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Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering
           Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com
                      Vol. 3, Issue 2, March -April 2013, pp.451-456
 Structural Analysis and Binding Modes of Benzodiazepines with
          Modeled GABAA Receptor Subunit Gamma-2
           Bhimavarapu Rajasekhara Reddy*, Dr. L. Pratap Reddy**
   *Professor, Department of ECE, K G Reddy College of Engg. & Tech., Moinabad, Ranga Reddy District
       **Professor, Department of ECE, JNTUH College of Engineering, Kukatpally, Hyderabad - 85


ABSTRACT                                                enhancing the inhibitory action of these receptors by
         Activation of chloride gated GABAA             binding to modulatory compounds which result in
receptors regulates the excitatory transmission in      the decrease of the excitatory effects leading to
the epileptic brain. Positive allosteric modulation     seizures. Therefore, by exerting its antiepileptic
of these receptors via distinct recognition sites is    influence, GABAA receptors play fundamental role
the therapeutic mechanism of antiepileptic agents       in the epileptic brain [3, 4, 5]. GABAA receptors are
which prevents the hyperexcitability associated         ligand gated chloride ion channels that can be
with epilepsy. These distinct sites are based on        opened by GABA with pentameric assemblies of
subunit composition which determines binding of         subunits arranged around a membrane-spanning
various drugs like benzodiazepines, barbiturates,       pore [2]. The pentameric structural design of this
steroids and anesthetics. The binding of                receptor channel, resulting from five of at least 19
antiepileptic agents to this recognition site           subunits, grouped in the eight classes alpha (α1-6),
increases the affinity of GABAA receptor for            beta (β1-3), gamma (γ1-3), delta(δ), pi(π),
modulating the inhibitory effects of GABA-              epsilon(ε), theta(θ), and rho (ρ1-3) permits an
induced chloride ion flux. In the pentameric            immense number of putative receptor isoforms
complex structure of these receptors, the α/β           [6,7]. Each subunit have a long extracellular amino
interface locates the binding site of agonists and      terminus (around 200 amino acid), thought to be
the α/γ interface forms the benzodiazepine (BZD)        responsible for ligand channel interactions and
binding site on extracellular domain. Thus the γ        forms agonist binding site, and four transmembrane
subunit is shown as highly required for                 (TM) domains and a large intracellular domain
functional modulation of the receptor channels          between TM3 and TM4 [8, 9].The major receptor
by benzodiazepines. The present study initiates         subtype of the GABAA receptor consists of α1, β2,
the binding analysis of chosen benzodiazepines          and γ2 subunits, and the most likely stoichiometry is
with the modeled GABA receptor subunit                  two α subunits, two β subunits, and one γ subunit
gamma-2. The extracellular domain of γ subunit          [10]. This differential composition of subunits exerts
of human GABAA is modeled and docking studies           the distinct pharmacological and functional
are performed with diazepam, flunitrazepam,             properties of GABAA receptors and their sensitivity
and chlordiazepoxide. The results revealed the          towards GABA [11].
binding modes and the interacting residues of the
protein with the benzodiazepines.                                 The vital importance of subunit
                                                        combination is the determination of the specific
Keywords - GABA, GABAA receptors, epilepsy,             binding effects of allosteric modulators and
benzodiazepine drugs                                    clinically important drugs such as benzodiazepines
                                                        (BZs), barbiturates, steroids, and general
1. INTRODUCTION                                         anaesthetics, some consultants, polyvalent cations,
          Regulation of the synaptic localization of    an ethanol. These drugs modulate GABA-induced
ligand-gated ion channels contributes to excitatory     chloride ion flux by interacting with separate and
and inhibitory synaptic passing on. The imbalance       distinct allosteric binding sites [12]. Drugs and
between excitatory and inhibitory synaptic              endogenous ligands bind either to the extracellular
transmission in key brain areas is implicated in the    domain or channel domain of the GABAA receptors
pathophysiology of epileptic seizures, in which there   and act as positive or negative allosteric modulators
is a decrease in the inhibition mediated by the         [8]. In the heterogenisity of these receptors, the
neurotransmitter GABA. GABA mediates fast               presence of alpha and beta subunits are needed for
synaptic inhibition by interaction with GABAA           functional channels while gamma subunits are
receptors. This has been the target of several          required to mimic the full repertoire of native
clinically relevant anticonvulsant drugs [1, 2]. Many   receptor for responses to drugs. The α and β
anti-epileptic and anti-convulsive drugs act by         subunits are implicated in forming the binding site
                                                        for the GABA and agonistic site while the αγ
                                                        interface is responsible for BZD recognition site


                                                                                              451 | P a g e
Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering
           Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com
                      Vol. 3, Issue 2, March -April 2013, pp.451-456
[13]. Thus the γ subunit has been shown as required     square deviation (RMSD) is obtained by
one for functional modulation of the receptor           superimposition of 3RHW (template) and modeled
channels     by     benzodiazepines     [14,     15].   GABRG2 using SPDBV.
