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Tovar-Nieto AM, Flores-Padilla LE, Rivas-Santiago B, Trujillo-Paez JV, Lara-Ramirez EE, Jacobo-Delgado YM, López-Ramos JE, Rodríguez-Carlos A. The Repurposing of FDA-Approved Drugs as FtsZ Inhibitors against Mycobacterium tuberculosis: An In Silico and In Vitro Study. Microorganisms 2024; 12:1505. [PMID: 39203348 PMCID: PMC11356655 DOI: 10.3390/microorganisms12081505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2024] [Revised: 07/17/2024] [Accepted: 07/18/2024] [Indexed: 09/03/2024] Open
Abstract
Mycobacterium tuberculosis (Mtb), the causative pathogen of tuberculosis, remains one of the leading causes of death from a single infectious agent. Furthermore, the growing evolution to multi-drug-resistant (MDR) strains requires de novo identification of drug targets for evaluating candidates or repurposing drugs. Hence, targeting FtsZ, an essential cell division protein, is a promising target. METHODS Using an in silico pharmacological repositioning strategy, four FDA-based drugs that bind to the catalytic site FtsZ were selected. The Alamar Blue colorimetric assay was used to assess antimicrobial activity and the effect of drugs on Mtb growth through growth curves. Bacterial load was determined with an in vitro infection model using colony-forming units (CFU)/mL, and cytotoxicity on human monocyte-derived macrophages (MDMhs) was assessed by flow cytometry. RESULTS Paroxetine and nebivolol exhibited antimycobacterial activity against both reference TB and MDR strains at a concentration of 25 µg/mL. Furthermore, both paroxetine and nebivolol demonstrated a significant reduction (p < 0.05) in viable bacteria compared to the untreated group in the in vitro infection model. CONCLUSIONS Collectively, our findings demonstrate that the use of paroxetine and nebivolol is a promising strategy to help in the control of tuberculosis infection.
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Affiliation(s)
- Andrea Michel Tovar-Nieto
- Medical Research Unit—Zacatecas, Mexican Institute for Social Security—IMSS, Interior of Alameda 45, Colonia Centro, Zacatecas 98000, Mexico; (A.M.T.-N.); (B.R.-S.); (Y.M.J.-D.)
| | - Luis Enrique Flores-Padilla
- Centro de Estudios Científicos y Tecnológicos 18 Zacatecas, Instituto Politécnico Nacional, Zacatecas 98160, Mexico; (L.E.F.-P.); (J.V.T.-P.)
| | - Bruno Rivas-Santiago
- Medical Research Unit—Zacatecas, Mexican Institute for Social Security—IMSS, Interior of Alameda 45, Colonia Centro, Zacatecas 98000, Mexico; (A.M.T.-N.); (B.R.-S.); (Y.M.J.-D.)
| | - Juan Valentin Trujillo-Paez
- Centro de Estudios Científicos y Tecnológicos 18 Zacatecas, Instituto Politécnico Nacional, Zacatecas 98160, Mexico; (L.E.F.-P.); (J.V.T.-P.)
| | - Edgar Eduardo Lara-Ramirez
- Pharmaceutical Biotechnology Laboratory, Genomic Biotechnology Center, Polytechnic Institute National, Reynosa 88710, Mexico;
| | - Yolanda M. Jacobo-Delgado
- Medical Research Unit—Zacatecas, Mexican Institute for Social Security—IMSS, Interior of Alameda 45, Colonia Centro, Zacatecas 98000, Mexico; (A.M.T.-N.); (B.R.-S.); (Y.M.J.-D.)
| | - Juan Ernesto López-Ramos
- Centro de Estudios Científicos y Tecnológicos 18 Zacatecas, Instituto Politécnico Nacional, Zacatecas 98160, Mexico; (L.E.F.-P.); (J.V.T.-P.)
| | - Adrián Rodríguez-Carlos
- Medical Research Unit—Zacatecas, Mexican Institute for Social Security—IMSS, Interior of Alameda 45, Colonia Centro, Zacatecas 98000, Mexico; (A.M.T.-N.); (B.R.-S.); (Y.M.J.-D.)
