Hatem A Abuelizz1, Mohamed Marzouk2, Ahmed H Bakheit1,3, Rashad Al-Salahi1. 1. Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University PO Box 2457 Riyadh 11451 Saudi Arabia ralsalahi@ksu.edu.sa. 2. Chemistry of Natural Products Group, Center of Excellence for Advanced Sciences, National Research Centre 33 El-Bohouth St. (Former El-Tahrir St.), Dokki Cairo 12622 Egypt. 3. Department of Chemistry, Faculty of Science and Technology, El-Neelain University P.O. Box 12702 Khartoum 11121 Sudan.
Hepatitis C virus (HCV), a positive-stranded RNA (enveloped) belonging to the Flaviviridae family, was discovered in 1989 and identified as the causative agent for “non-A, non-B hepatitis”.[1,2] HCV causes chronic liver disease (hepatitis C) and is the major cause of liver cirrhosis and hepatocellular carcinoma.[3] Annually, almost 3 million people are infected by HCV, and 350 000–500 000 die from liver disease related to HCV.[3] Unfortunately, the development of an HCV vaccine is hindered by viral genetic heterogeneity due to immune elusion and the lack of a relevant animal model.[4] HCV-RNA is translated by host ribosomes into a polyprotein that is subsequently processed into 10 proteins (four structural and six non-structural) by host and viral proteases. The structural proteins (core, E1, E2, and p7) display an effective role in assembly of new virus particles and non-structural (NS) proteins (NS2, NS3, NS4A, NS4B, NS5A, and NS5B) participate in viral genome replication (Fig. 1).[5]
Fig. 1
Schematic of the HCV polyprotein with cleavage sites of the two proteases, NS2 and NS3.
The NS3/4A is a multifunctional protein comprising two domains: a helicase and a protease (Fig. 2).[6,7] The proteolytic cleavage process of the viral polyprotein into NS4A, NS4B, NS5A, and NS5B is catalysed by NS3/4A protease. Therefore, it is important for viral replication and production of infectious viral particles.[4] Thus, inhibiting NS3/4A protease serves a dual purpose by inhibiting viral maturation and is considered to be a valid drug target for anti-HCV treatment. Different NS3/4A protease inhibitors (PIs) have been explored and based on their modes of action and structures, they can be classified into covalent (reversible) and non-covalent inhibitors. Boceprevir and telaprevir are linear and binds covalently with the catalytic serine (Ser139) of NS3/4A protease. Whereas, simeprevir, ciluprevir, and paritaprevir are macrocyclic noncovalent binding PIs (Fig. 3).[4,8,9] Also, allosteric inhibitors for NS3/4A protease have been identified and their location is very close to the catalytic triad (His, Asp, and Ser), but their modes of action and structures are different compared to the active site binding inhibitors.[10] Although protease inhibitors have been very efficient, long term effects may be restricted due to a prompt appearance of drug resistance.[11,12] In majority of cases, resistance substitutions develop in close proximity to the NS3/4A catalytic triad, slightly outside the natural substrate.[13] Such changes in the protease domain reduce the affinity for drugs, but permit the recognition and cleavage of substrates, usually with a lower catalytic rate.[14]Fig. 3 shows that the structures of NS3/4A PIs are similar, but their biological activities are different. Many potent NS3/4A PIs have been identified by various research laboratories worldwide. However, most of these PIs are poorly tolerated and accompanied with constant viral resistance. Furthermore, the X-ray structure of NS3/NS4A protease shows that the S1 and S3 subsites (Fig. 4A) are in close proximity and characterized as hydrophobic pockets, which are lined with the hydrophobic residues of Val132, Leu135, Phe154, Ala156 and Ala157. To explore further mechanism of inhibition, docking studies were also presented to disclose the interactions binding between HCV protease and ligand, which could supply the molecular basis for further lead optimization and SAR analysis.[7]
Fig. 2
Structure of the NS3/4A serine protease, with the NS3 protease domain coloured in cyan, helicase domain coloured in brown and allosteric pocket coloured in green, the active site residues, Ser139, His57 and Asp81, sit on the protein–protein interaction surface and are shown as stick figures in black.
