Structure guided design and binding analysis of EGFR inhibiting analogues of erlotinib and AEE788 using ensemble docking, molecular dynamics and MM-GBSA

RSC Advances ◽  
2016 ◽  
Vol 6 (70) ◽  
pp. 65725-65735 ◽  
Author(s):  
Vishnu K. Sharma ◽  
Prajwal P. Nandekar ◽  
Abhay Sangamwar ◽  
Horacio Pérez-Sánchez ◽  
Subhash Mohan Agarwal
Keyword(s):  
Molecular Dynamics ◽  
Active Site ◽  
Md Simulation ◽  
Egfr Inhibitors ◽  
Egfr Inhibitor ◽  
Inhibitor Binding ◽  
Ensemble Docking ◽  
Binding Analysis

The study uncovers an essential pharmacophoric requirement for design of new EGFR inhibitors. Docking and MD simulation confirmed that the occupancy of an additional sub-pocket in the EGFR active site is important for tight EGFR-inhibitor binding.

scholarly journals Mechanistic Understanding from Molecular Dynamics in Pharmaceutical Research 2: Lipid Membrane in Drug Design

2021 ◽  
Vol 14 (10) ◽  
pp. 1062
Author(s):  
Tomasz Róg ◽  
Mykhailo Girych ◽  
Alex Bunker
Keyword(s):  
Molecular Dynamics ◽  
Drug Design ◽  
Active Site ◽  
Lipid Membranes ◽  
Md Simulation ◽  
Lipid Membrane ◽  
Pharmaceutical Research ◽  
Specific Protein ◽  
Design Tool ◽  
Drug Molecules

We review the use of molecular dynamics (MD) simulation as a drug design tool in the context of the role that the lipid membrane can play in drug action, i.e., the interaction between candidate drug molecules and lipid membranes. In the standard “lock and key” paradigm, only the interaction between the drug and a specific active site of a specific protein is considered; the environment in which the drug acts is, from a biophysical perspective, far more complex than this. The possible mechanisms though which a drug can be designed to tinker with physiological processes are significantly broader than merely fitting to a single active site of a single protein. In this paper, we focus on the role of the lipid membrane, arguably the most important element outside the proteins themselves, as a case study. We discuss work that has been carried out, using MD simulation, concerning the transfection of drugs through membranes that act as biological barriers in the path of the drugs, the behavior of drug molecules within membranes, how their collective behavior can affect the structure and properties of the membrane and, finally, the role lipid membranes, to which the vast majority of drug target proteins are associated, can play in mediating the interaction between drug and target protein. This review paper is the second in a two-part series covering MD simulation as a tool in pharmaceutical research; both are designed as pedagogical review papers aimed at both pharmaceutical scientists interested in exploring how the tool of MD simulation can be applied to their research and computational scientists interested in exploring the possibility of a pharmaceutical context for their research.

scholarly journals Identification of Natural Inhibitors Against SARS-CoV-2 Drugable Targets Using Molecular Docking, Molecular Dynamics Simulation, and MM-PBSA Approach

2021 ◽  
Vol 11 ◽  
Author(s):  
Prem Prakash Kushwaha ◽  
Atul Kumar Singh ◽  
Tanya Bansal ◽  
Akansha Yadav ◽  
Kumari Sunita Prajapati ◽  
...  
Keyword(s):  
Molecular Dynamics ◽  
Free Energy ◽  
Molecular Docking ◽  
Active Site ◽  
Md Simulation ◽  
Dynamics Simulation ◽  
Stable Complex ◽  
Kcal Mole ◽  
Hydrogen Bond Formation ◽  
Docking Score

