Literature DB >> 27995961

Potential New H1N1 Neuraminidase Inhibitors from Ferulic Acid and Vanillin: Molecular Modelling, Synthesis and in Vitro Assay.

Maywan Hariono1, Nurshariza Abdullah2, K V Damodaran1, Ezatul E Kamarulzaman1, Nornisah Mohamed1, Sharifah Syed Hassan3, Shaharum Shamsuddin2, Habibah A Wahab1,4.   

Abstract

We report the computational and experimental efforts in the design and synthesis of novel neuraminidase (NA) inhibitors from ferulic acid and vanillin. Two proposed ferulic acid analogues, MY7 and MY8 were predicted to inhibit H1N1 NA using molecular docking. From these two analogues, we designed, synthesised and evaluated the biological activities of a series of ferulic acid and vanillin derivatives. The enzymatic H1N1 NA inhibition assay showed MY21 (a vanillin derivative) has the lowest IC50 of 50 μM. In contrast, the virus inhibition assay showed MY15, a ferulic acid derivative has the best activity with the EC50 of ~0.95 μM. Modelling studies further suggest that these predicted activities might be due to the interactions with conserved and essential residues of NA with ΔGbind values comparable to those of oseltamivir and zanamivir, the two commercial NA inhibitors.

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Year:  2016        PMID: 27995961      PMCID: PMC5171792          DOI: 10.1038/srep38692

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


In the last decade, the world was threatened with the emergence of pandemic influenza virus. A highly pathogenic influenza (H5N1) transmission from birds to human that resulted in 43 deaths in Vietnam, Indonesia, China, Cambodia and Thailand shocked the world in 20051. More deaths were reported in the subsequent years and the threat of H5N1 was further compounded by the emergence of H1N1 pandemic in 20092. The World Health Organization (WHO) confirmed that the pandemic spread to over 220 countries with more than 39 million cases and 15,417 deaths worldwide as reviewed3. There are vaccines to prevent the influenza infection and antiviral drugs for the treatment are also available. However, the existing vaccines have been mostly ineffective due to the emergence of mutations4. The use of M2 channel blockers such as amantadine and rimantadine has been limited due to drug resistance problems and side effects. Thus, the current frontline drugs for influenza infection have been limited to neuraminidase inhibitors such as oseltamivir (OTV) and zanamivir (ZNR). Neuraminidase (NA), a surface glycoprotein vital for the viral replication is an important target for anti-influenza drug5. Although ZNR is highly effective, its inhalational delivery67 is not very attractive as oral delivery (via capsule/tablet) is generally more preferable. OTV overcomes this limitation, but the production cost is quite high as it relies on the expensive starting material, shikimic acid8. Furthermore, the currently circulating clinical H274Y H1N1 mutant is quite resistant to OTV910 and this might be one of the reasons for the fast track approval for laninamivir11. Many efforts have been made to discover new NA inhibitors with various scaffolds, including aromatic1213, dihydropyrane1415, cyclopentane16, cyclohexene1718, pyrrolidine19 and others20. There are also many natural product compounds reported to have anti-NA activity21. In our recent virtual screening study, we identified Garcinia mangostana among the five Malaysian plants that have anti-H5N1 NA activity22. In the initial phase of our study, we managed to isolate ferulic acid (FA) from G. mangostana which demonstrated a sensible inhibition toward H1N1 NA with an IC50 of 140 μM. However, in the subsequent extraction, we failed to reisolate the compound. Since FA was not ranked in our top 100 virtual hits, and it is commercially available, we did not pursue with the isolation. Instead, we decided to perform a thorough molecular modelling to understand better its binding to the NA in our quest to design and synthesize potential analogues as NA inhibitors. The structure of FA comprises three functional groups which could probably contribute to the interaction with H1N1 NA, i.e. the carboxylate, hydroxy, and methoxy groups. Furthermore, the ring system of this aromatic compound is more planar than that of shikimic acid of OTV. Conformationally flexible compounds in a free state lose energy upon binding to the macromolecule. Introduction of a planar aromatic structure will reduce the flexibility of a compound and will not lose as much entropy upon binding. This favourable entropy generally increases ligand-receptor binding affinity. Furthermore, the prevalence of aromatic in drug molecules has been attributed to a feasible synthesis. Making compounds with aryl-aryl systems are more time and cost effective as reviewed23. Thus, we found that FA to be an interesting scaffold for further designs of novel NA inhibitors. Ferulic acid has a highly correlated structure with vanillin, VN. It can be prepared synthetically by reacting VN and malonic acid. Vice versa, VN can be produced by hydrolysing FA at certain condition242526. In this present study, the goal is to synthesise analogues from FA and VN to produce potential NA inhibitors aided by molecular docking. The inhibition of H1N1 NA was validated using the in vitro enzymatic and viral inhibition studies. It is hoped that the results from this study would provide an insight into the design of novel and more potent NA inhibitors.