Fig. 3
The reported and designed HCV-NS3/4A inhibitors.
Fig. 4
(A) 3D structural representation of NS3/4A complexed with telaprevir and binding site divided at S1′ (green; Gln1041, Thr1042, Phe1043 and Gly1137), S1 (yellow; Leu1135, Lys1136, Ser1139 and Phe1154), S2 (brown; His1057, Arg1155, Ala1156 and Asp1168), S3 (Pink; Ile1132 and Ala1157), S4 (red; Arg1123 and Val1158) and S5 (blue; Ser1159) subsites. (B) 3D structural representation of NS3/4A complexed with superposing selected synthesized compounds (1–10), with binding site divided at S1′, S1, S2, S3, S4 and S5.
Benzoquinazoline, a drug of immense research interest, has found a conspicuous place in medicinal chemistry owing to its diverse pharmacological properties.[15-20] Many benzoquinazolines were reported to show anti-HSV, -CVB4, viral activity and demonstrated promising 3C protease inhibition activity against HAV with IC50 values of 3.30, 5.92, and 22.38 μM, respectively.[15,18] The results encouraged us to extend our research on benzoquinazolines chemistry to investigate their activity against HCV. The present study aims at the investigation of the inhibitory effects for seventeen benzoquinazolines and quinazolines against NS3/4A protease. The SAR rationalization of the investigated molecules was explained on the basis of a molecular docking study to analyse the binding modes between the docked-selected compounds and amino acid residues in the active site of the NS3/4A protease enzyme. In addition, QSAR was performed to explore relationships between the molecular structures of the targets and their biological activities. It is designed also to develop prediction models with robust accuracy among the known inhibitors, and then to predict the biological activities for unknown or novel probable compounds.
Results and discussion
HCV-NS3/4A protease inhibition
In our literature,[17,19,21] the convenient alkyl isothiocyanates were treated with 3-aminonaphthaoic acid to afford the corresponding benzo[g]quinazolines 1–6, that in turn transformed into 7–13 by hydrazinolysis. Similarly, 14–17 were synthesized by hydrazinolysis of their thioxoquinazolines (Scheme 1 and Table 1).
Scheme 1
Synthetic routes for the target benzoquinazolines and quinazolines 1–17.
Synthesized benzoquinazolines 1–17
Cp
Structure
Cp
Structure
1
10
2
11
3
12
4
13
5
14
6
15
7
16
8
17
9
The targets 1–17 were investigated in an enzymatic inhibitory activity against the purified HCV-NS3/4A protease by an in vitro assay system and their potency, expressed as IC50 values in comparison with telaprevir as a reference drug (Table 2). The active compounds showed inhibitory effects against HCV-NS3/4A protease giving IC50 values in the range of 6.41 ± 0.12 to 36.81 ± 0.79 μM with respect to telaprevir as a potent HCV-NS3/4A inhibitor (IC50 = 1.72 ± 0.03 μM). To examine the inhibitory effects of the new molecules, the activity of the parent benzo[g]quinazolines 1–6 was firstly determined in terms of IC50 values (Table 2).
