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Venanzi NE, Basciu A, Vargiu AV, Kiparissides A, Dalby PA, Dikicioglu D. Machine Learning Integrating Protein Structure, Sequence, and Dynamics to Predict the Enzyme Activity of Bovine Enterokinase Variants. J Chem Inf Model 2024; 64:2681-2694. [PMID: 38386417 PMCID: PMC11005043 DOI: 10.1021/acs.jcim.3c00999] [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: 07/03/2023] [Revised: 02/12/2024] [Accepted: 02/13/2024] [Indexed: 02/24/2024]
Abstract
Despite recent advances in computational protein science, the dynamic behavior of proteins, which directly governs their biological activity, cannot be gleaned from sequence information alone. To overcome this challenge, we propose a framework that integrates the peptide sequence, protein structure, and protein dynamics descriptors into machine learning algorithms to enhance their predictive capabilities and achieve improved prediction of the protein variant function. The resulting machine learning pipeline integrates traditional sequence and structure information with molecular dynamics simulation data to predict the effects of multiple point mutations on the fold improvement of the activity of bovine enterokinase variants. This study highlights how the combination of structural and dynamic data can provide predictive insights into protein functionality and address protein engineering challenges in industrial contexts.
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Affiliation(s)
| | - Andrea Basciu
- Department
of Physics, University of Cagliari, Cittadella
Universitaria, I-09042 Monserrato, Cagliari, Italy
| | - Attilio Vittorio Vargiu
- Department
of Physics, University of Cagliari, Cittadella
Universitaria, I-09042 Monserrato, Cagliari, Italy
| | - Alexandros Kiparissides
- Department
of Biochemical Engineering, University College
London, Gower Street, WC1E 6BT London, U.K.
- Department
of Chemical Engineering, Aristotle University
of Thessaloniki, 54 124 Thessaloniki, Greece
| | - Paul A. Dalby
- Department
of Biochemical Engineering, University College
London, Gower Street, WC1E 6BT London, U.K.
| | - Duygu Dikicioglu
- Department
of Biochemical Engineering, University College
London, Gower Street, WC1E 6BT London, U.K.
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2
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Trampari E, Prischi F, Vargiu AV, Abi-Assaf J, Bavro VN, Webber MA. Functionally distinct mutations within AcrB underpin antibiotic resistance in different lifestyles. NPJ ANTIMICROBIALS AND RESISTANCE 2023; 1:2. [PMID: 38686215 PMCID: PMC11057200 DOI: 10.1038/s44259-023-00001-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 02/27/2023] [Indexed: 05/02/2024]
Abstract
Antibiotic resistance is a pressing healthcare challenge and is mediated by various mechanisms, including the active export of drugs via multidrug efflux systems, which prevent drug accumulation within the cell. Here, we studied how Salmonella evolved resistance to two key antibiotics, cefotaxime and azithromycin, when grown planktonically or as a biofilm. Resistance to both drugs emerged in both conditions and was associated with different substitutions within the efflux-associated transporter, AcrB. Azithromycin exposure selected for an R717L substitution, while cefotaxime for Q176K. Additional mutations in ramR or envZ accumulated concurrently with the R717L or Q176K substitutions respectively, resulting in clinical resistance to the selective antibiotics and cross-resistance to other drugs. Structural, genetic, and phenotypic analysis showed the two AcrB substitutions confer their benefits in profoundly different ways. R717L reduces steric barriers associated with transit through the substrate channel 2 of AcrB. Q176K increases binding energy for cefotaxime, improving recognition in the distal binding pocket, resulting in increased efflux efficiency. Finally, we show the R717 substitution is present in isolates recovered around the world.
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Affiliation(s)
- Eleftheria Trampari
- Quadram Institute Bioscience, Norwich Research Park, Norwich, Norfolk NR4 7UQ UK
| | - Filippo Prischi
- School of Life Sciences, University of Essex, Wivenhoe Park, Colchester, CO4 3SQ UK
| | - Attilio V. Vargiu
- Department of Physics, University of Cagliari, S. P. 8, km. 0.700, 09042 Monserrato, Italy
| | - Justin Abi-Assaf
- Quadram Institute Bioscience, Norwich Research Park, Norwich, Norfolk NR4 7UQ UK
| | - Vassiliy N. Bavro
- School of Life Sciences, University of Essex, Wivenhoe Park, Colchester, CO4 3SQ UK
| | - Mark A. Webber
- Quadram Institute Bioscience, Norwich Research Park, Norwich, Norfolk NR4 7UQ UK
- Medical School, University of East Anglia, Norwich Research Park, Norwich, Norfolk NR4 7UA UK
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3
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Template Entrance Channel as Possible Allosteric Inhibition and Resistance Site for Quinolines Tricyclic Derivatives in RNA Dependent RNA Polymerase of Bovine Viral Diarrhea Virus. Pharmaceuticals (Basel) 2023; 16:ph16030376. [PMID: 36986476 PMCID: PMC10058290 DOI: 10.3390/ph16030376] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 02/16/2023] [Accepted: 02/25/2023] [Indexed: 03/06/2023] Open
Abstract
The development of potent non-nucleoside inhibitors (NNIs) could be an alternate strategy to combating infectious bovine viral diarrhea virus (BVDV), other than the traditional vaccination. RNA-dependent RNA polymerase (RdRp) is an essential enzyme for viral replication; therefore, it is one of the primary targets for countermeasures against infectious diseases. The reported NNIs, belonging to the classes of quinolines (2h: imidazo[4,5-g]quinolines and 5m: pyrido[2,3-g] quinoxalines), displayed activity in cell-based and enzyme-based assays. Nevertheless, the RdRp binding site and microscopic mechanistic action are still elusive, and can be explored at a molecular level. Here, we employed a varied computational arsenal, including conventional and accelerated methods, to identify quinoline compounds’ most likely binding sites. Our study revealed A392 and I261 as the mutations that can render RdRp resistant against quinoline compounds. In particular, for ligand 2h, mutation of A392E is the most probable mutation. The loop L1 and linker of the fingertip is recognized as a pivotal structural determinant for the stability and escape of quinoline compounds. Overall, this work demonstrates that the quinoline inhibitors bind at the template entrance channel, which is governed by conformational dynamics of interactions with loops and linker residues, and reveals structural and mechanistic insights into inhibition phenomena, for the discovery of improved antivirals.