Results and Discussion

Molecular Modelling

The docking protocol was validated by redocking oseltamivir, OTV to its co-complex 2009 H1N1 NA crystal structure (PDB ID: 3TI6)27. The result showed that the redocked OTV pose was similar to the crystallographic pose with an RMSD of 0.515 Å (see Fig. 1) indicating that the AutoDock docking parameters used are applicable to this system. Figure 2 showed the structures of the currently well-known neuraminidase inhibitors Oseltamivir (OTV), Zanamivir (ZMR) and 2-deoxy-2,3-didehydro-N-acetylneuraminic acid or Neu5Ac2en (DANA) as well as Ferulic acid (FA) and Vanillin (VN). For ease of comparison, the six carbon atoms in the benzene ring are numbered in correspondence to the carbon atoms of the alicyclic ring (of the shikimic acid scaffold) of OTV.
Figure 1

Superimposition of the docked and crystallographic oseltamivir poses (grey and yellow carbons, respectively) showing that the interacting residues are identical for both poses.

Figure 2

Proposed NA inhibitors (FA, VN and 3-guanidino-FA) and NA Inhibitors (OTV, ZNR and DANA), β–unsaturated bond, hydrophobic and basic functional groups are colored by red, blue and green, respectively. The structures were drawn using ChemDraw Ultra 8.0 (www.chembridgesoft.com).

FA has a ring structure similar to OTV, despite its ring structure is planar and aromatic as opposed to non-planar cyclohexene ring of OTV. Both FA and OTV have alkoxy group (methoxy in FA and isopentoxy in OTV) at C1. This feature is suggested to interact with the nonpolar side chains of Ile222, Arg224 and Glu276 in the hydrophobic pocket of NA28. At C5, there is also a similar feature between FA and OTV in term of the presence of carboxylate group (FA–propenoate and in OTV–methanoate) which may contribute to either electrostatic or hydrogen bond interactions (HBA/HBD). The hydrophobic character of acetamido in OTV at C2 position is necessary to interact with the Trp178’s indole side chain. In contrast, at this C2 position, FA has a hydrophilic character (OH group). The basic character of the amino group in OTV at position C3 is suggested to fit into the acidic pocket near the 150-loop, which also plays an essential role in NA’s activity29. However, there is no basic character at the corresponding position in FA. Therefore, slight structural modifications of ferulic acid are predicted to improve the FA activity. Introducing an amino substituent of FA with a guanidino group is believed to improve the in vitro NA inhibition as exemplified by the rationale for designing ZNR from DANA (Neu5Ac2en), see Fig. 2. ZNR has Ki of 250 magnitudes lower than its analogue 4-amino-DANA30. It was further shown that ZNR with its guanidino group was able to lock the acidic pocket by interacting with Asp151 near 150–cavity more intensively than OTV31. This shows how important the guanidino group in NA inhibition which prompted us to introduce a guanidino group at the position C3. We next performed molecular docking of FA, VN and 3-guanidino-FA along with OTV, ZNR and DANA onto the NA crystal structure in order to understand their neuraminidase inhibition. Figure 3 shows the docking poses of the six ligands. As predicted, introducing a guanidino group at C3 (3-guanidino-FA) increased the binding affinity toward NA with the calculated free energy of binding, ΔGbind = −11.31 kcal/mol which is far more favorable compared to its parent compound, FA (−7.05 kcal/mol), OTV (−8.14 kcal/mol), ZNR (−9.04 kcal/mol), and DANA (−6.31 kcal/mol). However, there is a limitation of molecular docking, ΔGbind is thus, not the only key point we consider in determining how good the ligand is docked into the enzyme’s active pocket. The molecular interaction with the essential amino acid residues was also considered to verify whether the ligand is docked in a favorable conformation32.
Figure 3

Predicted docking pose of FA, VN and 3-guanidino-FA in comparison with the existing inhibitors OTV, ZNR and DANA onto the NA active site (PDB ID: 3TI6).