Benzodiazepines belong to the classic ligands of this
site and exert their anxiolytic, sedative, muscle       2.3 Ligand generation and Optimization
relaxant, and anticonvulsive action by positive                  The structures of chosen benzodiazepine
allosteric modulation of different isoforms of the      drugs taken for binding analysis are downloaded
GABAA receptor channel containing γ subunit.            from PubChem. Hydrogen bonds are added and by
                                                        applying the CHARMm forcefield, energy
         By taking this diversity role of GABAA         minimization is carried out with the steepest descent
receptors, in our present study, benzodiazepine         method which follows by the conjugate gradient
drugs      diazepam,       chlordiazepoxide,     and    method till it satisfies the convergence gradient. The
flunitrazepam are taken to perform docking studies      benzodiazepine drugs taken are diazepam,
with GABA receptor. This leads to know the              chlordiazepoxide, flunitrazepam etc.
binding analysis of the drug with the receptor. To
stimulate the structure-based design of new drugs       2.4 Docking studies
that target restricted altered implicated in GABA                This study uses LigandFit method for
related epilepsy medication and minimize side           accurate docking of ligands into protein active sites.
effects, it is vitally important to find the 3D         The final energy refinement of the ligand pose (or)
structures of GABAA receptor subtypes. The              pose optimization occurs with Broyden-Flecher
extracellular γ subunit of GABA A receptor              Gold Farbshanno (BFGS) method. Thus docking
(GABRG2) is modeled using the crystal structure of      analysis of the taken compounds with GABRG2 is
3RHW as a template and further evaluation is done       carried out using Discovery Studio (DS) to predict
by PROSA and PROCHECK. Docking studies with             the binding affinities based on various scoring
benzodiazepine drugs revealed the binding modes         functions. Their relative stability is also evaluated
and binding energies and the important residues         using binding affinities.
involved in binding of receptor with the ligand.
                                                        3. RESULTS AND DISCUSSION
2. METHODOLOGY                                                   The extracellular domain(40-273) of
2.1 Sequence Alignment and Homology modeling            human GABAA receptor subunit gamma-2 is
         The protein sequence of human GABAA            retrieved in fasta format from the SWISS PROT
receptor subunit gamma-2 (GABRG2) that has 456          database(Accession No:P18507, Entry name:
amino acid residues is taken from SWISS PROT            GBRG2_HUMAN,           Protein name: Gamma-
database [16]. The fasta sequence of extracellular      aminobutyric acid receptor subunit gamma-2) .The
domain (40-273) is retrieved followed by BLAST          BLAST results yield X-ray structure of 3RHW from
against PDB database to identify homologous             C.elegans with a resolution of 2.60 A°and 31%
protein structures. From the BLAST results, based       identity to our target protein. The DS performs
on the highest identity and similarity to our target    sequence alignment and homology modeling. The
protein, the crystal structure of 3RHW from             sequence alignment is done using sequence analysis
C.elegans is used as template for homology              protocols called “Align multiple sequences”. Inputs
modeling [17]. Using crystal structural coordinates     of protocols are human GABRG2 sequence and
of template, the homology model of extracellular        3RHW template, which align them and give the
domain of GABRG2 (40-273) is modeled on the             alignment output as shown in Fig. 1. The theoretical
basis alignment of target and template. Further, the    extracellular domain (40-273) structure of human
modeled protein energy minimization and loop            GABRG2 is modeled using build homology models
refinement are carried out by applying CHARMm           under the protein modeling protocol cluster of DS.