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4
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Panwar S, Kumari A, Kumar H, Tiwari AK, Tripathi P, Asthana S. Structure-based virtual screening, molecular dynamics simulation and in vitro evaluation to identify inhibitors against NAMPT. J Biomol Struct Dyn 2022; 40:10332-10344. [PMID: 34229568 DOI: 10.1080/07391102.2021.1943526] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Nicotinamide phosphoribosyltransferase (NAMPT) is a bottleneck enzyme that plays a key role in recycling nicotinamide to maintain the adequate NAD + level inside the cell. It involves maintaining the cellular bioenergetics and providing a necessary substrate for functions essential to rapidly proliferating the cancer cells. Therefore, inhibition of NAMPT appears as a therapeutic potential for cancer treatment. Here, the vast virtual screening followed by focused docking and in-vitro analysis was carried out to identify the promising hits of NAMPT. We have identified two potential hits from the filtered molecules, which are chemically diverse and have shown comparable quantitative values with reported co-crystal '1QS' as their binding pattern matched nicely. These two compounds are further explored through molecular dynamics simulations (MD) combined with pharmacokinetics profiling and thermodynamic analysis demonstrating their suitability as novel NAMPT inhibitors that can be used as starting points for a hit-to-lead campaign.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Shruti Panwar
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Anita Kumari
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Hitesh Kumar
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India.,Delhi Pharmaceutical Sciences and Research University (DPSRU), New Delhi, India
| | - Anoop Kumar Tiwari
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India.,Delhi Pharmaceutical Sciences and Research University (DPSRU), New Delhi, India
| | - Prabhanshu Tripathi
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India.,CSIR-Indian Institute of Toxicology Research, Lucknow, India
| | - Shailendra Asthana
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
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5
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He D, Li X, Wang S, Wang C, Liu X, Zhang Y, Cui Y, Yu S. Mechanism of drug resistance of BVDV induced by F224S mutation in RdRp: A case study of VP32947. Comput Biol Chem 2022; 99:107715. [PMID: 35751995 DOI: 10.1016/j.compbiolchem.2022.107715] [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: 12/21/2021] [Revised: 06/04/2022] [Accepted: 06/16/2022] [Indexed: 11/19/2022]
Abstract
Bovine viral diarrhea virus (BVDV) is an enveloped virus with an RNA genome, causing serious economic losses to the areas dominated by livestock industry. Currently, although several compounds with biological activities of inhibiting virus replication have been reported, amino acid mutations (especially F224S mutation) frequently occurring in the RNA-dependent RNA polymerase (RdRp) have greatly reduce their value of further research. In this study, we introduced an effective and rapid in silico strategy to explore the differences in the binding modes of VP32947 between the wild/mutant-type RdRp at the molecular level, and further explained the main reasons for the variations in the inhibitory activities of VP32947 against the two types of enzymes. Firstly, the binding site of VP32947 in the finger domain was determined based on the previously reported experimental data, and the initial conformation of VP32947 in the wild RdRp was constructed using molecular docking. Then, the mutant research system was obtained directly by artificial mutation strategy. Afterwards, the built research systems were subjected to microsecond-timescale molecular dynamic simulation, and the conformational and energic profile analyses were performed according to the simulation trajectories. It was found that after 1 μs simulation, VP32947 in the mutant system was transferred to the left side of Loop α, and its interactions with the residues in the loop region were weakened. However, VP32947 in the wild system remained at the right side of Loop α, and could have a good fit with the sub-pocket formed by F224, I261, P262, N264, S532, which was conducive to maintaining its stable binding conformation in the wild RdRp. The illustration of the difference in the binding mechanisms of VP32947 in the wild/mutant RdRp would provide a theoretical basis for the rational design of innovative inhibitors based on the enzyme.
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Affiliation(s)
- Dian He
- Gansu Province Livestock Embryo Engineering Research Center, College of Veterinary Medicine, Gansu Agricultural University, Lanzhou 730070, PR China.
| | - Xuedong Li
- College of Pharmacy, Hebei Medical University, Shijiazhuang 050017, PR China
| | - Songsong Wang
- College of Pharmacy, Hebei Medical University, Shijiazhuang 050017, PR China
| | - Chengzhao Wang
- College of Pharmacy, Hebei Medical University, Shijiazhuang 050017, PR China
| | - Xingang Liu
- College of Pharmacy, Hebei Medical University, Shijiazhuang 050017, PR China
| | - Yang Zhang
- College of Pharmacy, Hebei Medical University, Shijiazhuang 050017, PR China.
| | - Yan Cui
- Gansu Province Livestock Embryo Engineering Research Center, College of Veterinary Medicine, Gansu Agricultural University, Lanzhou 730070, PR China
| | - Sijiu Yu
- Gansu Province Livestock Embryo Engineering Research Center, College of Veterinary Medicine, Gansu Agricultural University, Lanzhou 730070, PR China.
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6
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Ibba R, Riu F, Delogu I, Lupinu I, Carboni G, Loddo R, Piras S, Carta A. Benzimidazole-2-Phenyl-Carboxamides as Dual-Target Inhibitors of BVDV Entry and Replication. Viruses 2022; 14:v14061300. [PMID: 35746771 PMCID: PMC9231222 DOI: 10.3390/v14061300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 05/28/2022] [Accepted: 06/08/2022] [Indexed: 11/26/2022] Open
Abstract
Bovine viral diarrhea virus (BVDV), also known as Pestivirus A, causes severe infection mostly in cattle, but also in pigs, sheep and goats, causing huge economical losses on agricultural farms every year. The infections are actually controlled by isolation of persistently infected animals and vaccination, but no antivirals are currently available to control the spread of BVDV on farms. BVDV binds the host cell using envelope protein E2, which has only recently been targeted in the research of a potent and efficient antiviral. In contrast, RdRp has been successfully inhibited by several classes of compounds in the last few decades. As a part of an enduring antiviral research agenda, we designed a new series of derivatives that emerged from an isosteric substitution of the main scaffold in previously reported anti-BVDV compounds. Here, the new compounds were characterized and tested, where several turned out to be potent and selectively active against BVDV. The mechanism of action was thoroughly studied using a time-of-drug-addition assay and the results were validated using docking simulations.
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Affiliation(s)
- Roberta Ibba
- Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy; (R.I.); (F.R.); (I.L.); (A.C.)
| | - Federico Riu
- Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy; (R.I.); (F.R.); (I.L.); (A.C.)
| | - Ilenia Delogu
- Department of Biomedical Sciences, Cittadella Universitaria Monserrato, University of Cagliari, 09042 Monserrato, Italy;
| | - Ilenia Lupinu
- Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy; (R.I.); (F.R.); (I.L.); (A.C.)
| | - Gavino Carboni
- Department of Biomedical Sciences, University of Sassari, 07100 Sassari, Italy;
| | - Roberta Loddo
- Department of Biomedical Sciences, Cittadella Universitaria Monserrato, University of Cagliari, 09042 Monserrato, Italy;
- Correspondence: (R.L.); (S.P.)
| | - Sandra Piras
- Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy; (R.I.); (F.R.); (I.L.); (A.C.)
- Correspondence: (R.L.); (S.P.)
| | - Antonio Carta
- Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy; (R.I.); (F.R.); (I.L.); (A.C.)
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7
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Basciu A, Callea L, Motta S, Bonvin AM, Bonati L, Vargiu AV. No dance, no partner! A tale of receptor flexibility in docking and virtual screening. VIRTUAL SCREENING AND DRUG DOCKING 2022. [DOI: 10.1016/bs.armc.2022.08.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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8
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Mittal L, Tonk RK, Awasthi A, Asthana S. Targeting cryptic-orthosteric site of PD-L1 for inhibitor identification using structure-guided approach. Arch Biochem Biophys 2021; 713:109059. [PMID: 34673001 DOI: 10.1016/j.abb.2021.109059] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2021] [Revised: 09/30/2021] [Accepted: 10/10/2021] [Indexed: 12/23/2022]
Abstract
Approved mAbs that block the protein-protein interaction (PPI) interface of the PD-1/PD-L1 immune checkpoint axis have led to significant improvements in cancer treatment. Despite having drawbacks of mAbs only few a compounds are reported till date against this axis. Inhibiting PPIs using small molecules has emerged as a significant therapeutic opportunity, demanding for the identification of drug-like molecules at an accelerated pace under the hit-to-lead campaigns. Due to the PD-L1's cross-talk with PD-1/CD80 and its overexpression on cancer cells, as well as the availability of its crystal structures with small molecules, it is an enticing therapeutic target for structure-assisted small molecule design. Furthermore, the selection of chemical databases enriched with focused designing for PPI interfaces is crucial. Therefore, in this study we have utilized the Asinex signature library for structure-assisted virtual screening to find the potential PD-L1 inhibitors by targeting the cryptic PD-L1 interface, followed by induced fit docking for pose refinements in the pocket. The obtained hits were then subjected to interaction fingerprinting and ligand-based drug-likeness investigations in order to evaluate and analyze their drug-like qualities (ADME). Twelve compounds qualified for molecular dynamics simulations, followed by thermodynamic calculations for evaluation of their stability and energetics inside the pocket. Two novel compounds with different chemical moieties have been identified that are consistent throughout the simulation, mimicking the interactions and binding energies with BMS-1166. These compounds appear as potential therapeutic candidates to be explored experimentally, thereby paving the way for the development of novel leads as immunomodulators.