The present study explores the SARS-CoV-2 drugable target inhibition efficacy of phytochemicals from Indian medicinal plants using molecular docking, molecular dynamics (MD) simulation, and MM-PBSA analysis. A total of 130 phytochemicals were screened against SARS-CoV-2 Spike (S)-protein, RNA-dependent RNA polymerase (RdRp), and Main protease (Mpro). Result of molecular docking showed that Isoquercetin potentially binds with the active site/protein binding site of the Spike, RdRP, and Mpro targets with a docking score of -8.22, -6.86, and -9.73 kcal/mole, respectively. Further, MS 3, 7-Hydroxyaloin B, 10-Hydroxyaloin A, showed -9.57, -7.07, -8.57 kcal/mole docking score against Spike, RdRP, and Mpro targets respectively. The MD simulation was performed to study the favorable confirmation and energetically stable complex formation ability of Isoquercetin and 10-Hydroxyaloin A phytochemicals in Mpro-unbound/ligand bound/standard inhibitor bound system. The parameters such as RMSD, RMSF, Rg, SASA, Hydrogen-bond formation, energy landscape, principal component analysis showed that the lead phytochemicals form stable and energetically stabilized complex with the target protein. Further, MM-PBSA analysis was performed to compare the Gibbs free energy of the Mpro-ligand bound and standard inhibitor bound complexes. The analysis revealed that the His-41, Cys145, Met49, and Leu27 amino acid residues were majorly responsible for the lower free energy of the complex. Drug likeness and physiochemical properties of the test compounds showed satisfactory results. Taken together, the study concludes that that the Isoquercetin and 10-Hydroxyaloin A phytochemical possess significant efficacy to bind SARS-Cov-2 Mpro active site. The study necessitates further in vitro and in vivo experimental validation of these lead phytochemicals to assess their anti-SARS-CoV-2 potential.

scholarly journals The Effect of ACE2 Inhibitor MLN-4760 on the Interaction of SARS-CoV-2 Spike Protein with Human ACE2: A Molecular Dynamics Study

2020 ◽  
Author(s):  
Babak Nami ◽  
Avrin Ghanaeian ◽  
Kasra Ghanaeian ◽  
Negin Nami
Keyword(s):  
Molecular Dynamics ◽  
Protein Interactions ◽  
Viral Entry ◽  
Active Site ◽  
Md Simulation ◽  
Inhibitory Effect ◽  
Major Effect ◽  
Spike Protein ◽  
Enzymatic Function ◽  
Hydrophobic Binding

<p>A previous study shows that an ACE2 enzymatic activity inhibitor efficiently blocks the interaction of SARS-CoV spike protein with human ACE2 and may be effective in preventing the coronavirus membrane fusion and entry to human cells. The report suggests that potent ACE2 inhibitors can be used to treat hypertension as well as for controlling SARS-CoV infection. We here studied the effect of a selective and highly potent ACE2 inhibitor (MLN-4760) on the interaction of the SARS-CoV-2 spike receptor-binding domain (RBD) with human ACE2 by molecular dynamics (MD) simulation. To this end, we docked the RBD of SARS-CoV-2 to the human native ACE2 and the ACE2 complexed with MLN-4760, and analyzed the dynamics, protein-protein and ligand-protein interactions of the complexes by MD simulation in a simulated biological condition for 100 ns. Analyzing crystallographic structures of SARS-CoV-2 and SARS-CoV RBDs in the complexes with human ACE2 showed that RBD of SARS-CoV-2 binds to ACE2 with a higher affinity than that of SARS-CoV. Results also revealed that MLN-4760 binds to ACE2 at the enzymatic active site with a high affinity and significantly alters the ACE2 protein conformation. MLN-4760 also changes the binding site and the residues involved in hydrogen and hydrophobic binding between RBD and ACE2, however, it had no major effect on the binding affinity of the interaction between RDB and ACE2. Interestingly, binding RBD to the ACE2 complexed with MLN-4760 abrogated the inhibitory effect of MLN-4760 and rescued the conformation of the ACE2 enzymatic site by reforming the closed conformation to the open native conformation. This was due to the disassociation of MLN-4760 from the enzymatic active site of the ACE2 in the result of RBD binding. Overall, these results show that MLN-4760 does neither block nor increase the binding of SARS-CoV-2 spike RBD to human ACE2 and probably had no effect on the viral entry. However, binding the spike protein to ACE2 can rescue the enzymatic function of ACE2 from its inhibitor.</p>

scholarly journals Conjugated β-Cyclodextrin Enhances the Affinity of Folic Acid towards FRα: Molecular Dynamics Study

