3.1. Proteins structure assessment
The blaOXA-51 belongs to the hydrolase family, comprises four chains (A, B, C and D) and 250 amino acids having a molecular mass of 113.28 kDa. The VADAR 1.8 structure analysis of blaOXA-51 consists of f 40% α-helices, 25% β-sheets, 34% coils and 5% turns, respectively. The Ramachandran plots and values of blaOXA-51 indicated that 98.94% of blaOXA-51 amino acids were present in the preferred region and 1.06% residues were in the allowed region. blaOXA-23 is another target protein consisting of a single chain (A) having 243 amino acids with a molecular weight of 27.90 kDa. The structural analysis revealed that blaOXA-23 is composed of 39% α-helices, 23% β-sheets, 36% coils and 23% turns. The Ramachandran plots and values of blaOXA-23 indicated that 98.33% of protein amino acids were present in the preferred region and 1.67% residues were lie in the allowed region. blaOXa A-58 has a single chain (A) having 280 amino acids with a molecular weight of 98.01kDa. TRPV4 consists of 37% α-helices, 25% β-sheets, 37% coils and 21% turns, respectively. The Ramachandran plots and values of blaOXA-58 indicated that 97.90% of blaOXA-58 residues were present in the preferred region and 2.10% residues lie in allowed region.
The blaOXA-24 from the hydrolase family, comprises a single chain (A) having a length of 250 amino acids having molecular mass of 27.59 kDa. The VADAR 1.8 structure analysis of blaOXA-24 consists of f 39% α-helices, 26% β-sheets, 34% coils and 5% turns, respectively. The Ramachandran plots and values of blaOXA-24 indicated that 93.80% of blaOXA-24 amino acids were present in preferred region and 4.55% residues were in allowed region. blaOXA-143 is another target protein that consists of a single chain (A) having 258 amino acids with molecular weight of 29.60 kDa. The structural analysis revealed that blaOXA-143 is composed of 38% α-helices, 25% β-sheets, 35% coils and 18% turns. The Ramachandran plots and values of blaOXA-143 indicated that 97.30% of protein amino acids were present in preferred region and 2.70% residues were lie in allowed region. NMD-1 has a single chain (A) having 233 amino acids with molecular weight of 25.02 kDa. NMD-1 consists of 25% α-helice, 31% β-sheets, 42% coils and 31% turns, respectively. The Ramachandran plots and values of NMD-1 indicated that 97.36% of NMD-1 residues were present in preferred region and 1.76% residues were lie in allowed region.
IMP-1 consists of 246 amino acids. IMP-1 consists of 26% α-helices, 34% β-sheets, 38% coils and 21% turns, respectively. The Ramachandran plots and values of IMP-1 indicated that 94.67% of IMP-1 residues were present in preferred region and 3.56% residues were lying in the allowed region. Rec A is having 349 amino acids. The structural analysis revealed that rec-A is composed of 38% α-helices, 29% β-sheets, 31% coils and 12% turns. The Ramachandran plots and values of blaOXA-143 indicated that 94.15% of protein amino acids were present in preferred region and 4.62% residues were lie in allowed region (Fig. 1).
3.10. Active Site of NMD-1
The binding pocket of NMD-1 consists of seven amino acids (Lys140, Try143, His148, Thr149, Asn152, Thr154). All the amino acids selected for active site have probability greater than 0 to 0.3 as shown in Fig. 10.
3.11 Binding pockets analysis and ligands interactions.
The docking results showed that all ligands were confined in the active binding region of target proteins (blaOXA-51, blaOXA-23, blaOXA-58, blaOXA-24, blaOXA-143, NMD-1, IMP-1 and rec A). The superimposition results of all three docking complexes showed that ligands bind in similar conformational behavior and have similar binding interactions pattern as shown in the results in Fig. 11.