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Affiliation(s)
- Lovika Mittal
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India; Delhi Pharmaceutical Sciences and Research University (DPSRU), New Delhi, India
| | - Rajiv K Tonk
- Delhi Pharmaceutical Sciences and Research University (DPSRU), New Delhi, India
| | - Amit Awasthi
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Shailendra Asthana
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India.
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9
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Khurana H, Srivastava M, Chaudhary D, Gosain TP, Kumari R, Bean AC, Chugh S, Maiti TK, Stephens CE, Asthana S, Singh R. Identification of diphenyl furan derivatives via high throughput and computational studies as ArgA inhibitors of Mycobacterium tuberculosis. Int J Biol Macromol 2021; 193:1845-1858. [PMID: 34762917 DOI: 10.1016/j.ijbiomac.2021.11.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 10/20/2021] [Accepted: 11/03/2021] [Indexed: 12/13/2022]
Abstract
Microbial amino acid biosynthetic pathways are underexploited for the development of anti-bacterial agents. N-acetyl glutamate synthase (ArgA) catalyses the first committed step in L-arginine biosynthesis and is essential for M. tuberculosis growth. Here, we have purified and optimized assay conditions for the acetylation of l-glutamine by ArgA. Using the optimized conditions, high throughput screening was performed to identify ArgA inhibitors. We identified 2,5-Bis (2-chloro-4-guanidinophenyl) furan, a dicationic diaryl furan derivatives, as ArgA inhibitor, with a MIC99 values of 1.56 μM against M. tuberculosis. The diaryl furan derivative displayed bactericidal killing against both M. bovis BCG and M. tuberculosis. Inhibition of ArgA by the lead compound resulted in transcriptional reprogramming and accumulation of reactive oxygen species. The lead compound and its derivatives showed micromolar binding with ArgA as observed in surface plasmon resonance and tryptophan quenching experiments. Computational and dynamic analysis revealed that these scaffolds share similar binding site residues with L-arginine, however, with slight variations in their interaction pattern. Partial restoration of growth upon supplementation of liquid cultures with either L-arginine or N-acetyl cysteine suggests a multi-target killing mechanism for the lead compound. Taken together, we have identified small molecule inhibitors against ArgA enzyme from M. tuberculosis.
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Affiliation(s)
- Harleen Khurana
- Translational Health Science and Technology Institute, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India
| | - Mitul Srivastava
- Translational Health Science and Technology Institute, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India
| | - Deepika Chaudhary
- Translational Health Science and Technology Institute, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India; Manipal academy of higher education, Manipal, Karnataka 576104. India
| | - Tannu Priya Gosain
- Translational Health Science and Technology Institute, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India
| | - Raniki Kumari
- Regional Centre for Biotechnology, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India
| | - Andrew C Bean
- Department of Chemistry and Physics, Augusta University, 2500 Walton Way, Augusta, GA 30904, USA
| | - Saurabh Chugh
- Translational Health Science and Technology Institute, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India
| | - Tushar Kanti Maiti
- Regional Centre for Biotechnology, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India
| | - Chad E Stephens
- Department of Chemistry and Physics, Augusta University, 2500 Walton Way, Augusta, GA 30904, USA.
| | - Shailendra Asthana
- Translational Health Science and Technology Institute, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India.
| | - Ramandeep Singh
- Translational Health Science and Technology Institute, NCR Biotech Science Cluster, Faridabad, Haryana 121001, India.
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10
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Newcomer BW. 75 years of bovine viral diarrhea virus: Current status and future applications of the use of directed antivirals. Antiviral Res 2021; 196:105205. [PMID: 34742739 DOI: 10.1016/j.antiviral.2021.105205] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2021] [Revised: 10/30/2021] [Accepted: 11/02/2021] [Indexed: 01/03/2023]
Abstract
Bovine viral diarrhea virus (BVDV) was first reported 75 years ago and remains a source of major financial and production losses in the North American cattle industry. Currently, control methods in North America primarily center around biosecurity and vaccination programs; however, despite high levels of vaccination, the virus persists in the cattle herd due at least in part to the often-insidious nature of disease and the constant viremia and viral shedding of persistently infected animals which act as a reservoir for the virus. Continued development of targeted antivirals represents an additional tool for the prevention of BVDV-associated losses. Currently, in vivo studies of BVDV antivirals are relatively limited and have primarily been directed at the RNA-dependent RNA polymerase which represents the viral target with the highest potential for commercial development. Additional live animal studies have explored the potential of exogenous interferon treatment. Future research of commercial antivirals must focus on the establishment and validation of in vivo efficacy for compounds with demonstrated antiviral potential. The areas which provide the most viable economic justification for the research and development of antivirals drugs are the fed cattle sector, outbreak control, and wildlife or animals of high genetic value. With further development, targeted antivirals represent an additional tool for the management and control of BVDV in North American cattle herds.
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Affiliation(s)
- Benjamin W Newcomer
- Veterinary Education, Research, & Outreach Program, Texas A&M and West Texas A&M Universities, Canyon, TX, 79016, USA.
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11
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Srivastava M, Mittal L, Kumari A, Asthana S. Molecular Dynamics Simulations Reveal the Interaction Fingerprint of Remdesivir Triphosphate Pivotal in Allosteric Regulation of SARS-CoV-2 RdRp. Front Mol Biosci 2021; 8:639614. [PMID: 34490343 PMCID: PMC8417884 DOI: 10.3389/fmolb.2021.639614] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Accepted: 06/24/2021] [Indexed: 01/18/2023] Open
Abstract
The COVID-19 pandemic has now strengthened its hold on human health and coronavirus' lethal existence does not seem to be going away soon. In this regard, the optimization of reported information for understanding the mechanistic insights that facilitate the discovery towards new therapeutics is an unmet need. Remdesivir (RDV) is established to inhibit RNA-dependent RNA polymerase (RdRp) in distinct viral families including Ebola and SARS-CoV-2. Therefore, its derivatives have the potential to become a broad-spectrum antiviral agent effective against many other RNA viruses. In this study, we performed comparative analysis of RDV, RMP (RDV monophosphate), and RTP (RDV triphosphate) to undermine the inhibition mechanism caused by RTP as it is a metabolically active form of RDV. The MD results indicated that RTP rearranges itself from its initial RMP-pose at the catalytic site towards NTP entry site, however, RMP stays at the catalytic site. The thermodynamic profiling and free-energy analysis revealed that a stable pose of RTP at NTP entrance site seems critical to modulate the inhibition as its binding strength improved more than its initial RMP-pose obtained from docking at the catalytic site. We found that RTP not only occupies the residues K545, R553, and R555, essential to escorting NTP towards the catalytic site, but also interacts with other residues D618, P620, K621, R624, K798, and R836 that contribute significantly to its stability. From the interaction fingerprinting it is revealed that the RTP interact with basic and conserved residues that are detrimental for the RdRp activity, therefore it possibly perturbed the catalytic site and blocked the NTP entrance site considerably. Overall, we are highlighting the RTP binding pose and key residues that render the SARS-CoV-2 RdRp inactive, paving crucial insights towards the discovery of potent inhibitors.