Most of these ligands except VN, docked with similar conformations by interacting with conserved amino acid residues such as Arg118, Arg152, Arg292, Arg371, Trp178 and Tyr406. However, the predicted pose of VN showed that it bound outside of the NA’s active site, but the O-carbonyl was still capable of forming a hydrogen bond with Arg371. VN molecule is quite small, thus it would be easily bound in the NA active site. However, the absence of ionizable group in vanillin will result in vanillin to lose interaction with the Arg triad residues. Introduction of a guanidino group promote the interaction of vanillin with the Arg triad residues at the active site through hydrogen bonding or electrostatic interaction as observed in MY21. Additional H-bond interactions were formed by OTV (Glu119 and Asp151), ZNR (Asp151 and Glu276), DANA (Asp151 and Glu277), and 3-guanidino-FA (Glu227). In this study, although 3-guanidino-FA has the lowest ΔGbind, the introduction of a guanidino group at C3 is not strong enough to move the ligand closer to the acidic pocket near 150-loop. Based on the lesson learned from OTV’s discovery, increasing the hydrophobic character of FA at C2 might further increase the interaction with this 150-loop. Consequently, the hydroxy group at C2 was substituted with two different alkyl groups, i.e. ethyl ether (in compound MY7) and isopropyl ether (in MY8) with the aim to increase the hydrophobic interaction with the corresponding amino acid residues such as Arg224 and Trp178 (see Fig. 4). This results in a closer proximity of guanidino group at C3 to acidic pocket near 150-loop.
Figure 4

The binding site of MY7, Gbind = −7.79 kcal/mol and MY8, Gbind = −8.14 kcal/mol, on NA’s active site.

Figure 4 shows the binding of MY7 and MY8 to the NA’s active site. Both compounds were observed to have similar binding orientation and formed hydrogen bonds with Arg118, Asp151, Arg152, Glu227, and Arg371. The guanidino group at C3 formed H-bonds with the negatively charged amino acid residues (i.e Asp151 and Glu227,) and an additional H-bond with Arg152. The H-bond angle between the oxygen of the carboxylic acid of the MY7 and MY8 and H-N-Arg371 residue deviated about 9 to 13° less than that of OTV (118°) resulting in the loss of Arg292 interaction. However, this carboxylate group was still able to interact with Arg118 and Arg371. In addition, the methoxy (both MY7 and MY8) at C1 position, ethyl ether (MY7) and isopropyl ether (MY8) at C2 position, shifted closer to Arg224 and Trp178 which may stabilize the surrounding H-bond interactions. Although MY7 and MY8 have similar binding modes, replacing the linear alkyl chain with the bulky isopropyl group resulted in a stronger hydrophobic interaction which is reflected in the calculated ΔGbind (MY7: −7.79 kcal/mol while MY8: −8.14 kcal/mol). The ΔGbind of both MY7 and MY8 are lower than DANA (−6.31 kcal/mol) but these energies are more comparable with OTV (−8.14 kcal/mol) and ZNR (−9.04 kcal/mol). Although the loss of interaction with Arg292 decreased the ΔGbind, the conformations of MY7 and MY8 are more favorable than DANA due to their capability to move closer to 150 pocket to interact with Asp151, mimicking the binding mode of OTV and ZNR33. Unfortunately, the synthesis of MY7 and MY8 could not be achieved despite several attempts due to the high impurities present in every single step of the reaction. However, the three intermediate compounds were successfully characterised, i.e. MY1–3 (see Figure S1 of Supporting Information (SI)) and they too were investigated for possible NA inhibition. The intermediate compounds (MY4–6) were also unsuccessfully isolated. Docking investigation (see Figure S2 of SI) showed that the carboxylate in MY4 and its ester form in MY5 dominantly orientated to the arginine triad rather than the acidic pocket. Interestingly, MY6 could cover almost all residues in the known favorable binding site including the arginine triad, Asp151, Arg152 and Tyr406. The higher ∆Gbind (less negative value) of the ligand, the weaker the affinity of the ligand to the active site of the receptor. Here, MY6 has ∆Gbind of −6.43 kcal/mol which is higher than MY4–5 (−8.88 and −8.66 kcal/mol, respectively). The intermediate compound with the nitro group at C3 position, MY1, correlated to 4-(acetylamino)-3-hydroxy-5-nitrobenzoic acid, also known as BANA34, which is an aromatic NA inhibitor with a nitro substituent at C3 of benzoic acid scaffold. The contribution of this group was not elucidated but its ionic state could be associated with the optimum pH for ligand-protein binding35. The ester group in MY2 and MY3 was introduced as a protecting group to the carboxylate group of MY1. Closer inspection however, revealed that this could be correlated with OTV in its ester form. This provided us the opportunity to modify MY2 by increasing the alkyl chain length of the ester group started from methyl, ethyl, propyl and butyl-ester; MY9–12, without the nitro group at C6; MY13–15, with nitro group at C6 (see Figure S3 of SI). In MY3, the isopropyl ether or OCH(CH3)2 group substituted the OH group at C2. Inspired by the desired compounds, MY7 and MY8 which have a hydrophobic group at this position, we attempted to replace the OH group with diverse substituted benzenesulfonyloxy groups to increase the hydrophobic character of the compounds (MY16–20). Table 1 showed the structure of MY1–23 and the corresponding free energy of binding predicted by molecular docking.
Table 1

