Tangail 1902, Bangladesh
| | - Shahriar Ahmed
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.); (M.A.I.); (S.A.); (F.B.F.); (B.H.K.); (K.K.S.M.); (M.R.); (M.M.N.U.)
| | - Farhana Binta Faiz
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.); (M.A.I.); (S.A.); (F.B.F.); (B.H.K.); (K.K.S.M.); (M.R.); (M.M.N.U.)
| | - Bibi Humayra Khanam
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.); (M.A.I.); (S.A.); (F.B.F.); (B.H.K.); (K.K.S.M.); (M.R.); (M.M.N.U.)
| | - Kay Kay Shain Marma
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.); (M.A.I.); (S.A.); (F.B.F.); (B.H.K.); (K.K.S.M.); (M.R.); (M.M.N.U.)
| | - Maksuda Rahman
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.); (M.A.I.); (S.A.); (F.B.F.); (B.H.K.); (K.K.S.M.); (M.R.); (M.M.N.U.)
| | - Mir Muhammad Nasir Uddin
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.); (M.A.I.); (S.A.); (F.B.F.); (B.H.K.); (K.K.S.M.); (M.R.); (M.M.N.U.)
| | - Firzan Nainu
- Faculty of Pharmacy, Hasanuddin University, Tamalanrea, Kota Makassar, Sulawesi Selatan 90245, Indonesia;
| | - Talha Bin Emran
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong 4381, Bangladesh
| | - Jesus Simal-Gandara
- Nutrition and Bromatology Group, Department of Analytical and Food Chemistry, Faculty of Food Science and Technology, University of Vigo–Ourense Campus, E32004 Ourense, Spain
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Rakib A, Paul A, Chy MNU, Sami SA, Baral SK, Majumder M, Tareq AM, Amin MN, Shahriar A, Uddin MZ, Dutta M, Tallei TE, Emran TB, Simal-Gandara J. Biochemical and Computational Approach of Selected Phytocompounds from Tinospora crispa in the Management of COVID-19. Molecules 2020; 25:3936. [PMID: 32872217 PMCID: PMC7504753 DOI: 10.3390/molecules25173936] [Citation(s) in RCA: 57] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Revised: 08/23/2020] [Accepted: 08/27/2020] [Indexed: 12/30/2022] Open
Abstract
A pandemic caused by the novel coronavirus (SARS-CoV-2 or COVID-19) began in December 2019 in Wuhan, China, and the number of newly reported cases continues to increase. More than 19.7 million cases have been reported globally and about 728,000 have died as of this writing (10 August 2020). Recently, it has been confirmed that the SARS-CoV-2 main protease (Mpro) enzyme is responsible not only for viral reproduction but also impedes host immune responses. The Mpro provides a highly favorable pharmacological target for the discovery and design of inhibitors. Currently, no specific therapies are available, and investigations into the treatment of COVID-19 are lacking. Therefore, herein, we analyzed the bioactive phytocompounds isolated by gas chromatography-mass spectroscopy (GC-MS) from Tinospora crispa as potential COVID-19 Mpro inhibitors, using molecular docking study. Our analyses unveiled that the top nine hits might serve as potential anti-SARS-CoV-2 lead molecules, with three of them exerting biological activity and warranting further optimization and drug development to combat COVID-19.
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Affiliation(s)
- Ahmed Rakib
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.)
| | - Arkajyoti Paul
- Drug Discovery, GUSTO A Research Group, Chittagong 4000, Bangladesh; (A.P.); (M.N.U.C.); (M.M.)
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong 4381, Bangladesh; (M.Z.U.); (M.D.)
- Department of Microbiology, Jagannath University, Dhaka 1100, Bangladesh;
| | - Md. Nazim Uddin Chy
- Drug Discovery, GUSTO A Research Group, Chittagong 4000, Bangladesh; (A.P.); (M.N.U.C.); (M.M.)
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh;
| | - Saad Ahmed Sami
- Department of Pharmacy, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh; (A.R.); (S.A.S.)
| | - Sumit Kumar Baral
- Department of Microbiology, Jagannath University, Dhaka 1100, Bangladesh;
| | - Mohuya Majumder
- Drug Discovery, GUSTO A Research Group, Chittagong 4000, Bangladesh; (A.P.); (M.N.U.C.); (M.M.)
| | - Abu Montakim Tareq
- Department of Pharmacy, International Islamic University Chittagong, Chittagong 4318, Bangladesh;
| | - Mohammad Nurul Amin
- Department of Pharmacy, Atish Dipankar University of Science and Technology, Dhaka 1230, Bangladesh;
| | - Asif Shahriar
- Department of Microbiology, Stamford University Bangladesh, 51 Siddeswari Road, Dhaka 1217, Bangladesh;
| | - Md. Zia Uddin
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong 4381, Bangladesh; (M.Z.U.); (M.D.)
- Department of Pharmacy, Jahangirnagar University, Savar, Dhaka 1342, Bangladesh
| | - Mycal Dutta
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong 4381, Bangladesh; (M.Z.U.); (M.D.)
- Department of Pharmacy, Jahangirnagar University, Savar, Dhaka 1342, Bangladesh
| | - Trina Ekawati Tallei
- Department of Biology, Faculty of Mathematics and Natural Sciences, Sam Ratulangi University, Manado 95115, Indonesia;
| | - Talha Bin Emran
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong 4381, Bangladesh; (M.Z.U.); (M.D.)
| | - Jesus Simal-Gandara
- Nutrition and Bromatology Group, Department of Analytical and Food Chemistry, Faculty of Food Science and Technology, University of Vigo–Ourense Campus, E32004 Ourense, Spain
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60
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Zika viral proteome analysis reveals an epitope cluster within NS3 helicase as a potential vaccine candidate: An in silico study. INFORMATICS IN MEDICINE UNLOCKED 2020. [DOI: 10.1016/j.imu.2020.100434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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