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Kifayat S, Yele V, Ashames A, Sigalapalli DK, Bhandare RR, Shaik AB, Nasipireddy V, Sanapalli BKR. Filamentous temperature sensitive mutant Z: a putative target to combat antibacterial resistance. RSC Adv 2023; 13:11368-11384. [PMID: 37057268 PMCID: PMC10089256 DOI: 10.1039/d3ra00013c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Accepted: 03/28/2023] [Indexed: 04/15/2023] Open
Abstract
In the pre-antibiotic era, common bacterial infections accounted for high mortality and morbidity. Moreover, the discovery of penicillin in 1928 marked the beginning of an antibiotic revolution, and this antibiotic era witnessed the discovery of many novel antibiotics, a golden era. However, the misuse or overuse of these antibiotics, natural resistance that existed even before the antibiotics were discovered, genetic variations in bacteria, natural selection, and acquisition of resistance from one species to another consistently increased the resistance to the existing antibacterial targets. Antibacterial resistance (ABR) is now becoming an ever-increasing concern jeopardizing global health. Henceforth, there is an urgent unmet need to discover novel compounds to combat ABR, which act through untapped pathways/mechanisms. Filamentous Temperature Sensitive mutant Z (FtsZ) is one such unique target, a tubulin homolog involved in developing a cytoskeletal framework for the cytokinetic ring. Additionally, its pivotal role in bacterial cell division and the lack of homologous structural protein in mammals makes it a potential antibacterial target for developing novel molecules. Approximately 2176 X-crystal structures of FtsZ were available, which initiated the research efforts to develop novel antibacterial agents. The literature has reported several natural, semisynthetic, peptides, and synthetic molecules as FtsZ inhibitors. This review provides valuable insights into the basic crystal structure of FtsZ, its inhibitors, and their inhibitory activities. This review also describes the available in vitro detection and quantification methods of FtsZ-drug complexes and the various approaches for determining drugs targeting FtsZ polymerization.
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Affiliation(s)
- Sumaiya Kifayat
- Department of Pharmacology, NIMS Institute of Pharmacy, NIMS University Rajasthan Jaipur 303121 India +91-9291661992
| | - Vidyasrilekha Yele
- Department of Pharmaceutical Chemistry, NIMS Institute of Pharmacy, NIMS University Rajasthan Jaipur 303121 India
| | - Akram Ashames
- College of Pharmacy & Health Sciences, Ajman University PO Box 340 Ajman United Arab Emirates
- Center of Medical and Bio-allied Health Sciences Research, Ajman University PO Box 340 Ajman United Arab Emirates +97167056240
| | - Dilep Kumar Sigalapalli
- Department of Pharmaceutical Chemistry, Vignan Pharmacy College, Jawaharlal Nehru Technological University Vadlamudi 522213 Andhra Pradesh India
| | - Richie R Bhandare
- College of Pharmacy & Health Sciences, Ajman University PO Box 340 Ajman United Arab Emirates
- Center of Medical and Bio-allied Health Sciences Research, Ajman University PO Box 340 Ajman United Arab Emirates +97167056240
| | - Afzal B Shaik
- St. Mary's College of Pharmacy, St. Mary's Group of Institutions Guntur, Affiliated to Jawaharlal Nehru Technological University Kakinada Chebrolu Guntur 522212 Andhra Pradesh India
| | | | - Bharat Kumar Reddy Sanapalli
- Department of Pharmacology, NIMS Institute of Pharmacy, NIMS University Rajasthan Jaipur 303121 India +91-9291661992
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Wagstaff JM, Planelles-Herrero VJ, Sharov G, Alnami A, Kozielski F, Derivery E, Löwe J. Diverse cytomotive actins and tubulins share a polymerization switch mechanism conferring robust dynamics. SCIENCE ADVANCES 2023; 9:eadf3021. [PMID: 36989372 PMCID: PMC10058229 DOI: 10.1126/sciadv.adf3021] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Accepted: 03/01/2023] [Indexed: 06/19/2023]
Abstract
Protein filaments are used in myriads of ways to organize other molecules within cells. Some filament-forming proteins couple the hydrolysis of nucleotides to their polymerization cycle, thus powering the movement of other molecules. These filaments are termed cytomotive. Only members of the actin and tubulin protein superfamilies are known to form cytomotive filaments. We examined the basis of cytomotivity via structural studies of the polymerization cycles of actin and tubulin homologs from across the tree of life. We analyzed published data and performed structural experiments designed to disentangle functional components of these complex filament systems. Our analysis demonstrates the existence of shared subunit polymerization switches among both cytomotive actins and tubulins, i.e., the conformation of subunits switches upon assembly into filaments. These cytomotive switches can explain filament robustness, by enabling the coupling of kinetic and structural polarities required for cytomotive behaviors and by ensuring that single cytomotive filaments do not fall apart.