Molecules ◽  
2021 ◽  
Vol 26 (17) ◽  
pp. 5304
Author(s):  
Mohammad G. Al-Thiabat ◽  
Amirah Mohd Gazzali ◽  
Noratiqah Mohtar ◽  
Vikneswaran Murugaiyah ◽  
Ezatul Ezleen Kamarulzaman ◽  
...  
Keyword(s):  
Molecular Dynamics ◽  
Folic Acid ◽  
Root Mean Square ◽  
Active Site ◽  
Md Simulation ◽  
Binding Free Energy ◽  
Cancer Drug ◽  
Radius Of Gyration ◽  
Mean Square ◽  
The Stability

Drug targeting is a progressive area of research with folate receptor alpha (FRα) receiving significant attention as a biological marker in cancer drug delivery. The binding affinity of folic acid (FA) to the FRα active site provides a basis for recognition of FRα. In this study, FA was conjugated to beta-cyclodextrin (βCD) and subjected to in silico analysis (molecular docking and molecular dynamics (MD) simulation (100 ns)) to investigate the affinity and stability for the conjugated system compared to unconjugated and apo systems (ligand free). Docking studies revealed that the conjugated FA bound into the active site of FRα with a docking score (free binding energy < −15 kcal/mol), with a similar binding pose to that of unconjugated FA. Subsequent analyses from molecular dynamics (MD) simulations, root mean square deviation (RMSD), root mean square fluctuation (RMSF), and radius of gyration (Rg) demonstrated that FA and FA–βCDs created more dynamically stable systems with FRα than the apo-FRα system. All systems reached equilibrium with stable RMSD values ranging from 1.9–2.4 Å and the average residual fluctuation values of the FRα backbone atoms for all residues (except for terminal residues ARG8, THR9, THR214, and LEU215) were less than 2.1 Å with a consistent Rg value of around 16.8 Å throughout the MD simulation time (0–100 ns). The conjugation with βCD improved the stability and decreased the mobility of all the residues (except residues 149–151) compared to FA–FRα and apo-FRα systems. Further analysis of H-bonds, binding free energy (MM-PBSA), and per residue decomposition energy revealed that besides APS81, residues HIS20, TRP102, HIS135, TRP138, TRP140, and TRP171 were shown to have more favourable energy contributions in the holo systems than in the apo-FRα system, and these residues might have a direct role in increasing the stability of holo systems.

scholarly journals The Effect of ACE2 Inhibitor MLN-4760 on the Interaction of SARS-CoV-2 Spike Protein with Human ACE2: A Molecular Dynamics Study

2020 ◽  
Author(s):  
Babak Nami ◽  
Avrin Ghanaeian ◽  
Kasra Ghanaeian ◽  
Negin Nami
Keyword(s):  
Molecular Dynamics ◽  
Protein Interactions ◽  
Viral Entry ◽  
Active Site ◽  
Md Simulation ◽  
Inhibitory Effect ◽  
Major Effect ◽  
Spike Protein ◽  
Enzymatic Function ◽  
Hydrophobic Binding