Inhibitory activity of the targets 1–17 towards HCV-NS3/4A protease
Cp
HCV-NS3 protease, IC50 μM
Cp
HCV-NS3 protease, IC50 μM
1
11.02 ± 0.25
10
16.03 ± 0.34
2
6.41 ± 0.12
11
33.98 ± 073
3
9.35 ± 0.19
12
222.80 ± 4.87
4
20.36 ± 0.42
13
7.21 ± 0.15
5
36.81 ± 0.79
14
25.52 ± 0.55
6
31.95 ± 0.69
15
177.94 ± 3.90
7
22.31 ± 0.46
16
23.40 ± 0.54
8
78.80 ± 1.70
17
29.64 ± 0.64
9
9.08 ± 0.20
Telaprevir
1.72 ± 0.03
All parent compounds exhibited good activity, particularly compounds 1, 2, and 3 showed potent inhibitory activity in comparison to telaprevir. Our previous antiviral activity results,[15,18] revealed that incorporation of hydrazine moiety into benzo[g]quinazoline core resulted in a promising compound of high activity against HSV, CVB4, and HAV (3C proteinase). In this study, such modification enhanced positively the inhibition of HCV-NS3/4A, as it was demonstrated by compounds 9, 10 and 13, as well. This indicates the insertion of the hydrazine group increased the interactions with the active site of the enzyme. Thus, compounds 7, 9, 10, 11 and 13 showed good inhibitory activity against HCV-NS3/4A, however compounds 8 and 12 showed lower activity than their parent compounds 2 and 5. Furthermore, the replacement of the benzo[g]quinazoline core, by the quinazoline scaffold, has led to a series of structurally related products (14–17) that were evaluated for their HCV-NS3/4A inhibitory activities (Table 2). It was noticed that compound 14 exhibited almost the same behaviour as its related compound 7. However, 17 showed sharply higher activity (IC50 = 29.64 ± 0.64 μM) than its analogue 12 (IC50 = 2222.80 ± 4.87 μM), and vice versa was observed for compound 15 that exhibited a sharply lower activity (IC50 = 177.94 ± 3.90 μM) than 8 (IC50 = 78.80 ± 1.70 μM). Modifications at positions 2 and 3 of the benzo[g]quinazoline structure led to the following conclusions: the replacement of methyl group in 1 (IC50 = 11.02 ± 0.25 μM) with the ethyl and butyl groups in 2 and 3 significantly increased HCV-NS3/4A inhibitory activity (IC50 = 6.41 ± 0.12 & 9.35 ± 0.19 μM). This could be attributed to the increase of the hydrophobic character. Whereas, the insertion of an aromatic group (benzyl/phenethyl) in compounds 5 and 6 led to sharp decreasing of the inhibition potency in comparison with corresponding targets of aliphatic chain (1, 2, and 3). Moreover, exploring the effect of the nitrogen in thiocarbamide group could be used to engage the enzyme in further adequate interactions with possibly positive effects on its activity.
Docking study
In molecular docking study, the structure of the HCV NS3/4A serine protease substrate with 10 residues is given in Fig. 4A with NS4A/NS4B as the representative peptide. In this study, a molecular modelling model was applied using the molecular operating environment (MOE), to clarify the activity of the targets (1–17) and determine their probably bioactive conformations. We found important subsites for the HCV NS3/4A inhibition by three-dimensional telaprevir-complexed structure (PDB: 3SV6, resolution 1.4 Å),[22] which was obtained from the PDB database, and the validation of the molecular docking protocol done by molecular redocking, with a position structure of RMSD lower than 2 Å (Fig. 4A and 5). Generally, stronger interactions with the catalytic triad would provide a good inhibition, therefore the NS3 of 3SV6 was docked with all synthesized compounds, and the results were compared. The interaction of telaprevir with active site of the HCV NS3/4A enzyme showed four hydrogen bonds with His1057, Gly1137, Ser1139, Arg1155, Ala1157, and Ser1159 (Table 3, Fig. 5), and demonstrated the ability to bind with two catalytic triad residues (His1057 and Ser1139) and Gly1137 in the oxyanion hole (Fig. 4A and 5).
Fig. 5
3D Interaction of reference compound (telaprevir) with active site of HCV NS3/4A enzyme. Telaprevir shows four hydrogen bonds with Ser1159, Ala1157, Arg1155, His1057, Ser1159, Gly1137 and Ser1139 of the target protein active site residue.