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Affiliation(s)
- James Mark Wagstaff
- MRC Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | | | - Grigory Sharov
- MRC Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - Aisha Alnami
- Department of Pharmaceutical and Biological Chemistry, School of Pharmacy, University College London, 29-39 Brunswick Square, London WC1N 1AX, UK
| | - Frank Kozielski
- Department of Pharmaceutical and Biological Chemistry, School of Pharmacy, University College London, 29-39 Brunswick Square, London WC1N 1AX, UK
| | - Emmanuel Derivery
- MRC Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - Jan Löwe
- MRC Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
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Andreu JM, Huecas S, Araújo-Bazán L, Vázquez-Villa H, Martín-Fontecha M. The Search for Antibacterial Inhibitors Targeting Cell Division Protein FtsZ at Its Nucleotide and Allosteric Binding Sites. Biomedicines 2022; 10:1825. [PMID: 36009372 PMCID: PMC9405007 DOI: 10.3390/biomedicines10081825] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 07/18/2022] [Accepted: 07/25/2022] [Indexed: 11/18/2022] Open
Abstract
The global spread of bacterial antimicrobial resistance is associated to millions of deaths from bacterial infections per year, many of which were previously treatable. This, combined with slow antibiotic deployment, has created an urgent need for developing new antibiotics. A still clinically unexploited mode of action consists in suppressing bacterial cell division. FtsZ, an assembling GTPase, is the key protein organizing division in most bacteria and an attractive target for antibiotic discovery. Nevertheless, developing effective antibacterial inhibitors targeting FtsZ has proven challenging. Here we review our decade-long multidisciplinary research on small molecule inhibitors of bacterial division, in the context of global efforts to discover FtsZ-targeting antibiotics. We focus on methods to characterize synthetic inhibitors that either replace bound GTP from the FtsZ nucleotide binding pocket conserved across diverse bacteria or selectively bind into the allosteric site at the interdomain cleft of FtsZ from Bacillus subtilis and the pathogen Staphylococcus aureus. These approaches include phenotype screening combined with fluorescence polarization screens for ligands binding into each site, followed by detailed cytological profiling, and biochemical and structural studies. The results are analyzed to design an optimized workflow to identify effective FtsZ inhibitors, and new approaches for the discovery of FtsZ-targeting antibiotics are discussed.
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Affiliation(s)
- José M. Andreu
- Centro de Investigaciones Biológicas Margarita Salas, Consejo Superior de Investigaciones Científicas, Ramiro de Maeztu 9, 28040 Madrid, Spain; (S.H.); (L.A.-B.)
| | - Sonia Huecas
- Centro de Investigaciones Biológicas Margarita Salas, Consejo Superior de Investigaciones Científicas, Ramiro de Maeztu 9, 28040 Madrid, Spain; (S.H.); (L.A.-B.)
| | - Lidia Araújo-Bazán
- Centro de Investigaciones Biológicas Margarita Salas, Consejo Superior de Investigaciones Científicas, Ramiro de Maeztu 9, 28040 Madrid, Spain; (S.H.); (L.A.-B.)
| | - Henar Vázquez-Villa
- Departamento de Química Orgánica, Facultad de Ciencias Químicas, Universidad Complutense de Madrid, Avda. Complutense s/n, 28040 Madrid, Spain;
| | - Mar Martín-Fontecha
- Departamento de Química Orgánica, Facultad de Óptica y Optometría, Universidad Complutense de Madrid, Avda. Complutense s/n, 28040 Madrid, Spain
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Investigating the Antituberculosis Activity of Selected Commercial Essential Oils and Identification of Active Constituents Using a Biochemometrics Approach and In Silico Modeling. Antibiotics (Basel) 2022; 11:antibiotics11070948. [PMID: 35884202 PMCID: PMC9311982 DOI: 10.3390/antibiotics11070948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 07/08/2022] [Accepted: 07/10/2022] [Indexed: 02/04/2023] Open
Abstract
Tuberculosis (TB) is a disease caused by Mycobacterium tuberculosis which has become prevalent due to the emergence of resistant M. tuberculosis strains. The use of essential oils (EOs) as potential anti-infective agents to treat microbial infections, including TB, offers promise due to their long historical use and low adverse effects. The current study aimed to investigate the in vitro anti-TB activity of 85 commercial EOs, and identify compounds responsible for the activity, using a biochemometrics approach. A microdilution assay was used to determine the antimycobacterial activity of the EOs towards some non-pathogenic Mycobacterium strains. In parallel, an Alamar blue assay was used to investigate antimycobacterial activity towards the pathogenic M. tuberculosis strain. Chemical profiling of the EOs was performed using gas chromatography-mass spectrometry (GC-MS) analysis. Biochemometrics filtered out putative biomarkers using orthogonal projections to latent structures discriminant analysis (OPLS-DA). In silico modeling was performed to identify potential therapeutic targets of the active biomarkers. Broad-spectrum antimycobacterial activity was observed for Cinnamomum zeylanicum (bark) (MICs = 1.00, 0.50, 0.25 and 0.008 mg/mL) and Levisticum officinale (MICs = 0.50, 0.5, 0.5 and 0.004 mg/mL) towards M. smegmatis, M. fortuitum, M. gordonae and M. tuberculosis, respectively. Biochemometrics predicted cinnamaldehyde, thymol and eugenol as putative biomarkers. Molecular docking demonstrated that cinnamaldehyde could serve as a scaffold for developing a novel class of antimicrobial compounds by targeting FtsZ and PknB from M. tuberculosis.
