Virtual screening
All 58 allergen fragrance molecules were docked to four target proteins using Vina and Molegro Virtual Docker. Results of these in slico experiments tabulated and ranked according to the binding affinities (data presented in supplementary materials Table S1 and Table S2). Results were compared with the five molecules (Artemisinin, Favipiravir, Hydroxychloroquine, Nigellidine, and Remdesivir) reported in the literature with the potential to be a drug against COVID-19. For Vina docking binding affinity of -6.5 kcal/mol was used as a cut-off. On the other hand, MVD presents two docking scores Moldock score and Rerank score. According to the literature, the re- rank score was preferred to compare binding affinities. For this software, -60 AU. was used as a cut-off score. To present molecules that can satisfy both cut-off scores, we generated XY scatter plots for all the molecules docked to four target proteins (Figures 1-4).
When the Vina results with BRD2 protein were analyzed, seven out of 58 allergen fragrance molecules and only 3 out of five selected molecules had binding affinities ≤ -6.5 kcal/mol. The best binding score in this experiment was for Nigellidine with -8.20 kcal/mol binding affinity, followed by Benzyl Cinamate with -7.30 kcal/mol, Benzyl Salicylate with -7.20 kcal/mol and Benzyl Benzoate with -6.98 kcal/mol. Artemisinin and Remdesivir had -6.98 and -6.90 kcal/mol affinity to BRD2, respectively. Allergen fragrance molecules; Galaxolide (-6.95 kcal/mol), Lyral (-6.79 kcal/mol), Beta Caryophylene (-6.60 kcal/mol) and 3-propylidene Phthalide (-6.50 kcal/mol) also showed good binding affinities. When the MVD scores were analyzed, 6 out of 58 allergen fragrance molecules and 3 out of 5 selected molecules, namely Remdesivir, Hydroxychloroquine, Nigellidine, Lyral, Hydroxycitronellal, Benzyl Cinnamate, Farnesol, Alpha Amyl Cinnamaldehyde, and Alpha Hexyl Cinnamaldehyde satisfied the cut-off. There were only four molecules that had a good binding affinity in both docking software; Remdesivir, Nigellidine, Lyral, and Benzyl Cinnamate, as presented in figure 1.
Docking results using Main Protease (Mpro) as target protein showed that five out of 58 allergen fragrance molecules had binding affinities equal to or lower than -6.5 kcal/mol. Besides the Lyral (-6.73 kcal/mol) and Galaxolide (-6.60 kcal/mol) that had good predicted binding to BRD2; Vertofix (alpha Acetyl Cedrene) (-6.63 kcal/mol), Dihydroambrettolide (-6.50 kcal/mol), and Sclareol (-6.50) had been predicted to bind to Mpro. Out of the five selected potential drugs Nigellidine (-7.40 kcal/mol), Artemisinin (-7.20 kcal/mol), and Remdesivir (-6.65 kcal/mol) were binding better than the cut-off. On the other hand, MVD results showed 29 molecules passing the cut-off. When we analyzed the molecules that satisfy both cut-offs, we saw three of the allergen fragrance molecules Lyral, Galaxolide, and Sclareol, while only two of the five selected molecules Nigellidine and Remdesivir satisfy these criteria (Figure 2).
Unlike BRD2 and Mpro, none of the tested molecules had binding affinities lower than -6.5 kcal/mol to Nucleocapsid protein. The best binding compounds we tested were Artemisinin and Dihydroambrettolide, both with approximately -6 kcal/mol binding affinity. On the other hand, MVD scores showed 10 of the allergen fragrance molecules, and three of the selected drug candidates, including Artemisinin, Favipiravir, and Hydroxychloroquine, passed the cut-off. When we analyzed figure 3 for the molecules that satisfy both criteria, we see that none of the tested molecules pass our elimination, thus for further docking experiments, Nucleocapsid was not considered as a potential target for allergen fragrance molecules.
Similar to Nucleocapsid, docking experiments between the Receptor Binding domain and allergen fragrance molecules did not result in promising binding affinities. While five molecules hardly had satisfactory scores following MVD, only Remdesivir satisfy both of our cut-offs (Figure 4). That is why, like Nucleocapsid, we conclude that the receptor binding domain is not a potential target for allergen fragrance molecules.