forcefields and smart minimization algorithm            Three molecular models of GBRG2 are generated
followed by conjugate gradient algorithm until the      and the build models are B99990001, B99990002
convergence gradient is satisfied. These procedures     and B99990003. Out of three models, Model of
are performed by Discovery Studio [18].                 B99990003 as shown in Fig. 2 has the lowest value
                                                        in Probability Density Functions (PDF) - Total
2.2 3D structures Validation                            Energy (1174.27), PDF Physical Energy (599), and
         The final refined model of GABRG2 is           Discrete Optimized Protein Energy (DOPE) score (-
validated and evaluated by using Rampage by             21385.31) , which indicates it as the best model .
calculating the Ramachandran plot, PROSA and            The energy refinement method gives the best
RMSD. RAMPAGE server considers dihedral                 conformation to the model. For optimization and
angles ψ against φ of amino acid residues in protein    loop refinement, the CHARMm forcefield and
structure. [19]. The PROSA is applied to analyze        steepest descent are applied with 0.001 minimizing
energy criteria comparing with Z scores of modeled      RMS gradient and 2000 minimizing steps.
protein and 3D template structure [20}. Root mean

                                                                                              452 | P a g e
Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering
           Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com
                      Vol. 3, Issue 2, March -April 2013, pp.451-456




Figure 1: Sequence alignment of GABAA receptor
subunit gamma-2 from Homo sapiens with
templates (PDB code: 3RHW) done using
Discovery Studio.
                                                          Fig 3(a): Ramachandran plot of GABRG2 from
                                                          Homo sapiens




Figure 2: Modeled structure of GABRG2

         Geometric evaluations of the modeled 3D          Fig 3(b): Ramachandran plot of 3RHW from
structure are performed using Rampage. The                C.Elegans
Ramachandran plot of our model shows that 87.9%                    Validation is carried out by ProSA to
of residues are found in the favored and 9.7%             obtain the Z-score value for the comparison of
allowed regions and 2.4% are in the outlier region        compatibility. The Z-Score plot shows spots of Z
as compared to 3RHW template (96.7%, 3.3%, and            score values of proteins determined by NMR
0%) respectively. The Ramachandran plot for               (represented in dark blue color) and by X ray
GABRG2 model and the template (3RHW) are                  (represented in light blue color) using ProSA
shown in Fig. 3 (a) & Fig, 3(b) and the plot statistics   program. The two black dots represent Z-Scores of
are represented in Table 1.                               our model (-4.92) and template (-5.4). These scores
                                                          indicate the overall quality of the modeled 3D
                                                          structure of GABRG2.

                                                                   RMSD (1.54 Å) is calculated between the
                                                          main-chain atom of model and template. It indicates
                                                          close homology. This ensures the reliability of the
                                                          model. Superimposition between target and template
                                                          structure is done using SPDBV.




                                                                                              453 | P a g e
Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering
           Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com
                      Vol. 3, Issue 2, March -April 2013, pp.451-456
Table 1: Ramachandran plot values showing number         energies with respective protein active site residues
of residues in favored, allowed and outlier region       is done using different scoring functions. Two
through RAMPAGE evaluation server.                       important parameters have been considered for
  Structure    Number of Number of Number of             selecting potential compounds among the given
               residues in residues in residues in       input: (i) Hydrogen bond details of the top-ranked
               favored      allowed      outlier         pose and (ii) prediction of binding energy between
               region (%) region (%) region (%)          the docked ligands and the protein using various
  GABRG2       87.9         9.7          2.4             scores.