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Affiliation(s)
| | | | | | - Shailendra Asthana
- Translational Health Science and Technology Institute (THSTI), Faridabad, India
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12
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Kumari A, Mittal L, Srivastava M, Asthana S. Binding mode characterization of 13b in the monomeric and dimeric states of SARS-CoV-2 main protease using molecular dynamics simulations. J Biomol Struct Dyn 2021; 40:9287-9305. [PMID: 34029506 DOI: 10.1080/07391102.2021.1927844] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The main protease, Mpro/3CLpro, plays an essential role in processing polyproteins translated from viral RNA to produce functional viral proteins and therefore serve as an attractive target for discovering COVID-19 therapeutics. The availability of both monomer and dimer crystal bound with a common ligand, '13b' (α-ketoamide inhibitor), opened up opportunities to understand the Mpro mechanism of action. A comparative analysis of both forms of Mpro was carried out to elucidate the binding site architectural differences in the presence and absence of '13b'. Molecular dynamics simulations suggest that the presence of '13b' enhances the stability of Mpro than the unbound APO form. The N- and C- terminals of both the protomers stabilize each other, and making it's interface essential for the active form of Mpro. In comparison to monomer, the relatively high affinity of '13b' is gained in dimer pocket due to the high stability of the pocket by the interaction of S1 residue of chain B with residues F140, E166 and H172 of chain A, which is absent in monomer. The comprehensive essential dynamics, protein structure network analysis and thermodynamic profiling highlight the hot-spots, pivotal in molecular recognition process at protein-ligand and protein-protein interaction levels, cross-validated through computational alanine scanning study. A comparative description of '13b' binding mechanism in both forms illustrates valuable insights into the inhibition mechanism and the selection of critical residues suitable for the structure-based approaches for the identification of more potent Mpro inhibitors.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Anita Kumari
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Lovika Mittal
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Mitul Srivastava
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Shailendra Asthana
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
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13
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Tyagi R, Srivastava M, Singh B, Sharma S, Pandey RP, Asthana S, Kumar D, Raj VS. Identification and validation of potent Mycobacterial proteasome inhibitor from Enamine library. J Biomol Struct Dyn 2021; 40:8644-8654. [PMID: 33955331 DOI: 10.1080/07391102.2021.1914173] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
As a consequence of present status of tuberculosis (TB) it is the obligation to develop novel targets and potential drugs so that rate of drug resistant TB can be declined. Mycobacterium proteasome is considered to be significant target for the purpose of drug designing as it is responsible for resisting the effect of NO (nitric oxide) immune system defence mechanism against the bacterial cells. Small compounds library from Enamine database has already been tested using virtual screening and molecular docking studies. Further a reanalysis with two picked out significant compounds Z1020863610, Z106766984 was carried out using molecular dynamic simulation studies and in vitro validations (in vitro susceptibility assay, enzyme inhibition assay and MTT assay). In silico outcome that two inhibiters were interacting at the active site pocket of receptor with high stability, was found to be very consistent with in vitro results. So it was conferred that compounds (Z1020863610, Z106766984) are potential lead for future process of drug development (in vivo testing and clinical trials).Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Rashmi Tyagi
- Centre for Drug Design Discovery and Development (C4D), SRM University, Delhi NCR, Sonepat, India
| | - Mitul Srivastava
- Translational Health Science and Technology Institute, NCR Biotech Science Cluster, Faridabad, India
| | - Baldeep Singh
- Special Centre for Molecular Medicine, Jawaharlal Nehru University, New Delhi, India
| | - Shingini Sharma
- Centre for Drug Design Discovery and Development (C4D), SRM University, Delhi NCR, Sonepat, India.,CCS National Institute of Animal Health, Baghpat, India
| | - Ramendra Pati Pandey
- Centre for Drug Design Discovery and Development (C4D), SRM University, Delhi NCR, Sonepat, India
| | - Shailendra Asthana
- Translational Health Science and Technology Institute, NCR Biotech Science Cluster, Faridabad, India
| | - Dhruv Kumar
- Amity Institute of Molecular Medicine and Stem Cell Research, Amity University Uttar Pradesh, Noida, India
| | - V Samuel Raj
- Centre for Drug Design Discovery and Development (C4D), SRM University, Delhi NCR, Sonepat, India
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14
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Singh M, Srivastava M, Wakode SR, Asthana S. Elucidation of Structural Determinants Delineates the Residues Playing Key Roles in Differential Dynamics and Selective Inhibition of Sirt1-3. J Chem Inf Model 2021; 61:1105-1124. [PMID: 33606530 DOI: 10.1021/acs.jcim.0c01193] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Sirt1-3 are the most studied sirtuins, playing a key role in caloric-dependent epigenetic modifications. Since they are localized in distinct cellular compartments and act differently under various pathological conditions, selective inhibition would be a promising strategy to understand their biological function and to discover effective therapeutics. Here, sirtuin's inhibitor Ex527* is used as a probe to speculate the possible root cause of selective inhibition and differential structural dynamics of Sirt1-3. Comparative energetics and mutational studies revealed the criticality of residues I279 and I316 for the Sirt1 selectivity toward Ex527*. Furthermore, essential dynamics and residue network analysis revealed that the side-chain reorientation in residue F190 due to nonconserved residue Y191 played a major role in the formation of an extended selectivity pocket in Sirt2. These changes at the dynamical and residual level, which impact the internal wiring significantly, might help in rationally designing selective inhibitors against Sirt1-3.
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Affiliation(s)
- Mrityunjay Singh
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana 121001, India.,Delhi Institute of Pharmaceutical Sciences and Research, DPSRU, M.B. Road, Pushp Vihar, Sector 3, New Delhi 110017, India
| | - Mitul Srivastava
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana 121001, India
| | - Sharad R Wakode
- Delhi Institute of Pharmaceutical Sciences and Research, DPSRU, M.B. Road, Pushp Vihar, Sector 3, New Delhi 110017, India
| | - Shailendra Asthana
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana 121001, India
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15
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Mittal L, Srivastava M, Kumari A, Tonk RK, Awasthi A, Asthana S. Interplay among Structural Stability, Plasticity, and Energetics Determined by Conformational Attuning of Flexible Loops in PD-1. J Chem Inf Model 2021; 61:358-384. [PMID: 33433201 DOI: 10.1021/acs.jcim.0c01080] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The dynamics and plasticity of the PD-1/PD-L1 axis are the bottlenecks for the discovery of small-molecule antagonists to perturb this interaction interface significantly. Understanding the process of this protein-protein interaction (PPI) is of fundamental biological interest in structure-based drug designing. Food and Drug Administration (FDA)-approved anti-PD-1 monoclonal antibodies (mAbs) are the first-in-class with distinct binding modes to access this axis clinically; however, their mechanistic aspects remain elusive. Here, we have unveiled the interactive interfaces with PD-L1 and mAbs to investigate the native plasticity of PD-1 at global (structural and dynamical) and local (residue side-chain orientations) levels. We found that the structural stability and coordinated Cα movements are increased in the presence of PD-1's binding partners. The rigorous analysis of these PPIs using computational biophysical approaches revealed PD-1's intrinsic plasticity, its concerted loops' movement (BC, FG, and CC'), distal side-chain motions, and the thermodynamic landscape, which are perturbed remarkably from its unbound to bound states. Based on intra-/inter-residues' contact networks and energetics, the hot-spots have been identified that were found to be essential to arrest the dynamical motions of PD-1 significantly for the rational design of therapeutic agents by mimicking the mAbs mechanism.