Analysis of the interaction between HCV NS3/4A protease enzyme and synthesized compounds or telaprevir
Cp
Ligand
Receptor
Interaction
Distance (Å)
Binding affinity (kcal mol−1)
Docking score (S)
Binding energy kcal mol−1
1
O 14
N⋯Gly 1137
H-acceptor
2.31
−5.22
−8.0175
−26.74
S 19
NE2⋯Gln1041
H-acceptor
2.65
6-Ring
CE⋯Lys1136
pi-H
3.43
6-Ring
NZ⋯Lys1136
pi-cation
2.83
2
S22
NE2⋯Gln1041
H-acceptor
2.73
−5.71
−8.701
−28.26
O14
HN⋯Gly1137
H-acceptor
2.13
6-Ring
CD⋯Lys1136
pi-H
3.40
6-Ring
CD⋯Lys1136
pi-H
2.81
6-Ring
CE⋯Lys1136
pi-H
2.80
3
S 28
NE2⋯Gln1041
H-acceptor
2.57
−6.23
−8.798
−29.997
O14
HN⋯Gly1137
H-acceptor
2.17
6-Ring
CD⋯Lys1136
pi-H
3.38
6-Ring
CD⋯Lys1136
pi-H
3.82
6-Ring
CE⋯Lys1136
pi-H
2.88
4
S23
NE2⋯Gln1041
H-acceptor
2.55
−5.911
−8.422
−28.876
O14
HN⋯Gly1137
H-acceptor
2.22
6-Ring
CE⋯Lys1136
pi-H
2.84
6-Ring
NZ⋯Lys1136
pi-cation
3.40
5
S29
NE2⋯Gln1041
H-acceptor
2.71
−5.943
−9.0854
−32.601
O14
HN⋯Gly1137
H-acceptor
2.25
6-Ring
CE⋯Lys1136
pi-H
2.84
6-Ring
NZ⋯Lys1136
pi-cation
3.43
6
S32
NE2⋯Gln1041
H-acceptor
2.07
−6.024
−8.71
−31.179
O14
HN⋯Gly1137
H-acceptor
3.04
6-Ring
HZ2⋯Lys1136
pi-cation
3.73
6-Ring
HZ2⋯Lys1136
pi-cation
4.0
6-Ring
HE3⋯Lys1136
pi-H
2.81
7
O22
HN⋯Gly1137
H-acceptor
2.3
−5.3285
−7.758
−27.88
6-Ring
HZ2⋯Lys1136
pi-cation
3.73
6-Ring
HE3⋯Lys1136
pi-H
2.81
8
O22
HN⋯Gly1137
H-acceptor
2.32
−5.7982
−9.21
−30.39
6-Ring
HZ2⋯Lys1136
pi-cation
3.39
6-Ring
HE3 Lys 1136
pi-H
2.83
9
O22
HN⋯Gly1137
H-acceptor
2.06
−6.014
−9.657
−30.975
6-Ring
HZ2⋯Lys1136
pi-cation
3.38
6-Ring
HE3⋯Lys1136
pi-H
2.77
10
O22
HN⋯Gly1137
H-acceptor
2.17
−5.7693
−9.209
−30.931
6-Ring
HZ2⋯Lys 1136
pi-cation
3.44
6-Ring
CE⋯Lys1136
pi-H
3.77
6-Ring
CD⋯Lys1136
pi-H
3.82
11
N 24
O⋯Leu1135
H-donor
2.15
−5.0924
−8.1919
−24.4278
N 23
N⋯Gly 1137
H-acceptor
2.68
6-Ring
5-Ring His1057
pi-pi
4.06
6-Ring
5-Ring His1057
pi-pi
3.38
12
O22
HN⋯Gly1137
H-acceptor
2.58
−5.327
−10.359
−25.736
6-Ring
CE⋯Lys1136
pi-H
4.64
13
O22
N⋯Gly1137
H-acceptor
2.01
−6.0885
−9.8605
−33.0523
6-Ring
HZ2⋯Lys1136
pi-cation
3.40
6-Ring
CE⋯Lys1136
pi-H
3.82
14
HN10
NE2⋯His1057
H-donor
2.13
−4.905
−7.474
−21.144
O15
HN⋯Gly1137
H-acceptor
2.09
15
HN10
NE2⋯His1057
H-donor
2.09
−5.237
−7.265
−24.615
O15
HN⋯Gly1137
H-acceptor
2.16
16
HN30
OE1⋯Gln1041
H-donor
1.93
−5.8285
−8.969
−30.375
O14
HN⋯Gly1137
H-acceptor
2.08
6-Ring
CD⋯Lys1136
pi-H
3.79
6-Ring
HZ2⋯Lys1136
pi-cation
3.56
17
O 15
HN⋯Gly1137
H-acceptor
1.99
−5.506
−9.385
−30.062
HN10
NE2⋯His1057
H-donor
2.10
Telaprevir
HAF10
O⋯Ser1159
H-donor
2.18
−7.3906
−9.408
−40.347
HAY16
O⋯Ala1157
H-donor
2.34
HAC37
O⋯Ala1157
H-donor
1.9
HAE79
O⋯Arg1155
H-donor
2.02
OBR103
NE2⋯His1057
H-donor
1.75
OBW9
HG⋯Ser1159
H-acceptor
2.04
OBW9
HN⋯Ser1159
H-acceptor
2.03
OBT55
HN⋯Ala1157
H-acceptor
2.03
OBS105
N⋯Gly1137
H-acceptor
1.98
OBS105
HN⋯Ser1139
H-acceptor
2.01
