Interaction of compounds of Cordyceps and Mpro
In order to investigate the inhibitory effect of compounds of Cordyceps against SARS-CoV-2, the interactions of ten compounds with a different skeleton (Fig. 1) with Mpro were first analyzed.
Among the compounds, cordycepin (2) showed the strongest PLP score of 52.02 followed by 2´-deoxyuridine (6) (48.81) and 2´-O-methyl-adenosine (3) (48.54). Adenosine (1), xanthosine (4), and uridine (5) also showed affinities with Mpro with PLP scores of 45.69, 45.05, and 45.86, respectively. However, cordyrrole A (9), uracil (7), and nicotinamide (8) showed relatively weak affinities (< 40.0). The study showed several active site residues, M49, P52, and R188, which facilitate the ligand binding within the active site of Mpro, prominently involved in making hydrogen bonds with cordycepin (Fig. 2 and Table 1). The Cys-His dyad within the active site of Mpro has been well studied to show protease activity. Cordycepin was found to be making Pi-Alkyl interaction with H61 of this catalytic dyad. M49, a member of the substrate union triad 33–34 was also found to make a hydrogen bond with cordycepin. Along with these interactions, several other residues contribute to accommodating the molecules by making hydrophobic or pi-cation interactions (Fig. 2).
Considering the chemical structures of compounds, cordycepin (2) and 2ʹ-O-methyl-adenosine (3) share the same structures as adenosine (1) except for the removal of a hydroxy group (OH) at 3ʹ of ribose or the addition of methoxy group (OCH3) to 2ʹ of ribose, respectively. Xanthosine (4) also has a ribose moiety as adenosine (1) but differs in nucleotide moiety. All these compounds showed strong affinities to Mpro which suggested the importance of ribosyl moiety, as also observed in uridine (5) and 2´-deoxyuridine (6). However, cordycepin (2) and 2´-O-methyl-adenosine (3) showed a stronger affinity to Mpro compared to that of adenosine (1). Similarly, the affinity of 2´-deoxyuridine (6) to Mpro was stronger than that of uridine (5). Therefore, ribose moiety is important for the affinity to Mpro and the removal of hydroxy or the addition of methoxy moiety to ribose increased the affinity. Consistently, the compounds 7–10 without ribose moiety showed relatively weak affinities to Mpro. These results suggested that not only cordycepin but also other compounds of Cordyceps also have an inhibitory effect on Mpro and can be useful as therapeutics against SARS-CoV-2.
Table 1. Detailed interaction of all the compounds within the active site of Mpro.
Compound
|
ClemPLP Score
|
Bond
|
Distance
|
Type
|
Adenosine (1)
|
45.69
|
SER144:HG - C05:O2
|
2.22
|
Hydrogen Bond
|
C05:H12 - GLU166:OE2
|
2.02
|
Hydrogen Bond
|
C05:H13 - PHE140:O
|
2.98
|
Hydrogen Bond
|
C05:H13 - GLU166:OE2
|
1.95
|
Hydrogen Bond
|
HIS172:HD2 - C05:O4
|
2.95
|
Hydrogen Bond
|
C05:H1 - GLU166:O
|
2.54
|
Hydrogen Bond
|
C05:H10 - ASN142:OD1
|
2.65
|
Hydrogen Bond
|
C05:N3 - HIS41
|
4.4
|
Pi-Cation
|
C05 - MET165
|
5.15
|
Pi-Alkyl
|
Cordycepin (2)
|
52.02
|
C06:H13 - MET49:O
|
1.51
|
Hydrogen Bond
|
PRO52:HD2 - C06:O3
|
2.5
|
Hydrogen Bond
|
C06:H6 - ARG188:O
|
1.9
|
Hydrogen Bond
|