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Affiliation(s)
- Lovika Mittal
- NCR Biotech Science Cluster, Translational Health Science and Technology Institute (THSTI), 3rd Milestone, Faridabad-Gurugram Expressway, Faridabad, Haryana 121001, India.,Delhi Pharmaceutical Sciences and Research University (DPSRU), Delhi 110017, India
| | - Mitul Srivastava
- NCR Biotech Science Cluster, Translational Health Science and Technology Institute (THSTI), 3rd Milestone, Faridabad-Gurugram Expressway, Faridabad, Haryana 121001, India
| | - Anita Kumari
- NCR Biotech Science Cluster, Translational Health Science and Technology Institute (THSTI), 3rd Milestone, Faridabad-Gurugram Expressway, Faridabad, Haryana 121001, India
| | - Rajiv K Tonk
- Delhi Pharmaceutical Sciences and Research University (DPSRU), Delhi 110017, India
| | - Amit Awasthi
- NCR Biotech Science Cluster, Translational Health Science and Technology Institute (THSTI), 3rd Milestone, Faridabad-Gurugram Expressway, Faridabad, Haryana 121001, India
| | - Shailendra Asthana
- NCR Biotech Science Cluster, Translational Health Science and Technology Institute (THSTI), 3rd Milestone, Faridabad-Gurugram Expressway, Faridabad, Haryana 121001, India
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16
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Kumari A, Pal Pathak D, Asthana S. Bile acids mediated potential functional interaction between FXR and FATP5 in the regulation of Lipid Metabolism. Int J Biol Sci 2020; 16:2308-2322. [PMID: 32760200 PMCID: PMC7378638 DOI: 10.7150/ijbs.44774] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Accepted: 05/17/2020] [Indexed: 02/06/2023] Open
Abstract
Perturbation in lipid homeostasis is one of the major bottlenecks in metabolic diseases, especially Non-alcoholic Fatty Liver Disease (NAFLD), which has emerged as a leading global cause of chronic liver disease. The bile acids (BAs) and their derivatives exert a variety of metabolic effects through complex and intertwined pathways, thus becoming the attractive target for metabolic syndrome treatment. To modulate the lipid homeostasis, the role of BAs, turn out to be paramount as it is essential for the absorption, transport of dietary lipids, regulation of metabolic enzymes and transporters that are essential for lipid modulation, flux, and excretion. The synthesis and transport of BAs (conjugated and unconjugated) is chiefly controlled by nuclear receptors and the uptake of long-chain fatty acids (LCFA) and BA conjugation via transporters. Among them, from in-vivo studies, farnesoid X receptor (FXR) and liver-specific fatty acid transport protein 5 (FATP5) have shown convincing evidence for their key roles in lipid homeostasis and reversal of fatty liver disease substantially. BAs have a wider range of biological effects as they are identified as modulators for FXR and FATP5 both and therefore hold a significant promise for altering the lipid content in the treatment of a metabolic disorder. BAs also have received noteworthy interest in drug delivery research due to its peculiar physicochemical properties and biocompatibility. Here, we are highlighting the connecting possibility of BAs as an agonist for FXR and antagonist for FATP5, paving an avenue to target them for designing synthetic small molecules for lipid homeostasis.
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Affiliation(s)
- Anita Kumari
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India.,Delhi Pharmaceutical Sciences and Research University (DPSRU), New Delhi, India
| | - Dharam Pal Pathak
- Delhi Institute of Pharmaceutical Sciences and Research (DIPSAR), New Delhi, India.,Delhi Pharmaceutical Sciences and Research University (DPSRU), New Delhi, India
| | - Shailendra Asthana
- Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
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17
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Mittal L, Kumari A, Srivastava M, Singh M, Asthana S. Identification of potential molecules against COVID-19 main protease through structure-guided virtual screening approach. J Biomol Struct Dyn 2020; 39:3662-3680. [PMID: 32396769 PMCID: PMC7256355 DOI: 10.1080/07391102.2020.1768151] [Citation(s) in RCA: 91] [Impact Index Per Article: 22.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
The pandemic caused by novel coronavirus disease 2019 (COVID-19) infecting millions of populations worldwide and counting, has demanded quick and potential therapeutic strategies. Current approved drugs or molecules under clinical trials can be a good pool for repurposing through in-silico techniques to quickly identify promising drug candidates. The structural information of recently released crystal structures of main protease (Mpro) in APO and complex with inhibitors, N3, and 13b molecules was utilized to explore the binding site architecture through Molecular dynamics (MD) simulations. The stable state of Mpro was used to conduct extensive virtual screening of the aforementioned drug pool. Considering the recent success of HIV protease molecules, we also used anti-protease molecules for drug repurposing purposes. The identified top hits were further evaluated through MD simulations followed by the binding free energy calculations using MM-GBSA. Interestingly, in our screening, several promising drugs stand out as potential inhibitors of Mpro. However, based on control (N3 and 13b), we have identified six potential molecules, Leupeptin Hemisulphate, Pepstatin A, Nelfinavir, Birinapant, Lypression and Octreotide which have shown the reasonably significant MM-GBSA score. Further insight shows that the molecules form stable interactions with hot-spot residues, that are mainly conserved and can be targeted for structure- and pharmacophore-based designing. The pharmacokinetic annotations and therapeutic importance have suggested that these molecules possess drug-like properties and pave their way for in-vitro studies. Communicated by Ramaswamy H. Sarma
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Affiliation(s)
- Lovika Mittal
- Translational Health Science and Technology Institute (THSTI), NCR Biotech Science Cluster 3rd Milestone, Faridabad, Haryana, India
| | - Anita Kumari
- Translational Health Science and Technology Institute (THSTI), NCR Biotech Science Cluster 3rd Milestone, Faridabad, Haryana, India
| | - Mitul Srivastava
- Translational Health Science and Technology Institute (THSTI), NCR Biotech Science Cluster 3rd Milestone, Faridabad, Haryana, India
| | - Mrityunjay Singh
- Translational Health Science and Technology Institute (THSTI), NCR Biotech Science Cluster 3rd Milestone, Faridabad, Haryana, India
| | - Shailendra Asthana
- Translational Health Science and Technology Institute (THSTI), NCR Biotech Science Cluster 3rd Milestone, Faridabad, Haryana, India
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18
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Thakur S, Goswami K, Rao P, Kaushik S, Singh BP, Kain P, Asthana S, Bhattacharjee S, Guchhait P, Eswaran SV. Fluoresceinated Aminohexanol Tethered Inositol Hexakisphosphate: Studies on Arabidopsis thaliana and Drosophila melanogaster and Docking with 2P1M Receptor. ACS OMEGA 2020; 5:9585-9597. [PMID: 32363311 PMCID: PMC7191843 DOI: 10.1021/acsomega.0c00961] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Accepted: 04/01/2020] [Indexed: 05/17/2023]
Abstract
Inositol hexakisphosphate (InsP6; phytic acid) is considered as the second messenger and plays a very important role in plants, animals, and human beings. It is the principal storage form of phosphorus in many plant tissues, especially in dry fruits, bran, and seeds. The resulting anion is a colorless species that plays a critical role in nutrition and is believed to cure many diseases. A fluoresceinated aminohexanol tethered inositol hexakisphosphate (III) had been synthesized earlier involving many complicated steps. We describe here a simple two-step synthesis of (III) and its characterization using different techniques such as matrix-assisted laser desorption ionization mass spectrometry, tandem mass spectrometry, and Fourier transform infrared, ultraviolet-visible, ultraviolet-fluorescence, 1H nuclear magnetic resonance (NMR), and two-dimensional NMR spectroscopies. The effect of (III) has been investigated in the model systems, Arabidopsis thaliana and Drosophila melanogaster. Using Schrodinger software, computational studies on the binding of (III) with the protein 2P1M (Auxin-receptor TIR1-adaptor ASK1 complex) has revealed strong binding propensity with this compound. These studies on the fluoresceinated tethered phytic acid could have far reaching implications on its efficacy for human health and treatment of diseases (cancer/tumor and glioblastoma) and for understanding phosphorous recycling in the environment, especially for plant systems.