 3RHW          96.7           3.3           0            Table 2: Summary of docking information of the top
                                                         ranked poses in each protein

                                                         Docking            Chlordia-   Flunitrazepam     Diazepam
                                                         Scores/informa-    zepoxide
                                                         tion        with
                                                         GABRG2
                                                         Lig                2.1         2.1               1.26
                                                         Score 1
                                                         Lig                3.7         3.91              3.48
                                                         Score 2
                                                         -PLP1              52.78       54.38             56.41
                                                         -PLP2              46.97       56.95             53.0
                                                         JAIN               0.29        0.73              1.29
Fig 4(a): The plot of Z-Score of GABRG2                  -PMF               88.6        104.12            105.66
                                                         DOCK SCORE         30.815      34.104            28.214

                                                             By enlarging this interaction analysis, the
                                                         hydrogen bond interaction is contributed as a major
                                                         parameter. The Hydrogen bonding interaction of the
                                                         protein with compounds (Fig 2) are analyzed. Each
                                                         of the compounds having the highest dockscore with
                                                         GABRG2 is taken for H-Bond analysis. Results are
                                                         analyzed using Hbond Monitor of DS involved in
                                                         formation of hydrogen bond with amino acids. The
                                                         results revealed that chlordiazepoxide is having a
                                                         dock score of 30.815 K.cal/mol with one hydrogen
                                                         bond, Flunitrazepam having a dockscore of 34.104
                                                         with two hydrogen bonds and diazepam having a
Fig 4(b): The plot of Z-Score of 3RHW (template)
                                                         docksore of 28.214 with one hydrogen bond.
         To study the binding modes of the chosen
benzodiazepine drug molecules in the active sites of
modeled human GABRG2, molecular docking study
is performed by LigandFit program of DS. Apart
from these, other input parameters for docking are
also considered for evaluating the GABRG2
docking efficacy with ligands.
   In this work, GABRG2 is docked with
benzodiazepine ligand. As a result, ten different
conformations are generated for each protein, but
only top ranked docked complex score is considered
for binding affinity analysis. The different score
values as shown in the Table 2 include Ligscore 1,
Ligscore 2, PLP 1, PLP 2 , JAIN , PMF and
DockScore. The benzodiazepine drugs (diazepam,
chlordiazepoxide, and flunitrazepam) are docked in
to the active site of GABRG2 in order to find the
receptor ligand binding orientation, binding affinity,
                                                         Figure 5(a):Hydrogen bond interaction
binding free energies of the GABRG2 against the
                                                         with chlordiazepoxide
selected compounds. Therefore, rescoring of the
best docked poses based on their interaction


                                                                                               454 | P a g e
Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering
           Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com
                      Vol. 3, Issue 2, March -April 2013, pp.451-456
                                                       illustrate the binding mechanism of GABRG2 to the
                                                       selected ligands chlorodiazepoxide, flunitrazepam
                                                       and diazepam. These studies revealed the binding
                                                       modes and the interacting amino acid residues
                                                       involved in recognition of the compound. Among
                                                       three     drug     interactions  with   GABRG2,
                                                       flunitrazepam shows the highest binding affinity
                                                       (Dock score 34.104) and good hydrogen bond
                                                       interactions with active site residues The results
                                                       obtained from this study would be useful in
                                                       understanding the modulatory mode of GABRG2
                                                       with benodiazipine drugs.