<p>A previous study shows that an ACE2 enzymatic activity inhibitor efficiently blocks the interaction of SARS-CoV spike protein with human ACE2 and may be effective in preventing the coronavirus membrane fusion and entry to human cells. The report suggests that potent ACE2 inhibitors can be used to treat hypertension as well as for controlling SARS-CoV infection. We here studied the effect of a selective and highly potent ACE2 inhibitor (MLN-4760) on the interaction of the SARS-CoV-2 spike receptor-binding domain (RBD) with human ACE2 by molecular dynamics (MD) simulation. To this end, we docked the RBD of SARS-CoV-2 to the human native ACE2 and the ACE2 complexed with MLN-4760, and analyzed the dynamics, protein-protein and ligand-protein interactions of the complexes by MD simulation in a simulated biological condition for 100 ns. Analyzing crystallographic structures of SARS-CoV-2 and SARS-CoV RBDs in the complexes with human ACE2 showed that RBD of SARS-CoV-2 binds to ACE2 with a higher affinity than that of SARS-CoV. Results also revealed that MLN-4760 binds to ACE2 at the enzymatic active site with a high affinity and significantly alters the ACE2 protein conformation. MLN-4760 also changes the binding site and the residues involved in hydrogen and hydrophobic binding between RBD and ACE2, however, it had no major effect on the binding affinity of the interaction between RDB and ACE2. Interestingly, binding RBD to the ACE2 complexed with MLN-4760 abrogated the inhibitory effect of MLN-4760 and rescued the conformation of the ACE2 enzymatic site by reforming the closed conformation to the open native conformation. This was due to the disassociation of MLN-4760 from the enzymatic active site of the ACE2 in the result of RBD binding. Overall, these results show that MLN-4760 does neither block nor increase the binding of SARS-CoV-2 spike RBD to human ACE2 and probably had no effect on the viral entry. However, binding the spike protein to ACE2 can rescue the enzymatic function of ACE2 from its inhibitor.</p>

Design of potential IKK-β inhibitors using molecular docking and molecular dynamics techniques for their anti-cancer potential

2020 ◽  
Vol 16 ◽  
Author(s):  
Salam Pradeep Singh ◽  
Iftikar Hussain ◽  
Bolin Kumar Konwar ◽  
Ramesh Chandra Deka ◽  
Chingakham Brajakishor Singh
Keyword(s):  
Molecular Dynamics ◽  
Molecular Docking ◽  
Md Simulation ◽  
Inflammatory Diseases ◽  
Binding Free Energy ◽  
Anti Cancer ◽  
Dietary Phytochemicals ◽  
Toxicity Analysis ◽  
The Stability ◽  
Stable Trajectory

Aim and Objective: To evaluate a set of seventy phytochemicals for their potential ability to bind the inhibitor of nuclear factor kappaB kinase beta (IKK-β) which is a prime target for cancer and inflammatory diseases. Materials and Methods: Seventy phytochemicals were screened against IKK-β enzyme using DFT-based molecular docking technique and the top docking hits were carried forward for molecular dynamics (MD) simulation protocols. The adme-toxicity analysis was also carried out for the top docking hits. Results: Sesamin, matairesinol and resveratrol were found to be the top docking hits with a total score of -413 kJ/mol, -398.11 kJ/mol and 266.73 kJ/mol respectively. Glu100 and Gly102 were found to be the most common interacting residues. The result from MD simulation observed a stable trajectory with a binding free energy of -107.62 kJ/mol for matairesinol, -120.37 kJ/mol for sesamin and -40.56 kJ/mol for resveratrol. The DFT calculation revealed the stability of the compounds. The ADME-Toxicity prediction observed that these compounds fall within the permissible area of Boiled-Egg and it does not violate any rule for pharmacological criteria, drug-likeness etc. Conclusion: The study interprets that dietary phytochemicals are potent inhibitors of IKK-β enzyme with favourable binding affinity and less toxic effects. In fact, there is a gradual rise in the use of plant-derived molecules because of its lesser side effects compared to chemotherapy. The study has also provided an insight by which the phytochemicals inhibited the IKK-β enzyme. The investigation would also provide in understanding the inhibitory mode of certain dietary phytochemicals in treating cancer.

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