ADME/T Prediction
The drug-likeness property of selected ligands was analyzed so that it ensures oral bioavailability in the human system. Based on the results all the ligands were obeying the rule of five. Results ensured that the selected ligands are exhibits the intended property in the human system [Table2].
Table 2
S, No
|
Chemical Compound
|
Mass
<500
|
Hydrogen bond donor
<5
|
Hydrogen bond acceptor
<10
|
Logp
<5
|
Molar refractivity
40-130
|
1
|
Andrographolide (AP1),
|
350
|
3
|
5
|
1.962
|
93.560
|
2
|
14-deoxy-11,12-didehydroandrographolide(AP3)
|
332.0
|
2
|
4
|
2.767
|
92.076
|
3
|
Ascorbic acid
|
176.00
|
4
|
6
|
-1.40
|
35.25
|
4
|
Cinnamaldehyde
|
132
|
0
|
1
|
1.898
|
41.539
|
5
|
Curcumin
|
368
|
2
|
6
|
3.369
|
102.01
|
6
|
Diallyl sulphide
|
114.0
|
0
|
0
|
2.09
|
37.71
|
7
|
Eugenol
|
164.0
|
1
|
2
|
2.12
|
48.55
|
8
|
Gingerol
|
294.0
|
2
|
4
|
3.23
|
82.75
|
9
|
Kaempferol
|
286.0
|
4
|
6
|
2.30
|
72.38
|
10
|
Nimbin
|
498
|
1
|
8
|
3.35
|
127.53
|
11
|
Piperine
|
285
|
0
|
4
|
2.99
|
81.16
|
12
|
Quercetin
|
302.0
|
5
|
7
|
2.01
|
74.05
|
13
|
Thymol
|
150.0
|
1
|
1
|
2.82
|
46.93
|
14
|
Thymoquinone
|
164.0
|
0
|
2
|
1.66
|
46.69
|
15
|
Vasicine
|
188
|
1
|
3
|
1.29
|
54.57
|
Protein-ligand interactions
Crystal Structure of the SARS COV-2 Papain-like protease
Papain-like protease protein is one of the target proteins in this docking study. Ligands were selected based rationale based on their previous experimental studies for different diseases. Inhibitor efficiency of the selected ligands based on the binding affinity and hydrogen bonds formed in the active site pocket. Based on the Score Nimbin>Piperine> 14-deoxy-11,12-didehydroandrographolide(AP3)>andrographolide(AP1)> Quercetin> Kaempferol> Curcumin> Vasicine>Thymoquinone>Cinnamaldehyde>Ascorbicacid>thymol> Eugenol>Gingerol>Diallaylsulfide. Based on the hydrogen bond interactions we found that selected ligands were docked in the S1/S2 binding pockets which are said to be the active site pocket of papain-like protease (Rut et al., 2020). HIS73, ARG 82, ILE123, GLU124, LEU125, PHE127, ASP156, ASP164, ARG166, GLN174, HIS175, LEU178, LYS200, VAL202, GLU203, TYR273, THR301[Table 3]. Piperine is a potential ligand structure base on its clinically proven therapeutic activity. It showed better binding affinity but it made no hydrogen bond with active site residues (Figure 2a).
RNA dependent RNA polymerase
RNA-dependent RNA polymerase was docked against a set of ligands and the results were analyses based on the binding affinity.Nimbin>andrographolide (AP1)>curucumin> 14-deoxy-11,12didehydroandrographolide(AP3)>Kaempfrpl>Piperine>Quercetin>Gingerol>Vasicine>Thymol>Thymoquinone>Cinnamaldehyde>Eugenol> Ascorbic acid>diallylsulfide. All the ligands were bound well in the binding pocket of RNA-dependent RNA polymerase (Figure2b). PHE165, TYR169, LYS545, ARG553, ARG555, THR556, TYR619, SER681, THR680, CYS622, ARG624, ASP542, ASP618, ASP760, LYS621, ASP 452, LYS200, GLU203, VAL202. Based on the scores and interactions of Nimbin(Figure 3b), the lead molecules for the inhibition of RNA dependent RNA Polymerase (Table3).
Crystal structure of SARS COV-2 ORF7A encoded accessory protein
ORF7A protein results are Piperine> ANDROGRAPHOLIDE (AP1)>Nimbin> 14-DEOXY-11,12-DIDEHYDROANDROGRAPHOLIDE(AP3) > Cinnamaldehyde > Kaempferol> Vasicine> Curcumin > Gingerol>thymoquinone>eugenol>Quercetin>thymol> Ascorbic acid>diallylsulfide ranked according to their binding affinity. Based on the score Piperine (Figure 2c) exhibits better binding affinity and based on the interactions it bound well in the active site pocket. HIS4, TYR5, GLN 6, LYS17, GLU 18, ASN 28, TYR 60, GLN 61. These amino acid residues are interacting residues found in top-scoring docked poses [Table3].