Flexible Docking
For the ten selected allergen fragrance molecules and five molecules (Artemisinin, Favipiravir, Hydroxychloroquine, Nigellidine, and Remdesivir) presented in the literature with a potential to be a drug against COVID-19, binding pocket amino acids of BRD2 and MPro proteins were picked to be flexible during Vina simulations. Binding affinities of these 15 molecules were calculated and presented in table 2.
Table 2: Binding affinities of the 15 molecules used in flexible docking studies (kcal/mol)
|
BRD2
|
Mpro
|
|
Lowest
|
Mean
|
SEM
|
Lowest
|
Mean
|
SEM
|
3-PROPYLIDENE PHTHALIDE
|
-6.7
|
-6.63
|
0.07
|
-7.0
|
-6.83
|
0.09
|
BENZYL BENZOATE
|
-8.1
|
-7.95
|
0.10
|
-6.3
|
-5.83
|
0.17
|
BENZYL CINNAMATE
|
-8.3
|
-8.30
|
0.00
|
-6.8
|
-6.65
|
0.07
|
BENZYL SALICYLATE
|
-8.1
|
-7.88
|
0.09
|
-6.9
|
-6.70
|
0.07
|
BETA CARYOPHYLLENE
|
-7.4
|
-7.40
|
0.00
|
-5.4
|
-5.33
|
0.03
|
DIHYDROAMBRETTOLIDE
|
-8.0
|
-7.83
|
0.17
|
-7.1
|
-6.97
|
0.09
|
GALAXOLIDE
|
-8.6
|
-8.40
|
0.10
|
-7.4
|
-7.37
|
0.03
|
LYRAL
|
-6.8
|
-6.63
|
0.06
|
-6.7
|
-5.58
|
0.39
|
SCLAREOL
|
-7.5
|
-7.37
|
0.07
|
-8.0
|
-7.73
|
0.15
|
VERTOFIX (ALPHA ACETYL CEDRENE)
|
-6.9
|
-6.77
|
0.09
|
-7.2
|
-7.00
|
0.12
|
Artemisinin
|
-7.9
|
-7.75
|
0.09
|
-7.4
|
-7.15
|
0.13
|
Favipiravir
|
-6.0
|
-5.75
|
0.22
|
-6.0
|
-5.50
|
0.30
|
Hydroxychloroquine
|
-7.1
|
-6.85
|
0.10
|
-6.6
|
-6.30
|
0.12
|
Nigellidine
|
-8.8
|
-8.50
|
0.18
|
-8.3
|
-7.83
|
0.21
|
Remdesivir
|
-8.9
|
-8.50
|
0.16
|
-8.4
|
-8.10
|
0.18
|
Flexible docking results showed that Nigellidine and Remdesivir had very good binding affinities against both target proteins BRD2 and MPro. The other three drugs re-tested in our docking studies showed binding affinities higher than -8 kcal/mol. Though Artemisinin was very close to the -8 kcal/mol cut-off, Favipiravir and Hydroxychloroquine showed binding affinities suggesting that the target for these molecules is unlikely the two proteins we used in this study. Five out of ten allergen fragrance molecules tested had binding affinities -8 kcal/mol or better to BRD2. Suggesting that, these molecules could tightly bind to BRD2. Especially Galaxolide, (which is a trade name of International Flavors & Fragrances company) had comparable binding affinities to Nigellidine and Remdesivir, suggesting that it might be a good candidate.
On the other hand, only one allergen fragrance molecule Sclareol showed low binding affinity (-8 kcal/mol) to MPro with the two drug candidates Nigellidine and Remdesivir that had binding affinities -8.3 and -8.4 kcal/mol, respectively.
When the interacting amino acids analyzed using Ligplot+ software, that generate diagrams of protein-ligand interactions [33], we see that same or similar amino acids of the target proteins interact with the allergen fragrance molecules and drug candidates suggesting that they have the same binding pocket with similar binding affinities (supplementary figure 1).
Figure 5 shows the interacting amino acids of BRD2 with Galaxolide, Nigellidine, and Remdesivir. Unlike Remdesivir and Nigellidine, Galaxolide is missing a hydrogen bond with BRD2. However, it had good hydrophobic interactions with 11 amino acids in the binding pocket. On the other hand, Nigellidine had two, and Remdesivir had one possible hydrogen bond with the target protein.