3.12 Binding Energies
The docking results of doripenem, imipenem and meropenem with blaOXA-23 demonstrated their binding energies (Table 1). The doripenem, imipenem and meropenem were docked to blaOXA-51 using PyRx. The top docking energy was − 5.5 Kcal/mol by imipenem and doripenem and meropenem showed a binding score of -5. 2Kcal/mol each. The top docking energy was − 4.3 Kcal/mol by imipenem and meropenem showed a binding score of -2.3 Kcal/mol, while doripenem showcased the binding score of -3.4 Kcal/mol. The doripenem, imipenem and meropenem were docked to blaOXA-58 using PyRx. The top docking energy was − 8.8Kcal/mol by doripenem and meropenem each while imipenem showed a binding score of -4.2Kcal/mol. The docking results of doripenem, imipenem and meropenem with IMP-1 demonstrated their binding energies. The top docking energy was − 5.7 Kcal/mol by meropenem and doripenem showed binding score of -5.3Kcal/mol, while imipenem showed a binding score of -4.5 Kcal/mol (Table 1).
The doripenem, imipenem and meropenem were docked to Rec A using PyRx. The top docking energy was − 4.9Kcal/mol by imipenem and meropenem showed binding energy of -3.6Kcal/mol each while doripenem showed a binding score of -3.9Kcal/mol. The docking results of doripenem, imipenem and meropenem with blaOXA-143 demonstrated their binding energies. The top docking energy was − 3.0 Kcal/mol by imipenem and meropenem showed binding score of -1.9Kcal/mol, while doripenem showed a binding score of -2.5 Kcal/mol.
Doripenem, imipenem, and meropenem docking findings with blaOXA-24 confirmed their binding energies. Doripenem had the highest docking energy of -5.5 Kcal/mol, meropenem had a binding score of -4.0 Kcal/mol, and imipenem had a binding score of -3.9 Kcal/mol.
PyRx was used to dock the doripenem, imipenem, and meropenem to NMD-1. Docking energies for doripenem were all – 4.0Kcal/mol, whereas meropenem had docking energy of -3.3 Kcal/mol and imipenem was − 1.50Kcal/mol. Selim et al. 2022 [21] reported that the docking energy of blaOXA-24, blaOXA-23, blaOXA-143 and blaOXA-51 are − 10.39, -13.21, -10.29 and − 8.52kcal/mol respectively toward only imipenem.
Table 1
Docking energy of blaOXA-1, blaOXA-23, blaOXA-58, blaOXA-143, blaOXA-24, IMP-1, recA and NMD-1 against carbapenem antibiotics.
Proteins
|
Binding Energies (Kcal/mol)
|
Doripenem
|
Imipenem
|
Meropenem
|
blaOXA-51
|
-5.2
|
-5.5
|
-5.2
|
blaOXA-23
|
-3.4
|
-4.3
|
-2.3
|
blaOXA-58
|
-4.9
|
-4.2
|
-4.9
|
IMP-1
|
-5.3
|
-4.5
|
-5.7
|
rec A
|
-3.8
|
-4.9
|
-3.6
|
blaOXA-143
|
-2.5
|
-3
|
-1.9
|
blaOXA-24
|
-5.5
|
-3.9
|
-4.4
|
NMD-1
|
-1.5
|
-4
|
-3.3
|
3.13 Hydrogen bonding analysis against blaOXA-51
Hydrogen and hydrophobic interactions are used to evaluate the bonding interactions of docking complexes. In the doripenem blaOXA-51 docking complex, five Hydrogen bonds have been observed at different residual positions within the active region of the target protein, Ala-209, Asn-213 Ser-232. The doripenem shares the two hydrogen bonds with Ala-209 having a distandistance08Å and2.13Å, two hydrogen bonds with Asn-213 2.17Å and1.92Å respectively as shown in Table 2, another hydrogen bond was observed between doripenem and blaOXA-51 with Ser-232 having a bond distance of 1.86Å.In imipenem- blaOXA-51 docking results, a couple of hydrogen bonds were observed between imipenem and blaOXA-51 at the position of Tyr-118 and Glu-143 having bonding distances of 2.86Å and 2.58Å respectively, while meropenem formed a single hydrogen bond at Ser-232 with the bond distance of 2.20Å (Table 2).
The target protein is indicated with the color orchid and grey in ribbon line format. The binding active amino acids all around ligands are outlined in yellow as shown in Fig. 12. Hydrogen bonds are also shown between blaOXA-51 amino acids and ligands at different distances, respectively. The red dotted lines indicate the hydrogen bond indicates the binding distance in angstrom (Å).
Table 2
The bond distance between amino acids and ligands viewed in the docking complex of blaOXA-51.