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Affiliation(s)
- Sujeet
Kumar Thakur
- TERI
School of Advanced Studies, Plot No. 10, Vasant Kunj Institutional Area, Vasant
Kunj, Institutional Area, New Delhi 110070, India
| | - Krishnendu Goswami
- Regional
Centre for Biotechnology (RCB), NCR Biotech Science Cluster, 3rd Milestone, Faridabad-Gurgaon
Expressway, Faridabad, 121001 Haryana, India
| | - Pallavi Rao
- Amity
University, Noida, 201313 Uttar Pradesh, India
| | - Shivam Kaushik
- Regional
Centre for Biotechnology (RCB), NCR Biotech Science Cluster, 3rd Milestone, Faridabad-Gurgaon
Expressway, Faridabad, 121001 Haryana, India
| | - Bhanu Pratap Singh
- Translational
Health Science and Technology Institute, NCR Biotech Science Cluster, 3rd Milestone, Faridabad-Gurgaon
Expressway, Faridabad, 121001 Haryana, India
| | - Pinky Kain
- Regional
Centre for Biotechnology (RCB), NCR Biotech Science Cluster, 3rd Milestone, Faridabad-Gurgaon
Expressway, Faridabad, 121001 Haryana, India
| | - Shailendra Asthana
- Translational
Health Science and Technology Institute, NCR Biotech Science Cluster, 3rd Milestone, Faridabad-Gurgaon
Expressway, Faridabad, 121001 Haryana, India
| | - Saikat Bhattacharjee
- Regional
Centre for Biotechnology (RCB), NCR Biotech Science Cluster, 3rd Milestone, Faridabad-Gurgaon
Expressway, Faridabad, 121001 Haryana, India
| | - Prasenjit Guchhait
- Regional
Centre for Biotechnology (RCB), NCR Biotech Science Cluster, 3rd Milestone, Faridabad-Gurgaon
Expressway, Faridabad, 121001 Haryana, India
| | - Sambasivan V. Eswaran
- Teri
Deakin Nano Biotechnology Centre (TDNBC), Teri Gram, Gwal Pahari, Gurgaon- Faridabad Expressway, Gurugram, 122002 Haryana, India
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19
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Srivastava G, Darokar MP, Sharma A. Molecular investigation against the resistant mechanism of PncA mutated pyrazinamide resistance and insight into the role of pH environment for pyrazinamide activation. J Biomol Struct Dyn 2019; 38:3411-3431. [PMID: 31448694 DOI: 10.1080/07391102.2019.1659854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Pyrazinamide (PZA), a crucial component of anti-TB therapy, is a prodrug. PZA interacts with PncA protein to be converted into its functional form i.e. pyrazinoic acid (POA). It has unique feature to kill dormant tubercle bacilli of acidic environment. Although significance of pH environment in PZA activation has been investigated in several of previous studies, insight into the significant atomistic variations in the interaction pattern of PZA with PncA, at different pH environments, are still required to be explored. On the other hand, continuously emerging PncA mutants, associated with PZA resistance, have also become a serious threat for global TB control program. Therefore, the current study was designed to understand the role of pH environment in the PZA activation and to explore the PZA resistance mechanism in various PncA mutants. The study included various in silico experiments like molecular docking, MD simulation, binding free energy estimation, PCA and FEL. In our study, we have found pH-3 and pH-5 environment as a highly significant environment for PZA activation. It was found that protonation or deprotonation of PZA activation site (PAS) residues, majorly K48, D56, K96 and E107, resulted in rearrangement of the PAS according to the pH conditions. It has also been observed that positioning of PZA binding near to Fe2+ and residues of catalytic triad (i.e. D8, K96 and C138) also play a very crucial role in the activation of PZA. The overall insight from the current study may help to develop new therapeutics against PncA mutated PZA resistance.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Gaurava Srivastava
- Biotechnology Division, CSIR-Central Institute of Medicinal and Aromatic Plants, Lucknow, India.,Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - M P Darokar
- Biotechnology Division, CSIR-Central Institute of Medicinal and Aromatic Plants, Lucknow, India.,Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Ashok Sharma
- Biotechnology Division, CSIR-Central Institute of Medicinal and Aromatic Plants, Lucknow, India.,Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
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20
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Mittal L, Srivastava M, Asthana S. Conformational Characterization of Linker Revealed the Mechanism of Cavity Formation by 227G in BVDV RDRP. J Phys Chem B 2019; 123:6150-6160. [DOI: 10.1021/acs.jpcb.9b01859] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Lovika Mittal
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), NCR Biotech Science Cluster, 3rd Milestone, Faridabad−Gurgaon Expressway, Faridabad, Haryana 121001, India
| | - Mitul Srivastava
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), NCR Biotech Science Cluster, 3rd Milestone, Faridabad−Gurgaon Expressway, Faridabad, Haryana 121001, India
| | - Shailendra Asthana
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), NCR Biotech Science Cluster, 3rd Milestone, Faridabad−Gurgaon Expressway, Faridabad, Haryana 121001, India
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21
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Mittal L, Kumari A, Suri C, Bhattacharya S, Asthana S. Insights into structural dynamics of allosteric binding sites in HCV RNA-dependent RNA polymerase. J Biomol Struct Dyn 2019; 38:1612-1625. [PMID: 31057089 DOI: 10.1080/07391102.2019.1614480] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Inhibition of the viral RNA-dependent RNA polymerase (RdRp) to resolve chronic infection is a useful therapeutic strategy against Hepatitis C virus (HCV). Non-nucleoside inhibitors (NNIs) of RdRp are small molecules that bind tightly with allosteric sites on the enzyme, thereby inhibiting polymerase activity. A large number of crystal structures (176) were studied to establish the structure-activity relationship along with the mechanism of inhibition and resistance between HCV RdRp and NNIs at different allosteric sites. The structure and the associated dynamics are the blueprint to understand the function of the protein. We have implemented the ligand-based pharmacophore and molecular dynamic simulations to extract the possible local and global characteristics of RdRp upon NNI binding and the structural-dynamical features possessed by the known actives. Our results suggest that the NNI binding induces significant fluctuations at the atomic level which are critical for enzymatic activity, with minimal global structural alterations. Residue-wise mapping of interactions of NNIs at different sites exhibited some conserved interaction patterns of key amino acids and water molecules. Here, the structural insights are explored to understand the correlation between the dynamics of protein's subdomains and function at the molecular level, useful for genotype-specific rational designing of NNIs.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Lovika Mittal
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, India
| | - Anita Kumari
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, India
| | - Charu Suri
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, India
| | - Sankar Bhattacharya
- Vaccine and Infectious Disease Research Center (VIDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, India
| | - Shailendra Asthana
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, India
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22
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Srivastava G, Tripathi S, Kumar A, Sharma A. Molecular insight into multiple RpoB clinical mutants of Mycobacterium tuberculosis: An attempt to probe structural variations in rifampicin binding site underlying drug resistance. Int J Biol Macromol 2018; 120:2200-2214. [DOI: 10.1016/j.ijbiomac.2018.06.184] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2018] [Revised: 06/26/2018] [Accepted: 06/28/2018] [Indexed: 10/28/2022]
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23
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Srivastava M, Suri C, Singh M, Mathur R, Asthana S. Molecular dynamics simulation reveals the possible druggable hot-spots of USP7. Oncotarget 2018; 9:34289-34305. [PMID: 30344943 PMCID: PMC6188144 DOI: 10.18632/oncotarget.26136] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Accepted: 09/03/2018] [Indexed: 12/20/2022] Open
Abstract
The plasticity in Ubiquitin Specific Proteases (USP7) inducing conformational changes at important areas has highlighted an intricate mechanism, by which USP7 is regulated. Given the importance of USP7 in oncogenic pathways and immune-oncology, identification of USP7 inhibitors has attracted considerable interest. Despite substantial efforts, the discovery of deubiquitinases (DUBs) inhibitors, knowledge of their binding site and understanding the possible mechanism of action has proven particularly challenging. We disclose the most likely binding site of P5091 (a potent USP7 inhibitor), which reveal a cryptic allosteric site through extensive computational studies in an inhibitor dependent and independent manner. Overall, these findings demonstrate the tractability and druggability of USP7. Through a series of molecular dynamics simulations and detailed quantitative analysis, a dynamically stable allosteric binding site near catalytic center of the inactive state of USP7 (site partially absent in active state), along with two newly identified sites have been revealed, which opens the avenue for rational structure-guided inhibitor designing in USP7 specific-manner.