Initially, the molecular docking of benzo[g]quinazolines 1–6 in hydrophobic pocket of the HCV NS3/4A enzyme was studied. Where, the strongest binding affinity (about −6 kcal mol−1), lower binding energy (about −30 kcal mol−1) and good docking score (about −9) were observed. Furthermore, it was found that all six benzo[g]quinazolines formed hydrogen bonds with Gly1137 in the S1′ subsites with distance less than 3 Å (in the oxyanion hole), and with Gln1041 in the S1′ subsites. In addition two π-bonds with Lys1136 in the S1 subsites. Moreover, these compounds made one or more hydrophobic binding contacts in the hydrophobic pocket with His1057 in S2 subsites (catalytic triad residue); Val1055; Phe1043; Ile1132; Lys1136; and Ala1157. The orientation of that compounds 1–6 were occupied in S1′ and S1 subsites at the active site of the HCV NS3/4A enzyme (Table 3; Fig. 4B and 6).
Fig. 6
3D Interaction of compound 3 with active site of HCV NS3/4A enzyme. Compound 3 shows four hydrogen bonds with Gln1041 and Gly1137 and two π-bonds with Lys1136 of the target protein active site residue.
By docking, a good binding affinity was observed with the HCV NS3/4A enzyme and the targets 1–6. In other hand, 1, 2, 3, and 4 showed high potent inhibitory activities, this could be attributed to their good binding affinity due to the aliphatic substituents (methyl, ethyl, butyl and allyl, respectively). Moreover, these alkyl substitutions are electron donors (+I effect), thus increasing the strength of the hydrogen bond (increasing the electron density on the molecule). The presence of the alkyl group in the molecule enhances its movement towards the hydrophobic pocket, thus the molecule comes closer to the catalytic triad and forms hydrophobic binding contacts with His1057 in addition to Val1055; Phe1043; Ile1132; Lys1136; and Ala1157. Because of their aromatic substituents, 5 and 6 didn't form hydrophobic forces with His1057, thus, they were less active than the aliphatic substituted derivatives 1–4 (Table 2).The binding mode of benzo[g]quinazolines 7–10 within the HCV NS3/4A enzyme shows that the quinazoline moiety was oriented closer to the catalytic site and stacked against Gly1137 (distance < 5 Å), hydrogen bond in the oxyanion hole, (Table 3, Fig. 7) and Lys1136 (cation binding site). All these compounds showed good binding affinity, in particular compounds 8–10, which was in good agreement with the biological results. Compound 13 formed hydrogen bond with Gly1137 (distance < 3 Å) and two π-H bonds with Lys1136 (distance < 5 Å), which gave good binding affinity (Table 3, Fig. 8). Therefore, such bonds play a fundamental role in the enzyme activity and are strictly related to the biological inhibition process of the target. In the other hand, benzo[g]quinazolines 11 and 12 made weak hydrogen bonds. The conformation predicted that compounds 14–17 were oriented perpendicular to the plane of quinazoline and was closer to the catalytic triad residual as His1057. Therefore, compounds 16 and 17 showed good inhibitory activity (Table 2) and this result was in accordance with the molecular docking outputs.