List of ΔGbind of FA, VN and MY1-23 as calculated using molecular docking.

LigandΔGbind (kcal/mol)LigandΔGbind (kcal/mol)LigandΔGbind (kcal/mol)
MY1−7.07MY10−5.96MY18−7.77
MY2−6.63MY11−6.23MY19−7.90
MY3−7.31MY12−6.25MY20−8.50
MY4−8.88MY13−6.44MY21−6.09
MY5−8.66MY14−6.70MY22−5.87
MY6−6.43MY15−7.03MY23−5.42
MY7−7.79MY16−7.32FA−7.05
MY8−8.14MY17−7.45VN−5.35
MY9−6.01    
Vanillin was found active in the NA enzymatic assay (see Table 2). Since the main scaffold of VN is similar to FA, we also explored the possibilities of vanillin derivatives to be applied as NA inhibitors. Addition guanidino at C3 position yielded compounds MY21, (see Figure S4 of SI). Alternative to a guanidino group, (hydrogen bond acceptor) features could be achieved with OH and aminoethanol group. MY21 can cover the arginine triad pocket as well as the acidic pocket. In addition, the guanidino group also formed interaction with glutamine residues at positions 227 and 277 which are also essential for the enzyme’s activity (see Fig. 5a).
Table 2

The IC50 and estimated experimental ΔGbind values of ferulic acid, vanillin and their derivatives against H1N1 NA.

Figure 5

The docked poses of (a) MY21 and (b) MY22 and MY23 onto NA’s active site with the carbons colored gray (MY22) and yellow (MY23).

A hydroxy group is also present in DANA and aminoethanol should possess the HBA/HBD (hydrogen bond donor) character like the guanidino group needed to lock the acidic pocket. The substitution of VN with either OH (MY23) or aminoethanol (MY22) at C3 was rationalised as these two functional groups can work as either HBA or HBD as guanidino. Additional aminoethanol also allowed MY22 to be docked into the active site but resulted in the OH group at C3 of MY23 to flip out from the active site. However, MY23 was still able to make a contact with Arg371 via the carbonyl group of the corresponding amino acid (see Fig. 5b). In general, based on the docking results, all models (MY1–23) were predicted to have moderate to strong inhibitory activities thus provide a good rationale for the compounds to be synthesised and evaluated for their activities in vitro (see Table 2).