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Affiliation(s)
- Mitul Srivastava
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Charu Suri
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Mrityunjay Singh
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Rajani Mathur
- Delhi Institute of Pharmaceutical Sciences and Research, Puspvihar, New Delhi, Delhi, India
| | - Shailendra Asthana
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
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24
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Srivastava G, Tripathi S, Kumar A, Sharma A. Molecular investigation of active binding site of isoniazid (INH) and insight into resistance mechanism of S315T-MtKatG in Mycobacterium tuberculosis. Tuberculosis (Edinb) 2017; 105:18-27. [DOI: 10.1016/j.tube.2017.04.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2016] [Revised: 04/07/2017] [Accepted: 04/07/2017] [Indexed: 12/19/2022]
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25
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Kanwal A, Kasetti S, Putcha UK, Asthana S, Banerjee SK. Protein kinase C-mediated sodium glucose transporter 1 activation in precondition-induced cardioprotection. DRUG DESIGN DEVELOPMENT AND THERAPY 2016; 10:2929-2938. [PMID: 27695290 PMCID: PMC5028101 DOI: 10.2147/dddt.s105482] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
The concept of cardioprotection through preconditioning against ischemia-reperfusion (I/R) injury is well known and established. However, among different proposed mechanisms regarding the concept of ischemic preconditioning, protein kinase C (PKC)-mediated cardioprotection through ischemic preconditioning plays a key role in myocardial I/R injury. Thus, this study was designed to find the relationship between PKC and sodium glucose transporter 1 (SGLT1) in preconditioning-induced cardioprotection, which is ill reported till now. By applying a multifaceted approach, we demonstrated that PKC activates SGLT1, which curbed oxidative stress and apoptosis against I/R injury. PKC activation enhances cardiac glucose uptake through SGLT1 and seems essential in preventing I/R-induced cardiac injury, indicating a possible cross-talk between PKC and SGLT1.
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Affiliation(s)
- Abhinav Kanwal
- Division of Medicinal Chemistry and Pharmacology, Indian Institute of Chemical Technology, Hyderabad, India; Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Sujatha Kasetti
- Department of Pharmacology, National Institute of Pharmaceutical Education and Research, Hyderabad, India
| | - Uday Kumar Putcha
- Department of Pathology, National Institute of Nutrition, Hyderabad, India
| | - Shailendra Asthana
- Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
| | - Sanjay K Banerjee
- Division of Medicinal Chemistry and Pharmacology, Indian Institute of Chemical Technology, Hyderabad, India; Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), Faridabad, Haryana, India
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26
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Carta A, Briguglio I, Piras S, Corona P, Ibba R, Laurini E, Fermeglia M, Pricl S, Desideri N, Atzori E, La Colla P, Collu G, Delogu I, Loddo R. A combined in silico / in vitro approach unveils common molecular requirements for efficient BVDV RdRp binding of linear aromatic N-polycyclic systems. Eur J Med Chem 2016; 117:321-34. [DOI: 10.1016/j.ejmech.2016.03.080] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2016] [Revised: 03/16/2016] [Accepted: 03/25/2016] [Indexed: 12/14/2022]
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Tripathi S, Srivastava G, Sharma A. Molecular dynamics simulation and free energy landscape methods in probing L215H, L217R and L225M βI-tubulin mutations causing paclitaxel resistance in cancer cells. Biochem Biophys Res Commun 2016; 476:273-279. [PMID: 27233604 DOI: 10.1016/j.bbrc.2016.05.112] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2016] [Accepted: 05/22/2016] [Indexed: 12/17/2022]
Abstract
Drug resistance poses a threatening challenge for mankind, as the development of resistance to already well-established drugs causes serious therapeutic problems. Resistance to paclitaxel (Ptxl), a complex diterpenoid working as microtubule stabilizer, is one such issue in cancer treatment. Microtubule stabilizer drugs, stabilises microtubules upon binding to β-tubulin subunit of tubulin heterodimer thus causing mitotic arrest leading to death of cancer cell. Leucine point mutations viz. L215H, L217R, and L225M were reported for Ptxl resistance in various cancers. In the current study, molecular mechanism of these resistance causing mutations was explored using molecular docking, molecular dynamics (MD) simulation, binding energy estimation (MMPBSA), free energy decomposition, principle component analysis (PCA) and free energy landscape (FEL) methods. A total of five systems including unbound βI-tubulin (Apo), docked wild+Ptxl, L215H+Ptxl, L217R+Ptxl and L225M+Ptxl were prepared, and 50 ns MD simulation was performed for each system. Binding energy estimation indicated that leucine mutation reduces the binding affinity of Ptxl in mutant types (MTs) as compared to wild type (WT). Further, in contrast to WT Ptxl interactions with the M-loop (PHE270-VAL286), S6-S7 loop and H9-H10 were significantly altered in MTs. Results showed that in MTs, Ptxl had weak interaction with M-loop residues, while having strong affinity with S6-S7 loop and H6-H7 loop. Moreover, PCA and FEL analysis revealed that M-loop flexible region (THR274-LEU284) was strongly bound with Ptxl in WT preventing its flexible movement and the causing factor for microtubule stabilization. In MTs due to poor interaction with Ptxl, M-loop flexible region retains its flexibility, therefore unable to stabilize microtubule. This study will give an insight into the importance of M-loop flexible region interaction with Ptxl for microtubule stabilization. In addition, it clearly provides the molecular basis of Ptxl resistance mechanism in leucine MTs. This work will help in developing novel microtubule stabilizers molecules active against MTs.