C06 - MET165
|
5.4
|
Alkyl
|
HIS41 - C06
|
4.70
|
Pi-Alkyl
|
MET165 - C06
|
4.14
|
Pi-Alkyl
|
C06 - MET165
|
5.13
|
Pi-Alkyl
|
2ʹ-O-Methyl-adenosine (3)
|
48.54
|
SER144:HG - C07:O2
|
2.11
|
Hydrogen Bond
|
C07:H10 - ASN142:OD1
|
1.97
|
Hydrogen Bond
|
MET165:HA - C07:O1
|
2.57
|
Hydrogen Bond
|
Xanthosine (4)
|
45.05
|
C08:H10 - HIS164:O
|
2.09
|
Hydrogen Bond
|
C08:H11 - HIS164:O
|
2.23
|
Hydrogen Bond
|
C08:H3 - GLN189:OE1
|
2.43
|
Hydrogen Bond
|
C08 - CYS145
|
5.03
|
Pi-Alkyl
|
C08 - MET165
|
5.49
|
Pi-Alkyl
|
Uridine (5)
|
45.86
|
SER144:HG - C09:O6
|
2.96
|
Hydrogen Bond
|
CYS145:SG - C09:O6
|
3.43
|
Hydrogen Bond
|
GLU166:HN - C09:O2
|
1.91
|
Hydrogen Bond
|
C09:H10 - PHE140:O
|
2.95
|
Hydrogen Bond
|
C09:H10 - GLU166:OE2
|
1.93
|
Hydrogen Bond
|
C09:H11 - GLU166:OE2
|
1.94
|
Hydrogen Bond
|
HIS172:HD2 - C09:O5
|
2.94
|
Hydrogen Bond
|
2′-deoxyuridine
(6)
|
48.81
|
C10:H11 - THR190:O
|
1.91
|
Hydrogen Bond
|
C10:H12 - THR190:O
|
1.72
|
Hydrogen Bond
|
C10:H2 - ARG188:O
|
2.25
|
Hydrogen Bond
|
C10:H4 - GLU166:O
|
2.97
|
Hydrogen Bond
|
C10:H5 - GLU166:O
|
2.29
|
Hydrogen Bond
|
C10:H9 - THR190:O
|
2.91
|
Hydrogen Bond
|
C10 - MET165
|
4.68
|
Alkyl
|
C10 - MET165
|
4.41
|
Pi-Alkyl
|
Uracil (7)
|
29.54
|
C12:H3 - GLN189:OE1
|
2.22
|
Hydrogen Bond
|
C12:H4 - HIS164:O
|
1.96
|
Hydrogen Bond
|
ASP187:HA - C12:O1
|
2.89
|
Hydrogen Bond
|
HIS41:NE2 - C12
|
4.59
|
Pi-Cation
|
HIS41 - C12
|
4.31
|
Pi-Pi Stacked
|
C12 - MET49
|
4.93
|
Pi-Alkyl
|
Nicotinamide (8)
|
36.39
|
C03:N1 - ASP187:OD2
|
5.08
|
Attractive Charge
|
C03:H6 - HIS164:O
|
1.64
|
Hydrogen Bond
|
C03:H3 - ASP187:O
|
2.42
|
Hydrogen Bond
|
C03:H4 - HIS164:O
|
2.57
|
Hydrogen Bond
|
HIS41:NE2 - C03
|
4.69
|
Pi-Cation
|
C03:N1 - HIS41
|
4.00
|
Pi-Cation
|
HIS41 - C03
|
4.18
|
Pi-Pi Stacked
|
C03 - MET49
|
4.62
|
Pi-Alkyl
|
C12 - MET49
|
4.93
|
Pi-Alkyl
|
Cordyrrole A (9)
|
38.35
|
C01:H4 - ASN142:OD1
|
2.20
|
Hydrogen Bond
|
GLU166:HN - C01:O3
|
2.15
|
Hydrogen Bond
|
C01 - CYS145
|
4.90
|
Pi-Alkyl
|
HIS163 - C01
|
5.05
|
Pi-Alkyl
|
2-Hydroxy-1-[1-(2-hydroxyethyl)-1H-pyrrol-2-yl]-ethanone (10)
|
42.68
|
ARG188:HN - C02:O2
|
2.65
|
Hydrogen Bond
|
C02:H8 - ASP187:O
|
2.57
|
Hydrogen Bond
|
C02:H11 - ARG188:O
|
1.80
|
Hydrogen Bond
|
ARG188:HA - C02:O1
|
2.47
|
Hydrogen Bond
|
HIS41:NE2 - C02
|
4.43
|
Pi-Cation
|
C02 - MET49
|
4.86
|
Pi-Alkyl
|
Table 2: The MM/PBSA binding free energy components of Mpro in complex with cordycepin
|
VDWAALS
|
EEL
|
EGB
|
ESURF
|
GGAS
|
GSOLV
|
TOTAL
|
Energy Average (kcal/mol)
|
-20.02
|
39.25
|
-21.54
|
-3.08
|
19.23
|
-24.62
|
-5.39
|
Binding affinity of cordycepin against SARS-CoV-2 M pro mutants
As cordycepin showed the strongest affinity, further studies about the action against SARS-CoV-2 Mpro were conducted. The occurrence of mutation is a common phenomenon in the viral systems, which further challenges vaccine/drug candidate identification 35. The emergence of mutations in SARS-CoV2 Mpro is susceptible to potential drug resistance 36. Therefore, we further studied active site mutations within MPro to confirm the binding affinity of cordycepin against these mutants. As shown in Fig. 3, 10 out of the 14 high-frequency point mutations near the binding pocket of Mpro protease were found in the wild and mutant sequence alignment. Mutations M49I, Y54F, N142S, G143S, S144F/A, C145S, Q189K, Q192T, A193S/T and E166R/N/Q were found within 5Å distance of the ligand pocket.