Similarly, when we analyzed the interactions with Mpro, we see that Sclareol share interactions with ten amino acids that had potential connections with the drug candidates Remdesivir and Nigellidine (Figure 6). It showed proximity and possible hydrogen bond with Met165, Asp187, Arg188, Thr190, and Gln192.
Flexible docking simulations suggested that allowing more degree of rotational freedom around the binding site permits the molecules to bind with better affinities to the target proteins. Further docking studies using Molecular dynamic or/and Montecarlo simulations could lead to more accurate binding calculations. However, in this study, we aimed to quickly scan many candidate molecules and identify potential lead compounds that would be further tested by in vitro and in vivo experiments.
AutoDock
Following the virtual screening studies carried out, the selected 15 molecules were used in AutoDock simulations. When the binding affinities obtained were sorted, we see that Remdesivir had very good binding to BRD2 with -9.58 kcal/mol binding affinity (Table 3). Subsequently, Hydroxychloroquine, Nigellidine, and Artemisinin with -7.74, -7.50 and -7.33 kcal/mol, respectively. Similar to flexible docking, Galaxolide had one of the best binding affinities among the allergen fragrance molecules with -7.27 kcal/mol potential binding affinity. The lowest binding affinity calculated for Benzyl Cinnamate was -7.35, while the average for four separate dockings was -7.16 kcal/mol.
Table 3: Binding affinities of the 15 molecules used in AutoDock studies (kcal/mol)
|
BRD2
|
Mpro
|
|
Mean
|
Lowest
|
Mean
|
Lowest
|
3-PROPYLIDENE PHTHALIDE
|
-6.65
|
-6.66
|
-5.64
|
-5.65
|
BENZYL BENZOATE
|
-6.73
|
-6.87
|
-6.22
|
-6.36
|
BENZYL CINNAMATE
|
-7.16
|
-7.35
|
-6.62
|
-6.65
|
BENZYL SALICYLATE
|
-6.40
|
-6.81
|
-6.07
|
-6.43
|
BETA CARYOPHYLLENE
|
-6.24
|
-6.24
|
-6.38
|
-6.38
|
DIHYDROAMBRETTOLIDE
|
-7.21
|
-7.22
|
-7.13
|
-7.14
|
GALAXOLIDE
|
-7.27
|
-7.27
|
-7.07
|
-7.08
|
LYRAL
|
-5.91
|
-6.16
|
-6.07
|
-6.48
|
SCLAREOL
|
-6.84
|
-6.94
|
-8.06
|
-8.89
|
VERTOFIX (ALPHA ACETYL CEDRENE)
|
-6.32
|
-6.40
|
-7.87
|
-7.88
|
Artemisinin
|
-7.32
|
-7.33
|
-7.04
|
-7.04
|
Favipiravir
|
-4.77
|
-4.83
|
-4.74
|
-4.86
|
Hydroxychloroquine
|
-7.59
|
-7.74
|
-6.51
|
-6.51
|
Nigellidine
|
-7.50
|
-7.50
|
-7.12
|
-7.12
|
Remdesivir
|
-9.34
|
-9.58
|
-7.73
|
-7.73
|
Similar to BRD2, Remdesivir had the best binding to MPro among the drug candidates reported in the COVID-19 literature. However, unlike BRD2, some of the tested allergen fragrance molecules, namely Sclareol and Vertofix, had batter binding affinities to MPro then the five drug candidates used in this study with -8.89 and -7.88 kcal/mol, respectively (Table 3).
The binding poses for all the tested molecules were analyzed using autodock tools, and screenshots were recorded to visualize the possible interacting residues (supplementary figure 2). When we compare Benzyl Cinnamate, Galaxolide, Nigellidine, and Remdesivir docking pose on BRD2, we see that many of the binding pocket residues had proximity to the ligand molecule as expected (Figure 7). Asn424 showed potential hydrogen bonding with Benzyl Cinnamate and Remdesivir.
The top-scored two drug molecules and two allergen fragrance molecules were posed on Mpro, similar to the BRD2 docking. Results indicate that His41, Met165, and Arg188 were shared by all four ligands, whereas Remdesivir and Nigellidine have some unique interacting residues (Figure 8). Different from the other three, Sclareol likely to interact with Leu167 and Pro168.
These results suggest that allergen fragrance molecules had good if not better binding affinities to BRD2 and MPro target proteins compared to the five drug molecules tested. The binding pocket and possibly the interacting residues with the ligands were shared in most cases, while some unique residues specific for individual ligands were identified.