H1N1 Neuraminidase Inhibition and Antiviral Assay

In the synthesis, two byproducts were successfully isolated and characterised during the preparation of MY1. They were ferulic acid with nitro and amino substituents at C6 and C3 positions, respectively. Here, we include those two byproducts (encoded as MY24 for the nitro substituent and MY25 for the amino substituent) and also two starting materials (FA and VN) for the H1N1 neuraminidase studies. In total, there were 22 compounds tested against H1N1 NA. Seventeen compounds (MY1–3, MY9–22) were synthesised in our laboratory, two compounds (MY24 and MY25) were collected as the byproducts, while FA, VN and MY23 (3-hydroxyvanillin) were commercially obtained. The initial screening showed that MY23 have high inhibition towards the enzyme at a concentration of 125 μg/mL (Figures S5 and S6 of SI) and IC50 of 68 μM (see Table 2). The starting material, FA showed 86% inhibition at 125 μg/mL demonstrated that even without any functional group modification, the scaffold itself was able to inhibit the NA activity. However, due to its small size (low molecular weight), the IC50 is considered high, i.e. 140 μM (see Table 2). The nitration of FA at C3 (MY1) increased slightly the enzyme inhibition (IC50 of 127 μM). Incidentally, the reactions yielded two byproducts, i.e., MY24 and MY25. MY24 is a geometric isomer of 6-nitro-FA while MY25 is the reduced form of MY1 (3-amino-FA). This isomer apparently decreased the activity significantly as shown by its IC50 of 489 μM indicating that the structural configuration also influences the ligand-enzyme interaction. Although the difference between the two isomers was slight, it could significantly change the binding mode toward the enzyme or receptor. Compounds MY3, MY9 and MY25 also showed good activities towards the inhibition of H1N1 NA with IC50 value of 90, 191 and 147 μM, respectively. MY3, which has substitutions of a nitro group at C3, an isopropyl ether at C4 as well as an ethyl ester at C5 position showed the best IC50 amongst all the derivatives of FA. In general, vanillin derivatives showed activities in the enzymatic assay better than the ferulic acid derivatives. Two of the three vanillin derivatives showed IC50 < 100 μM. Vanillin with guanidino group (MY21) attached to C3 position was found to show the best IC50 (50 μM) reflecting the vital role of this particular functional group in NA inhibitor as previously demonstrated by the structure of zanamivir. The estimated experimental binding free energy has been calculated using the formula ΔG = −RTlnIC50 (see Table 2). The ΔGbind calculated by docking has no significant different with the estimated experimental ΔGbind, therefore, the activity of compounds against NA was determined properly. The ΔGbind of both calculated and estimated experimental was maintained at range 4–8 kcal/mol and 3–5 kcal/mol, respectively. Four compounds i.e. FA, VN, MY3, MY21 and MY23 that showed the lowest IC50 from the neuraminidase inhibition assay were checked for their toxicity on the MDCK cells. Compound MY15 was also selected and purposely used as the negative control as the IC50 of >1 mM in the H1N1 NA the neuraminidase inhibition can be regarded as low or no activity. MY23 was excluded from the subsequent antiviral assay as it showed a significant reduction in cell viability (CC50 = 601 μM). Half maximal effective concentration (EC50) was determined from the plot of inhibition percentage against Log10 concentration (see Fig. 6). The ratio of CC50/EC50 was used to analyse the compound’s selectivity. From the results, six compounds showed significant antiviral activities in the MDCK cells. Table 3 presented the CC50, EC50 and SI of the five selected compounds. FA, VN, MY3, MY15, MY21 exhibited low EC50 values (EC50 = 1.32 ± 0.08 μM, 6.05 ± 4.3 μM, 7.50 ± 9.3 μM, 0.95 ± 0.02 μM, and 1.70 ± 0.02 μM respectively) without showing any signs of toxicity at high concentrations. The relatively high selectivity index values of these compounds also indicated that they are effective to inhibit the virus growth without affecting the living host cells. Although MY15 was intended to be used as a negative control, it was surprising to see that it showed quite a high activity toward the virus. Thus, it is suspected that its molecular mechanism to inhibit the virus might be through mechanism other than NA inhibition or through a mixed mechanism that also include NA inhibition.
Figure 6

H1N1 viral percentage inhibition versus Log10 concentration of FA, VN, MY3, MY15, MY21 and MY23. The graph was generated using GraphPad Prism 5.01 (www.graphpad.com).

Table 3

The CC50, EC50 and SI values of ferulic acid, vanillin and their selected derivatives against H1N1 virus.

H1N1 NA InhibitorsCC50 (μM)EC50 (μM)SI
FA7021.32 ± 0.08532
VN657*6.05 ± 4.3109
MY3321*7.50 ± 9.343
MY15352*0.95 ± 0.02373
MY21478*1.70 ± 0.02281
MY2360140.46 ± 3.715
Oseltamivir carboxylate351*34.95610

SI = Safety Index was generated by the ratio of CC50 and EC50.

*Minimum toxic concentration.