We further investigate the binding potential of cordycepin against 14 different mutant structures by the clustering of docking results. The top representative binding orientations were broadly clustered into 7 distinct pose clusters (Fig. 4). The largest pose cluster encompassing E166R, C145S, G142S, A193S, and N142S mutations was found with RMSD less than 1Å. The effect of these mutations on the ligand binding is minimal, with no significant changes in the interacting partners (Fig. 5).
MD simulation analysis of cordycepin against SARS-CoV-2 M pro
MD simulation study was also conducted to assess the extent of the interaction of cordycepin with the Mpro. The structures of apo- and cordycepin-bound Mpro were subjected to 100 ns MD simulations and evaluated using various investigational parameters. Then, the thermodynamically stable simulated Mpro-cordycepin complex was compared with the initial docked complex to understand the dynamics of ligand and the secondary structure elements of protein. As shown in Fig. 6, a translational shift in the ligand pose within the binding pocket was observed. In addition, the hyper-flexible linker region surrounding the pocket which lies between D176-T198 and I43-S62 displayed a varying orientation throughout the simulation period. The two hydroxy groups on the tetrahydrofuran on the ligand are more conductively oriented toward the antiparallel β-barrel structure of the catalytic pocket.
RMSD measurement of cordycepin against SARS-CoV-2 M pro
RMSD measures the protein backbone's deviation from its starting structural conformation to its final conformation. These backbone deviations during the simulation period can be used to determine the protein stability concerning its structural conformation 37–38. Therefore, the fluctuation in the Cα backbone of Mpro in the presence and absence of cordycepin was assessed by the backbone RMSD measurement. The backbone of apo and cordycepin bound Mpro reached an equilibrium confirmation after 60 and 70 ns, respectively. The RMSD of both the apo and cordycepin bound structures of Mpro were constant throughout the rest of the period (Fig. 7a). Next, the structural compactness level within the cordycepin unbound and bound structures of Mpro were determined by the radius of gyration (Rg) and SASA analysis 39. The Rg of Cα atoms of the apo and cordycepin bound Mpro during the 100 ns simulation time is shown in Fig. 7b. The Rg of cordycepin bound Mpro was found to be slightly higher than the apo form, which suggests that the apo form of Mpro was somewhat more stable than the cordycepin bound form. Consistent with the results of RMSD and Rg, the SASA plot also showed a slightly higher value for the cordycepin bound structure of Mpro (Fig. 7c). Furthermore, the analysis of RMSD showed a clear difference in the fluctuation of the residues between the cordycepin bound and apo Mpro conformations (Fig. 7d).