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Gurnani M, Chauhan A, Ranjan A, Tuli HS, Alkhanani MF, Haque S, Dhama K, Lal R, Jindal T. Filamentous Thermosensitive Mutant Z: An Appealing Target for Emerging Pathogens and a Trek on Its Natural Inhibitors. BIOLOGY 2022; 11:624. [PMID: 35625352 PMCID: PMC9138142 DOI: 10.3390/biology11050624] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 03/18/2022] [Accepted: 04/01/2022] [Indexed: 12/14/2022]
Abstract
Antibiotic resistance is a major emerging issue in the health care sector, as highlighted by the WHO. Filamentous Thermosensitive mutant Z (Fts-Z) is gaining significant attention in the scientific community as a potential anti-bacterial target for fighting antibiotic resistance among several pathogenic bacteria. The Fts-Z plays a key role in bacterial cell division by allowing Z ring formation. Several in vitro and in silico experiments have demonstrated that inhibition of Fts-Z can lead to filamentous growth of the cells, and finally, cell death occurs. Many natural compounds that have successfully inhibited Fts-Z are also studied. This review article intended to highlight the structural-functional aspect of Fts-Z that leads to Z-ring formation and its contribution to the biochemistry and physiology of cells. The current trend of natural inhibitors of Fts-Z protein is also covered.
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Affiliation(s)
- Manisha Gurnani
- Amity Institute of Environmental Science, Amity University, Noida 201301, India;
| | - Abhishek Chauhan
- Amity Institute of Environmental Toxicology, Safety and Management, Amity University, Noida 201303, India;
| | - Anuj Ranjan
- Academy of Biology and Biotechnology, Southern Federal University, 344006 Rostov-on-Don, Russia
| | - Hardeep Singh Tuli
- Department of Biotechnology, Maharishi Markandeshwar (Deemed to be University), Ambala 133207, India;
| | - Mustfa F. Alkhanani
- Emergency Service Department, College of Applied Sciences, AlMaarefa University, Riyadh 11597, Saudi Arabia;
| | - Shafiul Haque
- Research and Scientific Studies Unit, College of Nursing and Allied Health Sciences, Jazan University, Jazan 45142, Saudi Arabia;
- Faculty of Medicine, Görükle Campus, Bursa Uludağ University, Nilüfer, Bursa 16059, Turkey
| | - Kuldeep Dhama
- Division of Pathology, ICAR—Indian Veterinary Research Institute, Bareilly 243122, India;
| | - Rup Lal
- Department of Zoology, University of Delhi, Delhi 110021, India;
| | - Tanu Jindal
- Amity Institute of Environmental Toxicology, Safety and Management, Amity University, Noida 201303, India;
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Naher K, Moniruzzaman M, Islam S, Hasan A, Paul GK, Jabin T, Biswas S, Zaman S, Saleh MA, Uddin MS. Evaluation of biological activity and in silico molecular docking studies of Acanthus ilicifolius leaf extract against four multidrug-resistant bacteria. INFORMATICS IN MEDICINE UNLOCKED 2022. [DOI: 10.1016/j.imu.2022.101092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022] Open
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Privalsky TM, Soohoo AM, Wang J, Walsh CT, Wright GD, Gordon EM, Gray NS, Khosla C. Prospects for Antibacterial Discovery and Development. J Am Chem Soc 2021; 143:21127-21142. [PMID: 34860516 PMCID: PMC8855840 DOI: 10.1021/jacs.1c10200] [Citation(s) in RCA: 44] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
The rising prevalence of multidrug-resistant bacteria is an urgent health crisis that can only be countered through renewed investment in the discovery and development of antibiotics. There is no panacea for the antibacterial resistance crisis; instead, a multifaceted approach is called for. In this Perspective we make the case that, in the face of evolving clinical needs and enabling technologies, numerous validated antibacterial targets and associated lead molecules deserve a second look. At the same time, many worthy targets lack good leads despite harboring druggable active sites. Creative and inspired techniques buoy discovery efforts; while soil screening efforts frequently lead to antibiotic rediscovery, researchers have found success searching for new antibiotic leads by studying underexplored ecological niches or by leveraging the abundance of available data from genome mining efforts. The judicious use of "polypharmacology" (i.e., the ability of a drug to alter the activities of multiple targets) can also provide new opportunities, as can the continued search for inhibitors of resistance enzymes with the capacity to breathe new life into old antibiotics. We conclude by highlighting available pharmacoeconomic models for antibacterial discovery and development while making the case for new ones.