Crystal structure of SARS COV-2 ORF7A encoded accessory protein
NSP3 Protein was docked against selected ligands and it was docked well in the active site of the NSP3 protein. PHE6, GLY8, TYR9, LYS11, LYS19, GLU120, TYR152, TYR161(Figure 2d) are the interacting residues found in top-ranked docking poses. Nimbin was the top-ranked docking pose with greater binding affinity compared with other ligand structures (Table 3).
Crystal structure of SARS COV-2 helicase NSP13
NSP13 protein was docked against selected ligand structures. Based on the docking score and interacting amino acids confirmed that the ligands are bound well in the active site of the proteins. From all the results Nimbin structure binding affinity better than other ligand structures (Table 3). It may have the inhibitory effect of the NSP13 protein thereby controlling the nCoV19 infection. LYS146, VAL181, LYS192, GLN194, THR214, SER229, MET 233, SER236, ALA237, VAL340, CYS342, ASP344, THR351, LEU363, ARG390(Figure 3e).
Crystal structure of NSP10-NSP16 Complex
NSP10-NSP16 complex was docked against the selected ligand structures and top-ranked docking poses have interacted with the following amino acid residues MET42, ASN43, THR47, HIS48, THR58, PRO59, ASP75, LYS76, ARG86, GLN87, ASN101, TYR132, LYS170, ASN198, SER201, ASN198(Figure 3f). Based on the docking score piperine was found to be a higher score than other ligand structures (Table 3). It may exhibit inhibitory efficacy against the NSP10-NSP16 complex.
Crystal structure of SARS COV-2 ORF3a Protein
ORF3a protein was docked against the selected ligand structures and it bound well in the active site of the protein (ORF3a). Top-ranked docked poses have interacted with the following amino acid residues SER60, ILE63, THR64, LYS66, LYS75, HIS78, ARG122, ASP142, ARG126, ARG122, ASP142, ASN144, TYR189, SER205, TYR206(Figure 2g). Based on the binding affinity quercetin exhibits better binding affinity towards ORF3a protein compared with other ligand structures (Table 3)
Table 3
Molecular docking score and interacting residues for selected target proteins
S.No
|
Ligand Name
|
Binding Affinity KJ/mol
|
PDBID
6wx4
|
PDBID 7C2K
|
PDBID 6w37
|
PDBID 6w6y
|
PDBID 6zsl
|
PDBID 7bq7
|
PDBID 6xdc
|
1
|
Andrographolide (AP1),
|
-6.24
|
-8.17
|
-6.46
|
-6.99
|
-6.83
|
-5.34
|
-6.82
|
2
|
14-deoxy-11,12-didehydroandrographolide(AP3)
|
-6.53
|
-7.69
|
-6.26
|
-7.02
|
-6.39
|
-6.4
|
-7.05
|
3
|
Ascorbic acid
|
-4.64
|
-4.27
|
-3.54
|
-5.57
|
-4.24
|
-4.82
|
-4.02
|
4
|
Cinnamaldehyde
|
-4.75
|
-4.73
|
-5.85
|
-4.82
|
-5.05
|
-5.19
|
-4.12
|
5
|
Curcumin
|
-5.4
|
-7.84
|
-5.17
|
-6.7
|
-7.02
|
-5.66
|
-7.09
|
6
|
Diallylsulfide
|
-3.5
|
-3.36
|
-3.42
|
-3.36
|
-2.8
|
-3.75
|
-3.87
|
7
|
Eugenol
|
-4.54
|
-4.57
|
-4.83
|
-5.46
|
-3.3
|
-4.71
|
-4.39
|
8
|
Gingerol
|
-3.93
|
-5.42
|
-5.05
|
-6.54
|
-4.38
|
-3.58
|
-4.74
|
9
|
Kaempferol
|
-5.76
|
-7.33
|
-5.74
|
-7.35
|
-7.06
|
-5.13
|
-6.75
|
10
|
Nimbin
|
-6.89
|
-8.55
|
-6.03
|
-7.95
|
-8.16
|
-5.65
|
-7.08
|
11
|
Piperine
|
-6.77
|
-7.26
|
-6.6
|
-7.34
|
-6.92
|
-7.1
|
-7.22
|
12
|
Quercetin
|
-5.82
|
-7.16
|
-4.49
|
-7.23
|
-6.95
|
-6.14
|
-7.36
|
13
|
Thymol
|
-4.62
|
-5.12
|
-4.26
|
-6.64
|
-5.28
|
-5.42
|
-5.09
|
14
|
Thymoquinone
|
-4.93
|
-4.84
|
-4.91
|
-6.5
|
-5.03
|
-5.45
|
-4.97
|
15
|
Vasicine
|
-5.25
|
-5.25
|
-5.44
|
-6.17
|
-6.22
|
-5.61
|
-5.25
|
Protein-Protein Interaction Study
Papain Enzyme has interacted with target proteins. Papain enzyme ASN64, TYR61, ARG59, TYR67, GLN112, SER205 interacted with amino acid residues of nCov19papin like protease enzyme TYR137, ARG138, TYR71, LEU16, ASN15. Interacting residues were found in the active site of papain-like protease protein (Figure 3a). In Papain enzyme and RNA dependent, RNA polymerase docking following papain enzyme amino acid residues which are as follows GLN112 and TYR116 have interacted with GLN444 and ALA 443 of RNA dependent RNA polymerase enzyme (Figure 3b).