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Affiliation(s)
- Shubhandra Tripathi
- Biotechnology Division, CSIR-Central Institute of Medicinal and Aromatic Plants (CSIR-CIMAP), Kukrail Picnic Spot Road, P.O. CIMAP, Lucknow 226015, India
| | - Gaurava Srivastava
- Biotechnology Division, CSIR-Central Institute of Medicinal and Aromatic Plants (CSIR-CIMAP), Kukrail Picnic Spot Road, P.O. CIMAP, Lucknow 226015, India
| | - Ashok Sharma
- Biotechnology Division, CSIR-Central Institute of Medicinal and Aromatic Plants (CSIR-CIMAP), Kukrail Picnic Spot Road, P.O. CIMAP, Lucknow 226015, India.
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Pietrucci F, Vargiu AV, Kranjc A. HIV-1 Protease Dimerization Dynamics Reveals a Transient Druggable Binding Pocket at the Interface. Sci Rep 2015; 5:18555. [PMID: 26692118 PMCID: PMC4686983 DOI: 10.1038/srep18555] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2015] [Accepted: 11/19/2015] [Indexed: 12/30/2022] Open
Abstract
The binding mechanism of HIV-1 protease monomers leading to the catalytically competent dimeric enzyme has been investigated by means of state-of-the-art atomistic simulations. The emerging picture allows a deeper understanding of experimental observations and reveals that water molecules trapped at the interface have an important role in slowing down the kinetics of the association process. Unexpectedly, a cryptic binding pocket is identified at the interface of the complex, corresponding to a partially bound dimer that lacks enzymatic function. The pocket has a transient nature with a lifetime longer than 1 μs, and it displays very favorable druggability features. Docking as well as MM-GBSA free-energy calculations further support the possibility to target the new binding site by means of inhibitors able to prevent the complete dimerization by capturing the inactive conformation. This discovery could open the way to the rational design of a new class of anti-HIV drugs.
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Affiliation(s)
- Fabio Pietrucci
- Sorbonne Universités, UPMC University Paris 6, CNRS - UMR 7590, IMPMC, F-75005 Paris, France
| | | | - Agata Kranjc
- School of Pharmaceutical Sciences, University of Geneva, CH-1211 Geneva, Switzerland
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Tripathi S, Kumar A, Kumar BS, Negi AS, Sharma A. Structural investigations into the binding mode of novel neolignans Cmp10 and Cmp19 microtubule stabilizers byin silicomolecular docking, molecular dynamics, and binding free energy calculations. J Biomol Struct Dyn 2015. [DOI: 10.1080/07391102.2015.1074941] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Asthana S, Zucca P, Vargiu AV, Sanjust E, Ruggerone P, Rescigno A. Structure-Activity Relationship Study of Hydroxycoumarins and Mushroom Tyrosinase. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2015; 63:7236-7244. [PMID: 26263396 DOI: 10.1021/acs.jafc.5b02636] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
The structure-activity relationships of four hydroxycoumarins, two with the hydroxyl group on the aromatic ring of the molecule and two with the hydroxyl group replacing hydrogen of the pyrone ring, and their interactions with mushroom tyrosinase were studied. These compounds displayed different behaviors upon action of the enzyme. The two compounds, ar-hydroxylated 6-hydroxycoumarin and 7-hydroxycoumarin, were both weak substrates of the enzyme. Interestingly, in both cases, the product of the catalysis was the 6,7-hydroxycoumarin, although 5,6- and 7,8-isomers could also theoretically be formed. Additionally, both were able to reduce the formation of dopachrome when tyrosinase acted on its typical substrate, L-tyrosine. Although none of the compounds that contained a hydroxyl group on the pyrone ring were substrates of tyrosinase, the 3-hydroxycoumarin was a potent inhibitor of the enzyme, and the 4-hydroxycoumarin was not an inhibitor. These results were compared with those obtained by in silico molecular docking predictions to obtain potentially useful information for the synthesis of new coumarin-based inhibitors that resemble the structure of the 3-hydroxycoumarin.
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Affiliation(s)
- Shailendra Asthana
- †Drug Discovery Research Center (DDRC), Translational Health Science and Technology Institute (THSTI), NCR Biotech Science Cluster, Third Milestone, Faridabad-Gurgaon Expressway, Haryana 121001, India
| | - Paolo Zucca
- §Dipartimento di Scienze Biomediche, Università degli Studi di Cagliari, Cittadella Universitaria, 09042 Monserrato, Cagliari, Italy
- #Consorzio UNO Università Oristano, 09170 Oristano, Italy
| | - Attilio V Vargiu
- ⊥Dipartimento di Fisica, Università degli Studi di Cagliari, Cittadella Universitaria, 09042 Monserrato, Cagliari, Italy
| | - Enrico Sanjust
- §Dipartimento di Scienze Biomediche, Università degli Studi di Cagliari, Cittadella Universitaria, 09042 Monserrato, Cagliari, Italy
| | - Paolo Ruggerone
- ⊥Dipartimento di Fisica, Università degli Studi di Cagliari, Cittadella Universitaria, 09042 Monserrato, Cagliari, Italy
| | - Antonio Rescigno
- §Dipartimento di Scienze Biomediche, Università degli Studi di Cagliari, Cittadella Universitaria, 09042 Monserrato, Cagliari, Italy
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Malloci G, Vargiu AV, Serra G, Bosin A, Ruggerone P, Ceccarelli M. A Database of Force-Field Parameters, Dynamics, and Properties of Antimicrobial Compounds. Molecules 2015; 20:13997-4021. [PMID: 26247924 PMCID: PMC6332394 DOI: 10.3390/molecules200813997] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2015] [Accepted: 07/28/2015] [Indexed: 02/01/2023] Open
Abstract
We present an on-line database of all-atom force-field parameters and molecular properties of compounds with antimicrobial activity (mostly antibiotics and some beta-lactamase inhibitors). For each compound, we provide the General Amber Force Field parameters for the major species at physiological pH, together with an analysis of properties of interest as extracted from µs-long molecular dynamics simulations in explicit water solution. The properties include number and population of structural clusters, molecular flexibility, hydrophobic and hydrophilic molecular surfaces, the statistics of intraand inter-molecular H-bonds, as well as structural and dynamical properties of solvent molecules within first and second solvation shells. In addition, the database contains several key molecular parameters, such as energy of the frontier molecular orbitals, vibrational properties, rotational constants, atomic partial charges and electric dipole moment, computed by Density Functional Theory. The present database (to our knowledge the first extensive one including dynamical properties) is part of a wider project aiming to build-up a database containing structural, physico-chemical and dynamical properties of medicinal compounds using different force-field parameters with increasing level of complexity and reliability. The database is freely accessible at http://www.dsf.unica.it/translocation/db/.
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Affiliation(s)
- Giuliano Malloci
- Dipartimento di Fisica, Università degli studi di Cagliari, Cittadella Universitaria, I-09042 Monserrato (Cagliari), Italy.
| | - Attilio Vittorio Vargiu
- Dipartimento di Fisica, Università degli studi di Cagliari, Cittadella Universitaria, I-09042 Monserrato (Cagliari), Italy.
| | - Giovanni Serra
- Dipartimento di Fisica, Università degli studi di Cagliari, Cittadella Universitaria, I-09042 Monserrato (Cagliari), Italy.
| | - Andrea Bosin
- Dipartimento di Fisica, Università degli studi di Cagliari, Cittadella Universitaria, I-09042 Monserrato (Cagliari), Italy.
| | - Paolo Ruggerone
- Dipartimento di Fisica, Università degli studi di Cagliari, Cittadella Universitaria, I-09042 Monserrato (Cagliari), Italy.
| | - Matteo Ceccarelli
- Dipartimento di Fisica, Università degli studi di Cagliari, Cittadella Universitaria, I-09042 Monserrato (Cagliari), Italy.
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