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Affiliation(s)
- Thomas M. Privalsky
- Department of Chemistry, Stanford University, Stanford, CA 94305, United States
| | - Alexander M. Soohoo
- Department of Chemical Engineering, Stanford University, Stanford, CA 94305, United States
| | - Jinhua Wang
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02215, United States
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115 United States
| | - Christopher T. Walsh
- Department of Chemistry, Stanford University, Stanford, CA 94305, United States
- Stanford ChEM-H, Stanford University, Stanford, CA 94305, United States
| | - Gerard D. Wright
- M.G. DeGroote Institute for Infectious Disease Research, Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON L8N 3Z5, Canada
| | - Eric M. Gordon
- Stanford ChEM-H, Stanford University, Stanford, CA 94305, United States
- Department of Medicine, Stanford University, Stanford, CA 94305, United States
| | - Nathanael S. Gray
- Stanford ChEM-H, Stanford University, Stanford, CA 94305, United States
- Department of Chemical and Systems Biology, Stanford University, Stanford, CA 94305, United States
| | - Chaitan Khosla
- Department of Chemistry, Stanford University, Stanford, CA 94305, United States
- Department of Chemical Engineering, Stanford University, Stanford, CA 94305, United States
- Stanford ChEM-H, Stanford University, Stanford, CA 94305, United States
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Sheik Amamuddy O, Glenister M, Tshabalala T, Tastan Bishop Ö. MDM-TASK-web: MD-TASK and MODE-TASK web server for analyzing protein dynamics. Comput Struct Biotechnol J 2021; 19:5059-5071. [PMID: 34589183 PMCID: PMC8455658 DOI: 10.1016/j.csbj.2021.08.043] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 08/28/2021] [Accepted: 08/28/2021] [Indexed: 11/18/2022] Open
Abstract
The web server, MDM-TASK-web, combines the MD-TASK and MODE-TASK software suites, which are aimed at the coarse-grained analysis of static and all-atom MD-simulated proteins, using a variety of non-conventional approaches, such as dynamic residue network analysis, perturbation-response scanning, dynamic cross-correlation, essential dynamics and normal mode analysis. Altogether, these tools allow for the exploration of protein dynamics at various levels of detail, spanning single residue perturbations and weighted contact network representations, to global residue centrality measurements and the investigation of global protein motion. Typically, following molecular dynamic simulations designed to investigate intrinsic and extrinsic protein perturbations (for instance induced by allosteric and orthosteric ligands, protein binding, temperature, pH and mutations), this selection of tools can be used to further describe protein dynamics. This may lead to the discovery of key residues involved in biological processes, such as drug resistance. The server simplifies the set-up required for running these tools and visualizing their results. Several scripts from the tool suites were updated and new ones were also added and integrated with 2D/3D visualization via the web interface. An embedded work-flow, integrated documentation and visualization tools shorten the number of steps to follow, starting from calculations to result visualization. The Django-powered web server (available at https://mdmtaskweb.rubi.ru.ac.za/) is compatible with all major web browsers. All scripts implemented in the web platform are freely available at https://github.com/RUBi-ZA/MD-TASK/tree/mdm-task-web and https://github.com/RUBi-ZA/MODE-TASK/tree/mdm-task-web.
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Affiliation(s)
- Olivier Sheik Amamuddy
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Makhanda 6140, South Africa
| | - Michael Glenister
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Makhanda 6140, South Africa
| | - Thulani Tshabalala
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Makhanda 6140, South Africa
| | - Özlem Tastan Bishop
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Makhanda 6140, South Africa
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