Molecular-mechanics Poisson-Boltzmann Surface Area (MM/PBSA) analysis
The molecular-mechanics Poisson-Boltzmann Surface Area (MM/PBSA) method is applied to estimate the difference in the binding free energy of the complex 40. The binding free energy is calculated by considering the vacuum potential energy, solvation-free energy (polar), and solvation-free energy (nonpolar). Polar and nonpolar solvation energy terms were estimated using the Poisson–Boltzmann equation and solvent-accessible surface area (SASA) methods 41–42. The Poisson–Boltzmann equation approximates the electrostatic component of biological macromolecules. It assesses the ligand-binding affinity of the protein, while the SASA method aids in identifying the surface of the protein with van der Waals contact probed by the solvent sphere 43.
The MM/PBSA result suggested the predominance of hydrophobic forces between the ligand and the target protein throughout the simulation time (Table 2). The binding free energy for cordycepin calculated by the Molecular mechanic force field was found to be quite high as -5.39 kcal/mol, probably due to the minor presence of the polar fields in the binding pocket.
Principal component analysis of cordycepin against M pro
Principal component analysis (PCA), a method that accounts for the essential dynamics 44, was employed to investigate the higher atomic motions patterns among all the motions within the cordycepin unbound and bound state of Mpro. Figure 8a shows the conformational sampling of tertiary structure for the apo and cordycepin bound structure in the essential subspace along eigenvectors 1 and 2. It was noticed from PC1 and PC2 projections that the cordycepin bound structure shows a less compact cluster of stable states. The analysis depicts that the cordycepin bound Mpro covers a wide range of phase spaces (higher level of internal motions). This study indicates the apo form of Mpro has comparatively fewer internal motions, indicating higher stiffness and stability of this structure. Additionally, we plotted the free energy landscapes to understand better the apo and cordycepin bound structures of Mpro (Figs. 8b and 8c). The knowledge of the free energy landscape of a protein offers the possibility of characterizing essential structural aspects, including its stability, folding pattern, and molecular recognition 45.
Figure 8. (a) The PCA of the cordycepin unbound and bound complex of Mpro The graphical representation of the free energy landscape of the (b) apo and (c) cordycepin bound complex of Mpro.
Here we analyzed for any differences in the protein-folding patterns in both structures (apo and cordycepin bound). A slight deviation in the projection of free energy was noticed with relatively stable conformation and energetically favored for the apo form of Mpro compared to the cordycepin bound complex. All the investigation clearly indicates that the binding of cordycepin with Mpro slightly perturbs its conformation, subsequently inhibiting its activity.
In vitro evaluation of cordycepin using SARS-CoV-2 infected Vero cells
We analyzed the inhibitory mechanism of cordycepin against Mpro through various analyses and finally tried to prove its efficacy through in vitro evaluation on the Vero cells after SARS-CoV-2 infection and then treated at different concentrations
Cordycepin showed a CC50 of more than 50 µM whereas IC50 value of 29 µM, nearly halfway to its CC50, which is comparable to the referenced drugs, chloroquine, remdesivir, and lopinavir (Fig. 9). The immunofluorescent staining of Vero cells treated with cordycepin clearly shows complete inhibition at 50 µM and partial inhibition a 25 µM; as no green staining was observed for Alexa-four-488 tagged viral nucleocapsid protein (Fig. 9). Our findings could be further authenticated using appropriate in vivo animal models and other subsequent methods to provide additional therapeutic routes.