Conclusions

We designed two ferulic acid derivatives as novel H1N1 NA inhibitor models mimicking the features of oseltamivir carboxylate. A guanidino group and two different alkyl ether groups were introduced and substituted at C3 and C2 position of ferulic acid, respectively. Docking simulation showed that these two compounds MY7 and MY8 demonstrated attractive molecular interactions with the acidic residues near 150-loop compared to the parent compound, ferulic acid. Unfortunately, we unsuccessfully collected these two models in pure compounds when we tried to synthesise them. However, we collected all intermediates to be studied its in silico and in vitro activity against H1N1 NA. Beside, we also designed some other ferulic acid and vanillin derivatives as H1N1 NA inhibitors followed by synthesis and NA inhibition assay. The study reveals the activity of some FA and VN derivatives against NA at less than 100 μM of IC50 and the best activity (IC50 = 50 μM) was shown by MY21 (guanidino vanillin) proving the concept of our modeling that introducing guanidine group will enhance the activity as NA inhibitor. Inhibition to the viral replications by some low IC50 compounds against NA (FA, VN, MY3, MY15, MY21, and MY23) demonstrated EC50 values in the range of 1–41 μM. Therefore, we believe these two models along with the other active ferulic acid and vanillin derivatives, might be a suitable starting compounds for further lead optimization as NA inhibitors.

Methods

The control docking was carried out by redocking OTV onto its co-complex NA (PDB ID 3TI6). The complex structure was processed using AutoDockTools 4.2 (www.autodock.scripps.edu) with the ligand, Ca ion and water separated from the protein36. The protein was protonated with polar hydrogens and given by Kollman charge, while the OTV ligand was protonated with all hydrogens and given by Gasteiger charge. The docking runs were set up with a grid of 60 points each in the x, y and z directions and spacing of 0.375 Å. The mass of the ligand was set to x = −28.597, y = 14.260, z = 21.109 and centered in the NA active site. Genetic Algorithm was chosen for docking calculation in AutoDock 4.2.337 with Ubuntu 12.04 as the operating system. The searching parameters were set to the default values (Population size = 150, maximum number of evaluations = 2500000, maximum of generations = 27000, maximum number of top individuals that automatically survives = 1). The number of GA runs was set to 250. Docking parameters such as random number generation, energy parameters, and step size were also set to the default values. The results were evaluated by analysing the RMSD values, ligand-protein interactions, free energy of binding (ΔGbind) as well as the number of conformations exist in a population cluster. The estimated ΔGbind was calculated as the sum of final intermolecular energy, van der Waals, hydrogen bond and desolvation energies, electrostatic energy, final total internal energy, torsional free energy and unbound system’s energy. For the subsequent molecular dockings, FA and VN derivatives were sketched and their 3D conformations were generated using Hyperchem Professional version 8.0 (www.hyper.com) with MM + force field and Polak-Ribiere (Conjugate Gradient). The visualization of ligand-protein interaction was aided using Discovery Studio 3.5 (www.accelrys.com).

Synthesis

The synthesis of FA derivatives involved four types of reactions, i.e. nitration, esterification, O-alkylation and O-benzenesulfonylation (see Figure S3 of SI). The steps of the VN conversion included aminoethanol substitution, nitro reduction and the conversion of amino to guanidino group were outlined in Figure S4 of SI. The detailed procedure of the synthesis is provided in the Supporting Information. The identities of the compounds synthesized were confirmed by Fourier Transform infrared spectra, mass spectrometry as well as 1H and 13C-NMR spectra (see Supporting Information). The numbering system of NMR characterization was presented in Table S1 of SI. The H1N1 NA assay followed the general procedure of Fluorometric Neuraminidase Assay38. The H1N1 NA enzyme was purchased from Sinobio. The fixed concentrations of H1N1 NA (0.3 u/mL) and MUNANA (100 mM) were optimised following the method previously described. DANA and OTV were used as the positive control inhibitors (The assay data is provided in the Figure S6 of SI). H1N1 neuraminidase assay was carried out by preparing the reaction mixture containing an assay buffer, tested samples (at concentrations 7.813 to 250 μg/mL in 2.5% of DMSO-Buffer), and a constant 0.3 unit of neuraminidase were pre-incubated at 37 °C for 30 minutes with 200 rpm. Then after the addition of 100 μM of substrates, the reaction assays were incubated at 37 °C for 60 minutes with 200 rpm. To stop the reaction, 100 μl of glycine stop solution was added. The assays were carried out in triplicate. The fluorescence intensity of NANA was measured by Modulus Microplate Reader with a UV optical kit at λ 340/440 nm. Madin Darby Canine Kidney (MDCK) epithelial cell line was used for the testing of H1N1 NA inhibitors39. To evaluate the cell cytotoxicity of each compound, the cell proliferation assay was carried out using WST-1 reagent. The H1N1 virus used was The A/Malaysia/Muar/33/2009 (H1N1). All reagents for antiviral assay were purchased from Medigene, Sigma, Roche and Bio-Diagnostic. Oseltamivir carboxylate purchased from Toronto Research Chemical Inc. was used as the positive control. Virus titer for H1N1 virus was determined by the plaque reduction assay40. Similar to the cytotoxicity study, the cells were seeded in a 24-well plate and incubated overnight at 37 °C in 5% CO2. Then, the virus was adsorbed onto the cells for 1 hour at varying concentrations (10- fold dilutions). After incubation, the virus solution was replaced by an overlay medium (carboxymethyl cellulose, CMC) and each plate was incubated for 3 to 5 days until viral plaques were fully formed. Crystal violet was used to stain the cells at the end of the assay, and the plaques in each well were counted and their viral titer determined. The virus dilution that produced ~100 PFU/mL was chosen for the inhibition test.