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                                                                                             455 | P a g e
Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering
          Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com
                     Vol. 3, Issue 2, March -April 2013, pp.451-456
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Bu32451456

  • 1. Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 2, March -April 2013, pp.451-456 Structural Analysis and Binding Modes of Benzodiazepines with Modeled GABAA Receptor Subunit Gamma-2 Bhimavarapu Rajasekhara Reddy*, Dr. L. Pratap Reddy** *Professor, Department of ECE, K G Reddy College of Engg. & Tech., Moinabad, Ranga Reddy District **Professor, Department of ECE, JNTUH College of Engineering, Kukatpally, Hyderabad - 85 ABSTRACT enhancing the inhibitory action of these receptors by Activation of chloride gated GABAA binding to modulatory compounds which result in receptors regulates the excitatory transmission in the decrease of the excitatory effects leading to the epileptic brain. Positive allosteric modulation seizures. Therefore, by exerting its antiepileptic of these receptors via distinct recognition sites is influence, GABAA receptors play fundamental role the therapeutic mechanism of antiepileptic agents in the epileptic brain [3, 4, 5]. GABAA receptors are which prevents the hyperexcitability associated ligand gated chloride ion channels that can be with epilepsy. These distinct sites are based on opened by GABA with pentameric assemblies of subunit composition which determines binding of subunits arranged around a membrane-spanning various drugs like benzodiazepines, barbiturates, pore [2]. The pentameric structural design of this steroids and anesthetics. The binding of receptor channel, resulting from five of at least 19 antiepileptic agents to this recognition site subunits, grouped in the eight classes alpha (α1-6), increases the affinity of GABAA receptor for beta (β1-3), gamma (γ1-3), delta(δ), pi(π), modulating the inhibitory effects of GABA- epsilon(ε), theta(θ), and rho (ρ1-3) permits an induced chloride ion flux. In the pentameric immense number of putative receptor isoforms complex structure of these receptors, the α/β [6,7]. Each subunit have a long extracellular amino interface locates the binding site of agonists and terminus (around 200 amino acid), thought to be the α/γ interface forms the benzodiazepine (BZD) responsible for ligand channel interactions and binding site on extracellular domain. Thus the γ forms agonist binding site, and four transmembrane subunit is shown as highly required for (TM) domains and a large intracellular domain functional modulation of the receptor channels between TM3 and TM4 [8, 9].The major receptor by benzodiazepines. The present study initiates subtype of the GABAA receptor consists of α1, β2, the binding analysis of chosen benzodiazepines and γ2 subunits, and the most likely stoichiometry is with the modeled GABA receptor subunit two α subunits, two β subunits, and one γ subunit gamma-2. The extracellular domain of γ subunit [10]. This differential composition of subunits exerts of human GABAA is modeled and docking studies the distinct pharmacological and functional are performed with diazepam, flunitrazepam, properties of GABAA receptors and their sensitivity and chlordiazepoxide. The results revealed the towards GABA [11]. binding modes and the interacting residues of the protein with the benzodiazepines. The vital importance of subunit combination is the determination of the specific Keywords - GABA, GABAA receptors, epilepsy, binding effects of allosteric modulators and benzodiazepine drugs clinically important drugs such as benzodiazepines (BZs), barbiturates, steroids, and general 1. INTRODUCTION anaesthetics, some consultants, polyvalent cations, Regulation of the synaptic localization of an ethanol. These drugs modulate GABA-induced ligand-gated ion channels contributes to excitatory chloride ion flux by interacting with separate and and inhibitory synaptic passing on. The imbalance distinct allosteric binding sites [12]. Drugs and between excitatory and inhibitory synaptic endogenous ligands bind either to the extracellular transmission in key brain areas is implicated in the domain or channel domain of the GABAA receptors pathophysiology of epileptic seizures, in which there and act as positive or negative allosteric modulators is a decrease in the inhibition mediated by the [8]. In the heterogenisity of these receptors, the neurotransmitter GABA. GABA mediates fast presence of alpha and beta subunits are needed for synaptic inhibition by interaction with GABAA functional channels while gamma subunits are receptors. This has been the target of several required to mimic the full repertoire of native clinically relevant anticonvulsant drugs [1, 2]. Many receptor for responses to drugs. The α and β anti-epileptic and anti-convulsive drugs act by subunits are implicated in forming the binding site for the GABA and agonistic site while the αγ interface is responsible for BZD recognition site 451 | P a g e