Papain enzyme ASN117, ARG191, ILE1 made hydrogen bonds with the following amino acid residues from the nCov19 ORF7A which are as follows TYR5, GLU1, PRO9, and HIS58. Interacting residues were in the active sites of the ORF7A protein (Figure 3c).
Papain enzyme SER216, THR223, SER58, GLN116 made hydrogen bonds with the following amino acid residues from the nCoV ORF3A which are as follows THR223, SER216, GLN116, SER58. Interacting residues were in the active sites of ORF3A protein (Figure 3d)
Papain enzyme TYR116, ASN155, TYR59 made hydrogen bonds with the following amino acid residues from the nCoV NSP3 protein which are as follows PHE475, TYR476, GLU591 were in the active sites of NSP3 protein (Figure 3e).
Papain enzyme GLY94, ALA71, TYR96, LEU45, LYS93 made hydrogen bonds with the following amino acid residues from the nCoV NSP10-NSP16 protein which are as follows ASP106, ARG86, ALA83, GLN87, ALA107, LYS38 were in the active sites of NSP10-NSP16 protein. (Figure 3f).
Papain enzyme TYR61, ARG59 made hydrogen bonds with amino acid residues from the nCoV NSP3 protein which are as follows VAL49, GLY 48. Interacting residues were found in the active site of the target protein (Figure 3g).
Table 4
Protein-Protein interactions scores
S.No
|
Protein-Protein Name
|
Electrostatics
|
Desolvation
|
VdW
|
1
|
Papain Enzyme with Papain like protease
|
-19.817
|
-16.732
|
41.674
|
2
|
Papain enzyme-RNA polymerase
|
-4.021
|
-33.997
|
25.399
|
3
|
Papain enzyme-ORF7A
|
-7.718
|
-8.886
|
51.944
|
4
|
Papain enzyme-NSP3
|
-19.996
|
-5.998
|
6.178
|
5
|
Papain enzyme-NSP13
|
-4.811
|
-33.826
|
81.689
|
6
|
Papin enzyme- NSP10-NSP16 complex
|
-5.852
|
-32.194
|
23.797
|
7
|
Papain enzyme – ORF3a
|
-2.594
|
-58.224
|
20.159
|
Molecular dynamics simulations interpretation of docked complexes
In the molecular dynamics simulations, we used the RMSD of the backbone to examine whether the system reaches its stability and equilibrium. The prepared complexes were immersed in a periodic water box, ions added to the box and the equilibration was performed at 200 k constantly. The final molecular dynamics was performed for 30ns for all the protein-protein and 50ns for protein-ligand complexes. Figure 4 shows that the RMSD plot for 6w37-9pap complexes (red- protein, black –protein with ligand), its shows the stability of the protein-protein complex.
The RMSD of the 6w37-piperine complex shows the stable conformation after 25ns from starting point of the stimulation and it represents the steady-state up to 50ns (Figure 5 (a)). The RMSF of the protein and ligand plot shows the local characteristic changes and positions (Figure 5(b),(c)). Protein secondary structures like alpha-helix and beta-strands were interpreting throughout the simulations, alpha helices highlighted with red color and blue color indicates the beta-strands, and SSE plots show the residue index throughout the simulation (Figure 5 (d)). From the SSE plots, the residue index shows beta-strands completely. The protein-ligand contacts (Figure 5 (e)) show the bond interaction with the residues, hydrophobic interactions found with HIS4, VAL14, LEU15, LEU16, PHE48, TYR60, LEU62 residues. The hydrogen bond interactions were found with GLN6, LYS17, GLN61 residues, and only one water bridge was found with LYS17 and no ionic interactions were found between the protein-ligand.
The RMSD of the nsp16-piperine complex shows the stable conformation after 30ns from starting point of the stimulation and it represents the steady-state up to 50ns (Figure 6 (a)). The RMSF of the protein and ligand plot shows characteristic changes and positions (Figure 6(b),(c)). Protein secondary structures like alpha-helix and beta-strands were interpreting throughout the simulations, alpha helices highlighted with red color and blue color indicates the beta-strands, and SSE plots show the residue index throughout the simulation (Figure 6 (d)). From the SSE plots, the residue index shows beta-strands and alpha helices equally found. The protein-ligand contacts (Figure 6 (e)) show the bond interaction with the residues, hydrophobic interactions found with PRO80, LEU100, MET131, PHE149 residues. The hydrogen bond interactions found with ASN43, GLY71, ALA72, GLY73, GY81, ASP99, LEU100, ASN101, ASP114, CYS115, ASP30, TYR132 residues, water bridges found with ASN43, LYS46, HIS69, PHE70, ALA72, GLY73, SER74, ASP75, LYS76, THR82, ASP98, ASN101, ASP114, ASP115, ASP130, MET131, ASP133, LYS135, LYS170, ASN297, and ionic interactions found with LYS46, ASP130, ASP133 residues.