Additional Information

How to cite this article: Hariono, M. et al. Potential New H1N1 Neuraminidase Inhibitors from Ferulic Acid and Vanillin: Molecular Modelling, Synthesis and in Vitro Assay. Sci. Rep. 6, 38692; doi: 10.1038/srep38692 (2016). Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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1.  In silico study of carvone derivatives as potential neuraminidase inhibitors.

Authors:  Noorakmar Jusoh; Hasanuddin Zainal; Azzmer Azzar Abdul Hamid; Noraslinda M Bunnori; Khairul Bariyyah Abd Halim; Shafida Abd Hamid
Journal:  J Mol Model       Date:  2018-03-15       Impact factor: 1.810

2.  Synthesis, in-Vitro and in Silico Studies of Azo-Based Calix[4]arenes as Antibacterial Agent and Neuraminidase Inhibitor: A New Look Into an Old Scaffold.

Authors:  Yousaf Ali; Noraslinda Muhamad Bunnori; Deny Susanti; Alhassan Muhammad Alhassan; Shafida Abd Hamid
Journal:  Front Chem       Date:  2018-06-12       Impact factor: 5.221

3.  In Silico Analyses and Cytotoxicity Study of Asiaticoside and Asiatic Acid from Malaysian Plant as Potential mTOR Inhibitors.

Authors:  Ninie Nadia Zulkipli; Rahimah Zakaria; Idris Long; Siti Fadilah Abdullah; Erma Fatiha Muhammad; Habibah A Wahab; Teguh Haryo Sasongko
Journal:  Molecules       Date:  2020-09-02       Impact factor: 4.411

4.  A study on catalytic and non-catalytic sites of H5N1 and H1N1 neuraminidase as the target for chalcone inhibitors.

Authors:  Pandu Hariyono; Jasvidianto Chriza Kotta; Christophorus Fideluno Adhipandito; Eko Aprilianto; Evan Julian Candaya; Habibah A Wahab; Maywan Hariono
Journal:  Appl Biol Chem       Date:  2021-09-17       Impact factor: 1.813

Review 5.  Ferulic Acid From Plant Biomass: A Phytochemical With Promising Antiviral Properties.

Authors:  Io Antonopoulou; Eleftheria Sapountzaki; Ulrika Rova; Paul Christakopoulos
Journal:  Front Nutr       Date:  2022-02-07

6.  The Inhibitory Potential of Ferulic Acid Derivatives against the SARS-CoV-2 Main Protease: Molecular Docking, Molecular Dynamics, and ADMET Evaluation.

Authors:  Io Antonopoulou; Eleftheria Sapountzaki; Ulrika Rova; Paul Christakopoulos
Journal:  Biomedicines       Date:  2022-07-25

Review 7.  The upshot of Polyphenolic compounds on immunity amid COVID-19 pandemic and other emerging communicable diseases: An appraisal.

Authors:  Ayman Khalil; Diana Tazeddinova
Journal:  Nat Prod Bioprospect       Date:  2020-10-15

8.  Phycobilins as Potent Food Bioactive Broad-Spectrum Inhibitors Against Proteases of SARS-CoV-2 and Other Coronaviruses: A Preliminary Study.

Authors:  Brahmaiah Pendyala; Ankit Patras; Chandravanu Dash
Journal:  Front Microbiol       Date:  2021-06-10       Impact factor: 5.640

  8 in total

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