  • 2. Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 2, March -April 2013, pp.451-456 [13]. Thus the γ subunit has been shown as required square deviation (RMSD) is obtained by one for functional modulation of the receptor superimposition of 3RHW (template) and modeled channels by benzodiazepines [14, 15]. GABRG2 using SPDBV. Benzodiazepines belong to the classic ligands of this site and exert their anxiolytic, sedative, muscle 2.3 Ligand generation and Optimization relaxant, and anticonvulsive action by positive The structures of chosen benzodiazepine allosteric modulation of different isoforms of the drugs taken for binding analysis are downloaded GABAA receptor channel containing γ subunit. from PubChem. Hydrogen bonds are added and by applying the CHARMm forcefield, energy By taking this diversity role of GABAA minimization is carried out with the steepest descent receptors, in our present study, benzodiazepine method which follows by the conjugate gradient drugs diazepam, chlordiazepoxide, and method till it satisfies the convergence gradient. The flunitrazepam are taken to perform docking studies benzodiazepine drugs taken are diazepam, with GABA receptor. This leads to know the chlordiazepoxide, flunitrazepam etc. binding analysis of the drug with the receptor. To stimulate the structure-based design of new drugs 2.4 Docking studies that target restricted altered implicated in GABA This study uses LigandFit method for related epilepsy medication and minimize side accurate docking of ligands into protein active sites. effects, it is vitally important to find the 3D The final energy refinement of the ligand pose (or) structures of GABAA receptor subtypes. The pose optimization occurs with Broyden-Flecher extracellular γ subunit of GABA A receptor Gold Farbshanno (BFGS) method. Thus docking (GABRG2) is modeled using the crystal structure of analysis of the taken compounds with GABRG2 is 3RHW as a template and further evaluation is done carried out using Discovery Studio (DS) to predict by PROSA and PROCHECK. Docking studies with the binding affinities based on various scoring benzodiazepine drugs revealed the binding modes functions. Their relative stability is also evaluated and binding energies and the important residues using binding affinities. involved in binding of receptor with the ligand. 3. RESULTS AND DISCUSSION 2. METHODOLOGY The extracellular domain(40-273) of 2.1 Sequence Alignment and Homology modeling human GABAA receptor subunit gamma-2 is The protein sequence of human GABAA retrieved in fasta format from the SWISS PROT receptor subunit gamma-2 (GABRG2) that has 456 database(Accession No:P18507, Entry name: amino acid residues is taken from SWISS PROT GBRG2_HUMAN, Protein name: Gamma- database [16]. The fasta sequence of extracellular aminobutyric acid receptor subunit gamma-2) .The domain (40-273) is retrieved followed by BLAST BLAST results yield X-ray structure of 3RHW from against PDB database to identify homologous C.elegans with a resolution of 2.60 A°and 31% protein structures. From the BLAST results, based identity to our target protein. The DS performs on the highest identity and similarity to our target sequence alignment and homology modeling. The protein, the crystal structure of 3RHW from sequence alignment is done using sequence analysis C.elegans is used as template for homology protocols called “Align multiple sequences”. Inputs modeling [17]. Using crystal structural coordinates of protocols are human GABRG2 sequence and of template, the homology model of extracellular 3RHW template, which align them and give the domain of GABRG2 (40-273) is modeled on the alignment output as shown in Fig. 1. The theoretical basis alignment of target and template. Further, the extracellular domain (40-273) structure of human modeled protein energy minimization and loop GABRG2 is modeled using build homology models refinement are carried out by applying CHARMm under the protein