Ligands
|
Amino acids
|
Bond distance (Å)
|
Bond nature
|
Doripenem
|
Ala-209
|
2.13
|
Hydrogen Bond
|
Ala-209
|
2.08
|
Hydrogen Bond
|
Asn-213
|
1.92
|
Hydrogen Bond
|
Asn-213
|
2.17
|
Hydrogen Bond
|
Ser-232
|
1.86
|
Hydrogen Bond
|
Imipenem
|
Tyr-113
|
2.86
|
Hydrogen Bond
|
Glu-143
|
2.58
|
Hydrogen Bond
|
Meropenem
|
Ser-232
|
2.20
|
Hydrogen Bond
|
3.14 Hydrogen bonding analysis against blaOXA-23
Doripenem- blaOXA-23 docking complex shows three hydrogen bonds in the active region of the target protein, at Ser-48, Lys-51, and Lys-185 having a bond distance of 1.69 Å, 2.98 Å and 2.11 Å respectively (Table 3). Meropenem established four hydrogen bonds at Lys-51, Met-92, Ala-96 and Asp-191. The bond distance calculated was 1.41 Å, 1.96 Å, 1.85 Å, and 2.35 Å respectively. imipenem- blaOXA-23 docking data shows that two hydrogen bonds were formed between imipenem and blaOXA-23 at Met-90 and Trp-188. The bond distance between imipenem and Met-90 was 1.79 Å while 2.97 Å with trp-188.
The target protein is indicated with the color dark khaki and light grey in ribbon line format. The binding active amino acids all around ligands are outlined in sienna color (Fig. 13). Hydrogen bonds are also shown between blaOXA-51 amino acids and ligands at different distances, respectively. The red dotted lines indicate the binding distance in angstrom (Å).
Table 3
The distance between amino acids and ligands in the docking complex of blaOXA-51.
Ligands
|
Amino acids
|
Bond distance (Å)
|
Bond nature
|
Doripenem
|
Ser-48
|
1.69
|
Hydrogen Bond
|
Lys-51
|
2.98
|
Hydrogen Bond
|
Lys-185
|
2.11
|
Hydrogen Bond
|
Imipenem
|
Trp-188
|
2.97
|
Hydrogen Bond
|
Met-190
|
1.79
|
Hydrogen Bond
|
Meropenem
|
Lys-51
|
1.41
|
Hydrogen Bond
|
Met-92
|
1.96
|
Hydrogen Bond
|
Ala-96
|
1.85
|
Hydrogen Bond
|
Asp-191
|
2.35
|
Hydrogen Bond
|
3.15 Docking results with blaOXA-58
The doripenem- blaOXA-58 docking complex reveals four hydrogen bonds in the active region of the target protein, at Ala-209, Ala-211, and Ser-229, with bond distances of 3.06 Å, 2.26 Å, and 2.76 Å,2.38 Å correspondingly (Table 4). Meropenem formed two hydrogen bonds, one with Ala-209 and and Ser-229. It was found that the bond distances were 2.41 Å and 3.21 Å. There were two hydrogen bonds established between imipenem and blaOXA-58 at the Ala-211 having a distance of 2.11 Å. And 2.64 Å as shown in Table 4.
The colours gold and sienna in ribbon line format identify the target protein. All around ligands, cornflower blue highlights delineate the binding active amino acids. blaOXA-58 amino acids and ligands are demonstrated to form hydrogen bonds at various distances. Red dots show the binding distance in angstroms (Fig. 14).
Table 4
The distance between amino acids and ligands in the docking complex of blaOXA-58.
Ligands
|
Amino acids
|
Bond distance (Å)
|
Bond nature
|
Doripenem
|
Ala_209
|
3.06
|
Hydrogen Bond
|
Ala-211
|
2.26
|
Hydrogen Bond
|
Ser-229
|
2.76
|
Hydrogen Bond
|
Imipenem
|
Ala-211
|
2.64
|
Hydrogen Bond
|
Ala-211
|
2.19
|
Hydrogen Bond
|
Meropenem
|
Ala-209
|
2.41
|
Hydrogen Bond
|
Ser-229
|
3.21
|
Hydrogen Bond
|
3.16 IMP-1 binding analysis
Doripenem- IMP-1 docking complex shows three hydrogen bonds in the active region of the target protein, namely Gly-168, Ser-202and Glu-203 having bond distances 2.53 Å, 2.45 Å, 2.41 Å (Table 5). Imipenem shares two hydrogen bonds with His-201, and Ser-202 with bond distances of 2.27 Å and 2.87 Å. Meropenem established a single hydrogen bond at Lys-165 and a couple of hydrogen bonds at Ser-202 in the meropenem-IMP-1 docking data; the distance between meropenem and Lys-165 was 2.30 Å, compared to Ser-202 having bond distance of 2.70 Å and 2.73 Å, respectively as shown in Table 5.