Fig. 7
3D Interaction of compound 9 with active site of HCV NS3/4A enzyme. Compound 9 shows four hydrogen bonds with Gly1137 and two π-bonds with Lys1136 of the target protein active site residue.
Fig. 8
3D interaction of compound 13 with active site of HCV NS3/4A enzyme. Compound 13 shows four hydrogen bonds with Gly1137 and two π-bonds with Lys1136 of the target protein active site residue.
As shown in Table 3, compounds 3, 8, 9, 13 and 16 have lower binding energy than telaprevir and formed two hydrogen bonds or more with active site of HCV NS3/4A protease enzyme. While other targets appeared to have good binding affinity with active site of HCV NS3/4A, but lower than 3, 8, 9, 13 and 16.As illustrated in the Fig. 5–8, formation the hydrogen bonds with Gly1137 and Gln1041 in the S1′ subsites; two π-bonds with Lys1136 in the S1 subsites by the target benzo[g]quinazolines. Moreover, hydrophobic binding contacts in the hydrophobic pocket with His1057 in S2 subsites; Val1055; Phe1043; Ile1132; Lys1136; and Ala1157. This orientation in S1′ and S1 subsites at the active site of the HCV NS3/4A enzyme indicated that the target benzo[g]quinazolines behave as competitive inhibitors against HCV NS3/A4 protease.
QSAR analysis
By Hansch analysis, a multiple linear regression analysis was performed, using a set of 2D physicochemical descriptors to identify the most important physicochemical features of the targets 1–17 towards HCV NS3/4A serine protease. The following equation is solely based on molar refractory (MR) and was derived (using the contingency analysis tool in MOE) to identify the most important descriptors (eqn (1)):From the eqn (1), it is evident that MR is positively correlated with the inhibitory potency of training set against the HCV NS3/4A serine protease. The graph of the experimental and predicted inhibitory potency (pIC50) values of the training and test set compounds was provided in Fig. 9. No outliers were observed in the training data (square), and the prediction of all compounds were perfect with a value of residual of less than one log unit and q2 and r2 values of 0.87107 and 0.83155, respectively.
Fig. 9
Experimental versus predicted (LOO) inhibitory potency pIC50 values of the HCV NS3/4A serine protease inhibitors. The data points in red circle and blue square represent training and test set compounds, respectively.
Also the external test set was utilized to additional confirm the final model, and the prediction of all test set compounds (circle) was studied with variance of lower than one log unit among the experimental and predicted inhibitory potency pIC50 for the HCV NS3/4A serine protease (Fig. 9).Z-score was predicted to training set including synthesized compounds 1–17 for the HCV NS3/4A serine protease. All the compounds have shown good Z-score value except compound 12. It has shown Z-score value beyond the limit (1.91275704) with 3.5. The compounds 13, 8, 17, and 11 have shown more significant Z-scores with 0.23, 0.14, 0.17 and 0.04, respectively for the HCV NS3/4A serine protease (Table S1†). Using the three eigenvectors, PCA1, PCA2 and PCA3, the principal component analysis was carried out and the 3D graphical plots were generated involved 98% of variance. In the plot, all the values were appeared to lie in the range of −3 to +3 and found with different colored spots and each color spot represents one compound (Fig. 10). The good predictive efficiency of the selected QSAR model was demonstrated far enough.
Fig. 10
PCA plots of training set compounds for data obtained for the HCV NS3/4A serine protease. The 3D graphical plot was constructed with three eigenvectors PCA1, PCA2 and PCA3 in the range of +3 to −3 and coordinate value for each compound has represented with colored spots.