modeling protocol cluster of DS. forcefields and smart minimization algorithm Three molecular models of GBRG2 are generated followed by conjugate gradient algorithm until the and the build models are B99990001, B99990002 convergence gradient is satisfied. These procedures and B99990003. Out of three models, Model of are performed by Discovery Studio [18]. B99990003 as shown in Fig. 2 has the lowest value in Probability Density Functions (PDF) - Total 2.2 3D structures Validation Energy (1174.27), PDF Physical Energy (599), and The final refined model of GABRG2 is Discrete Optimized Protein Energy (DOPE) score (- validated and evaluated by using Rampage by 21385.31) , which indicates it as the best model . calculating the Ramachandran plot, PROSA and The energy refinement method gives the best RMSD. RAMPAGE server considers dihedral conformation to the model. For optimization and angles ψ against φ of amino acid residues in protein loop refinement, the CHARMm forcefield and structure. [19]. The PROSA is applied to analyze steepest descent are applied with 0.001 minimizing energy criteria comparing with Z scores of modeled RMS gradient and 2000 minimizing steps. protein and 3D template structure [20}. Root mean 452 | P a g e
  • 3. Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 2, March -April 2013, pp.451-456 Figure 1: Sequence alignment of GABAA receptor subunit gamma-2 from Homo sapiens with templates (PDB code: 3RHW) done using Discovery Studio. Fig 3(a): Ramachandran plot of GABRG2 from Homo sapiens Figure 2: Modeled structure of GABRG2 Geometric evaluations of the modeled 3D Fig 3(b): Ramachandran plot of 3RHW from structure are performed using Rampage. The C.Elegans Ramachandran plot of our model shows that 87.9% Validation is carried out by ProSA to of residues are found in the favored and 9.7% obtain the Z-score value for the comparison of allowed regions and 2.4% are in the outlier region compatibility. The Z-Score plot shows spots of Z as compared to 3RHW template (96.7%, 3.3%, and score values of proteins determined by NMR 0%) respectively. The Ramachandran plot for (represented in dark blue color) and by X ray GABRG2 model and the template (3RHW) are (represented in light blue color) using ProSA shown in Fig. 3 (a) & Fig, 3(b) and the plot statistics program. The two black dots represent Z-Scores of are represented in Table 1. our model (-4.92) and template (-5.4). These scores indicate the overall quality of the modeled 3D structure of GABRG2. RMSD (1.54 Å) is calculated between the main-chain atom of model and template. It indicates close homology. This ensures the reliability of the model. Superimposition between target and template structure is done using SPDBV. 453 | P a g e
  • 4. Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 2, March -April 2013, pp.451-456 Table 1: Ramachandran plot values showing number energies with respective protein active site residues of residues in favored, allowed and outlier region is done using different scoring functions. Two through RAMPAGE evaluation server. important parameters have been considered for Structure Number of Number of Number of selecting potential compounds among the given residues in residues in residues in input: (i) Hydrogen bond details of the top-ranked favored allowed outlier pose and (ii) prediction of binding energy between region (%) region (%) region (%) the docked ligands and the protein using various GABRG2 87.9 9.7 2.4 scores. 3RHW 96.7 3.3 0 Table 2: Summary of docking information of the top ranked poses in each protein Docking Chlordia- Flunitrazepam Diazepam Scores/informa- zepoxide tion with GABRG2 Lig 2.1 2.1 1.26 Score 1 Lig 3.7 3.91 3.48 Score 2 -PLP1 52.78 54.38 56.41 -PLP2 46.97 56.95 53.0 JAIN 0.29 0.73 1.29 Fig 4(a): The plot of Z-Score of GABRG2 -PMF 88.6 104.12 105.66 DOCK SCORE 30.815 34.104 28.214 By enlarging this interaction analysis, the hydrogen bond interaction is contributed as a major parameter. The Hydrogen bonding interaction of the protein with compounds (Fig 2) are analyzed. Each of the compounds having the highest dockscore with GABRG2 is taken for H-Bond analysis. Results are analyzed using Hbond Monitor of DS involved in formation of hydrogen bond with amino acids. The results revealed that chlordiazepoxide is having a dock score of 30.815 K.cal/mol with one hydrogen bond, Flunitrazepam having a dockscore of 34.104 with two hydrogen bonds and diazepam having a Fig 4(b): The plot of Z-Score of 3RHW (template) docksore of 28.214 with one hydrogen bond. To study the binding modes