The target protein is indicated with the color grey and sky blue in ribbon line format. The binding active amino acids all around ligands are outlined in sandy brown color (Fig. 15). Hydrogen bonds are also shown between IMP-1 amino acids and ligands at different distances, respectively. The red dotted lines indicate the binding distance in angstrom (Å) as shown in Fig. 15.
Table 5
The distance between amino acids and ligands in the docking complex of IMP-1.
Ligands
|
Amino acids
|
Bond distance (Å)
|
Bond nature
|
Doripenem
|
Gly-168
|
2.53
|
Hydrogen Bond
|
Ser-202
|
2.45
|
Hydrogen Bond
|
Glu-203
|
2.41
|
Hydrogen Bond
|
Imipenem
|
His-201
|
2.27
|
Hydrogen Bond
|
Ser-202
|
2.87
|
Hydrogen Bond
|
Meropenem
|
Lys-165
|
2.30
|
Hydrogen Bond
|
Ser-202
|
2.70
|
Hydrogen Bond
|
Ser-202
|
2.73
|
Hydrogen Bond
|
3.17 Rec A docking results
The doripenem- rec A docking complex exhibits three hydrogen bonds in the active region of the target protein, at Glu-232, Asn-268, and Arg-306 with the bond distance of 2.18Å, 2.04Å and 2.95Å respectively. Imipenem bonded with rec A at Lys-265 and Asn-268. Bond distances were 2.38 Å and 2.93 Å respectively (Table 6). Meropenem and rec-A formed four hydrogen bonds at Asn-268, Arg-306, and Glu-309. A couple of bonds were formed at Asn-268 with bond distances of 2.40 Å and 2.85Å. The bond distance between meropenem and Arg-306, and Glu-309 (rec A) was 2.57 Å and 2.67 Å respectively as shown in Table 6.
Gold and salmon ribbons identify the target protein. Skyblue binding amino acids surround ligands. IMP-1 amino acids and ligands have hydrogen bonding at varying distances. Red dots represent binding distance in angstrom Å Fig. 16.
Table 6
The distance between amino acids and ligands in the docking complex of rec A.
Ligands
|
Amino acids
|
Bond distance (Å)
|
Bond nature
|
Doripenem
|
Glu-232
|
2.18Å
|
Hydrogen Bond
|
Asn-268
|
2.04
|
Hydrogen Bond
|
Arg-306
|
2.95
|
Hydrogen Bond
|
Imipenem
|
Lys-265
|
2.38
|
Hydrogen Bond
|
Asn-268
|
2.93
|
Hydrogen Bond
|
Meropenem
|
Asn-268
|
2.40
|
Hydrogen Bond
|
Asn-268
|
2.85
|
Hydrogen Bond
|
Arg-306
|
2.57
|
Hydrogen Bond
|
Glu-309
|
2.67
|
Hydrogen Bond
|
3.18 The blaOXA-143 binding analysis
In the doripenem blaOXA-143 docking complex, two hydrogen behave have been observed at different residual positions within the active region of the target protein. Couple of bonds at Glu-140 involved in hydrogen bond having a bond distance of 2.15 Å and 2.40 Å (Table 7). In imipenem- blaOXA-143 docking results, two hydrogen bonds were observed between imipenem and blaOXA-51 at the position of Ile-135 having bonding distances of 2.34Å and 2.85Å while meropenem formed two hydrogen bonds at Glu-140 with the bond distance of 2.93Å and 3.18 Å (Table 7).