Conclusions
In conclusion, the findings of this study show that compounds 1, 2, 3, 9 and 13 exhibited the highest inhibitory activity towards HCV-NS3/4A enzyme. Their inhibition activities represented in terms of average IC50 values in the range 6.41 ± 0.12 and 11.02 ± 0.25 μM. In light of the molecular docking analysis, this result suggests that the aliphatic functionality group of the active compounds could impart better binding and make closer to the catalytic triad and form hydrophobic binding contacts with His1057 in addition to Val1055; Phe1043; Ile1132; Lys1136; and Ala1157 of the enzyme. Moreover, QSAR and molecular docking studies confirmed these observations. HCV-NS3/4A was still an essential target for anti-HCV agents design. Considering the current anti-HCV situation, it remains necessary to discover novel and potential NS3/4A inhibitors. Our findings provide a rationale for further exploring useful proposals to design and develop more active and potent HCV-NS3/4A inhibitory agents.
Materials and methods
The synthesized targets 1–17
All compounds were previously synthesized and fully characterized.[17,19,21,23] The general procedures for preparation of compounds 7, 8, 14 and 15 were reported,[17,19] however, their characterization data are reported herein for the first time as following:
The SensoLyte® 490 HCV protease kit was optimized to detect the activity of hepatitis C virus NS3/4A protease using an EDANS/DABCYL FRET peptide substrate, with its fluorescence monitored at Ex/Em = 340 nm/490 nm upon proteolytic cleavage. NS3-containing cellular membrane fractions were prepared using a previously published protocol.[24,25] The 96-well or 384-well microplate can provide better signal-to-noise ratio. The fluorescence microplate reader was capable of detecting emissions at 490 ± nm with excitation at 340 ± 30 nm. HCV NS3/4A protease can be produced using Escherichia coli. AnaSpec provided highly active recombinant HCV NS3/4A protease.
Molecular docking
Molecular operating environment (MOE) software was employed.[26] To study the binding modes between the docked-selected compounds and amino acid residues at the active site of the NS3/4A protease, the 3SV6 [22] (telaprevir) crystal structures of HCV NS3/4A serine protease were used. HCV NS3/4A protease was obtained from Protein Data Bank [PDB code 3SV6]. The detailed methodology was reported in accordance to the literature.[22,26,27]From the literature,[28,29] a series of active inhibitors against the HCV NS3/4A serine protease was extracted. The dataset is illustrated in Tables S1 and S2,† and contains 42 compounds which include of synthesized compounds 1–17, ethyl pyrrolidine-5,5-trans-lactams[28] and benzofuran-3-carboxamide[29] derivatives. For the current QSAR study, the described inhibitory potencies (pIC50) of the inhibitors range from 4 μM to 8.52. A various subset selection method[30] was applied to divide the compounds into a training (80%) and test set (20%). Briefly, about 300 2D and 3D descriptors available in the MOE version 2015.0802 software[31] were employed for the distance calculation of each database entry. The test set comprised 20% of the data structures (8 compounds) that had greater distance values from each other and the remaining 34 compounds (80%) were taken as the training set.The QSAR 2D was carried out with the QuaSAR module in the MOE software for training set and test set and their detailed processes were reported in accordance to the literature.[31-33]
Conflicts of interest
The authors declare that they have no competing interests.
Authors: V A Vaillancourt; M M Cudahy; S A Staley; R J Brideau; S J Conrad; M L Knechtel; N L Oien; J L Wieber; Y Yagi; M W Wathen Journal: Bioorg Med Chem Lett Date: 2000-09-18 Impact factor: 2.823
Authors: Susanne M Saalau-Bethell; Andrew J Woodhead; Gianni Chessari; Maria G Carr; Joseph Coyle; Brent Graham; Steven D Hiscock; Christopher W Murray; Puja Pathuri; Sharna J Rich; Caroline J Richardson; Pamela A Williams; Harren Jhoti Journal: Nat Chem Biol Date: 2012-09-30 Impact factor: 15.040