of the chosen benzodiazepine drug molecules in the active sites of modeled human GABRG2, molecular docking study is performed by LigandFit program of DS. Apart from these, other input parameters for docking are also considered for evaluating the GABRG2 docking efficacy with ligands. In this work, GABRG2 is docked with benzodiazepine ligand. As a result, ten different conformations are generated for each protein, but only top ranked docked complex score is considered for binding affinity analysis. The different score values as shown in the Table 2 include Ligscore 1, Ligscore 2, PLP 1, PLP 2 , JAIN , PMF and DockScore. The benzodiazepine drugs (diazepam, chlordiazepoxide, and flunitrazepam) are docked in to the active site of GABRG2 in order to find the receptor ligand binding orientation, binding affinity, Figure 5(a):Hydrogen bond interaction binding free energies of the GABRG2 against the with chlordiazepoxide selected compounds. Therefore, rescoring of the best docked poses based on their interaction 454 | P a g e
  • 5. Bhimavarapu Rajasekhara Reddy, Dr. L. Pratap Reddy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 3, Issue 2, March -April 2013, pp.451-456 illustrate the binding mechanism of GABRG2 to the selected ligands chlorodiazepoxide, flunitrazepam and diazepam. These studies revealed the binding modes and the interacting amino acid residues involved in recognition of the compound. Among three drug interactions with GABRG2, flunitrazepam shows the highest binding affinity (Dock score 34.104) and good hydrogen bond interactions with active site residues The results obtained from this study would be useful in understanding the modulatory mode of GABRG2 with benodiazipine drugs. REFERENCES [1] McKernan, R.M., and Whiting, P.J.,Which GABAA-receptor subtypes really occur in Figure 5(b):Hydrogen bond interaction with the brain?, Trends in Neurosciences flunitrazepam 19,1996, 139–143. [2] Macdonald ,R.L., and Olsen RW., GABAA Receptor Channels, Annual Review of Neuroscience, vol 17, 1994,569-602. [3] Olsen ,R.W., Wamsley, J.K., Lee R, and Lomax, P., Benzodiazepinel barbiturate/GABA receptor-chloride ionophore complex in a genetic model for generalized epilepsy,Advances in Neurology,Vol 44 ,1986,365-378. [4] Bradford HF. Glutamate, GABA and epilepsy. Progress in Neurobiology, Vol 47, 1995, 477-511. [5] Krnjevic K. Significance of GABA in brain function. In: Tunnicliff, G., and Raess, B.U.(eds), GABA mechanisms in epilepsy, New York: Wiley-Liss, 1991:47-87. Figure 5(c): Hydrogen bond interaction with [6] Barnard EA, Skolnick P, Olsen RW, diazepam Mohler H, Sieghart W, Biggio G, et al., Figures 5(a), 5(b), and 5(c) show hydrogen International Union of Pharmacology. XV. bond interactions of GABRG2 with Subtypes of gamma-aminobutyric acidA chlordiazepoxide, flunitrazepam and diazepam. The receptors: classification on the basis of green dotted lines represent the hydrogen bond subunit structure and receptor function, formations, and green letters show the amino acids Pharmacological Reviews, 50(2), 1998, involved in the bonding and GABRG2. 291-313. Fig. 5(a) shows the amino acid residues [7] Simon J, Wakimoto ,H., Fujita, N., involved in hydrogen bond interactions with Lalande, M., and Barnard ,E.A., Analysis GABRG2 with the ligand chlordiazepoxide. The of the set of GABAA receptor genes in the interacting amino acids are PHE 88, SER193, human genome, Journal of Biological PHE88, ARG90 and TYR146. Fig. 5(b) shows the Chemistry, 279(40), 2004, 41422–41435. amino acid residues involved in hydrogen bond [8] Olsen, R.W., and Tobin, A.J. , Molecular interactions of GABRG2 with Flunitrazepam. The biology of GABAA receptors, FASEB interacting amino acids are LYS 54, ASP 21, ARG Journal, 4(5), 1990, 1469-80. 77, LEU22 and SER 119. Fig. 5(c) shows the amino [9] Schofield, P.R., Darlison , M.G., Fujita ,N., acid residues involved in hydrogen bond Burt, D.R., Stephenson, F.A., Rodriguez, interactions with GABRG2 and diazepam. The H., et al.,Sequence and functional interacting amino acids are PHE 88, SER 46, expression of the GABA A receptor shows TYR157, and TYR148. a ligand-gated receptor super-family, Nature , 328(6127), 1987, 221-227. 4. CONCLUSION [10] Sieghart ,W. and Sperk , G., Subunit In the present study, the homology model composition, distribution and function of of the human GABRG2 receptor is modeled and GABAA receptor subtypes, Current Topics molecular docking studies are performed to in Medicinal Chemistry, 2, 2002, 795–816. 455 | P a g e
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