The target protein is indicated with the color dark cyan and cyan in ribbon line format. The binding active amino acids all around ligands are outlined in violet red color (Fig. 17). Hydrogen bonds are also shown between blaOXA-143 amino acids and ligands at different distances, respectively. The red dotted lines indicate the binding distance in angstrom (Å) as shown in Fig. 17.
Table 7
The distance between amino acids and ligands in the docking complex of blaOXA-143is shown.
Ligands
|
Amino acids
|
Bond distance (Å)
|
Bond nature
|
Doripenem
|
Glu-140
|
2.15
|
Hydrogen Bond
|
Glu-140
|
2.40
|
Hydrogen Bond
|
Imipenem
|
Ile-135
|
2.34
|
Hydrogen Bond
|
Asn-268
|
2.85
|
Hydrogen Bond
|
Meropenem
|
Glu-140
|
2.93
|
Hydrogen Bond
|
Glu-140
|
3.18
|
Hydrogen Bond
|
3.19 The blaOXA-24 Binding Analysis
Doripenem blaOXA-24 docking complex shows four hydrogen bonds in the active region of the target protein, namely Glu-39, Asn-62, Thr-65 and Gl-67 having bond distances 2.80 Å, 2.41 Å,2.20 Å and 2.58 Å respectively as shown in Table 8. Imipenem shares three hydrogen bonds with Asn-62, Thr-65 and Asn-74 with bond distances of 2.31 Å, 2.29 Å and 2.95 Å. Meropenem established a two-hydrogen bond at Asn-62 and Thr-65 in the meropenem- BlaOXA-24 docking data; the distance between meropenem and Asn-62 was 2.58 Å, compared to Thr-65 having bond distance of 2.40 Å (Table 8).
The target protein is indicated with the color and gold in ribbon line format. The binding active amino acids all around ligands are outlined in brown (Fig. 18). Hydrogen bonds are also shown between blaOXA-24 amino acids and ligands at different distances, respectively. The red dotted lines indicate the hydrogen bond indicates the binding distance in angstrom (Å) as shown in Fig. 18.
Table 8
The distance between amino acids and ligands in the docking complex of blaOXA-24.
Ligands
|
Amino acids
|
Bond distance (Å)
|
Bond nature
|
Doripenem
|
Glu-39
|
2.80
|
Hydrogen Bond
|
Asn-62
|
2.41
|
Hydrogen Bond
|
Thr-65
|
2.20
|
Hydrogen Bond
|
Gly-67
|
2.58
|
Hydrogen Bond
|
Imipenem
|
Asn-62
|
2.31
|
Hydrogen Bond
|
Thr-65
|
2.29
|
Hydrogen Bond
|
Asn-74
|
2.95
|
Hydrogen Bond
|
Meropenem
|
Asn-62
|
2.58
|
Hydrogen Bond
|
Thr-65
|
2.40
|
Hydrogen Bond
|
3.20 Docking results with NMD-1
The Doripenem- NMD-1docking complex reveals two hydrogen bonds in the active region of the target protein, at Leu-139 and Ala-198, with bond distances of 2.25 Å, 2.36 Å correspondingly (Table 9). To begin with, Meropenem formed single hydrogen bonds with Asn-125. It was found that the bond distances were 2.00 Å. There were two hydrogen bonds established between the imipenem and NMD-1 at the Glu-129 and Leu-139 regions of the imipenem molecule. Glu-129 had a bond distance of 3.38 Å, whereas Leu-139 was 3.09 Å away (Table 9).
The target protein is indicated with the color khaki and sky blue in ribbon line format. The binding active amino acids all around ligands are outlined in yellow color as shown in Fig. 19. Hydrogen bonds are also shown between NMD-1 amino acids and ligands at different distances, respectively. The red dotted lines indicate the hydrogen bond and the binding distance in angstrom (Å) (Fig. 19).
Table 9
The distance between amino acids and ligands in the docking complex of NMD-1.
Ligands
|
Amino acids
|
Bond distance (Å)
|
Bond nature
|
Doripenem
|
Leu-139
|
2.25
|
Hydrogen Bond
|
Ala-198
|
2.36
|
Hydrogen Bond
|
Imipenem
|
Glu-129
|
3.38
|
Hydrogen Bond
|
Leu-139
|
3.09
|
Hydrogen Bond
|
Meropenem
|
Asn-125
|
2.00
|
Hydrogen Bond
|