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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1671
An in-silico approach to identify avian IgY as potential inhibitor of HIV
envelope glycoprotein gp120
Pradeep Kumar Lohra
B.E. Biotechnology, Birla Institute of Technology, Mesra, Ranchi, Jharkhand, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - Human Immunodeficiency virus (HIV) is an
endemic virus which attacks and degrades thehumanimmune
system, leading to illness. To infect the host cell HIV envelope
glycoprotein gp120 bindstothecellularreceptorCD4+and co-
receptor CCR5 or CXCR4. This results in fusion of the host cell
membrane and viral leading to initiating infection. Blocking
this interaction is a possible strategy to treat and prevent
infection. For this work, Avian IgY (PDB ID: 2W59) is taken as
antibody and HIV gp120 (PDB ID: 5F4I) as antigen. To study
antibody-antigen interaction, modelling of antibody (Avian
IgY) and antigen (HIV gp120) has been done and docking is
performed. Modelled structures were verified by ERRAT and
Verify_3D.
Key Words: avian IgY,gp120,QMEAN4score,ClusPro 2.0,
ERRAT2, Antibody-Antigen docking, Verify_3D etc.
1. INTRODUCTION
Every year approximately 2-3 million people are infected
with HIV [1]. HIV is a retrovirus that attacks the body’s
natural defence mechanism and weakens the immune
system. The virus destroys the white blood cell called a T-
helper cell and makes multiple copies of itself inside the t-
cell. Due to this person’s immune system gradually breaks
down, leading to AIDS. This is the condition in which a
person can be infected with vulnerable to other infected
diseases. HIV transmission can happen mainly due to sexual
intercourse, prenatal transfusion, and blood transfusion. In
order to replicate HIV must enter a cell. For infection, a
series of protein-protein interaction is performed. Once the
virus gets inside the cell, the replication progress and this
result in the production of progeny virus. That’s, why
blocking the virus from entering the cell is oneofthewaysto
stop further replication and production of progenyvirus [1].
Specific entry inhibitors are sometimes used alone or with
other drugs to stop infection to the new cell in HIV infected
patient. The envelope glycoprotein (env) mediates the HIV
entry by attacking to specific cell surfacereceptorsCD4+and
co-receptors CCR5 or CXCR4, followed by fusion. The
chemoreceptors CCR5 and CXCR4 classifiedtheHIVstrainin
R5 and X4. The env is produced fromgp160,whichiscleaved
by furin-like protease. This cleavage produces a trans
membrane moiety gp41 and an outer subunit gp120 [1].
Gp120 contains five variable loops (V1-V5), formed by a
disulfide bond at it based, and five relatively conserved
domain (C1-C5) [2]. The variable lops have the critical role in
co-receptor binding and immune eluding, and are usuallylie
at the surface. The variable regions V1, V2 and V3 are
rearranged due to the attachment of gp120 to cellular
receptors and co-receptors [2]. Designing the antigens or
immunogens for the virus is a great interest among the
scientist. One of the ways is the production of the antibody
with the help of avian and their eggs. One of them is the
production of IgY antibody which can be extracted the avian
blood and also be extracted from egg yolk in large quantities
[3]. The function of IgY is similar to the mammalian IgG in
terms function but is different in structure, and
physiochemical and immunological capability.The extracted
IgY from avian blood and its egg has the potential to be an
anti-HIV agent [4-6]. Binding interaction between antigen
and protein can be studied bydockingtopredictthecomplex
structure [7]. Docking is one of the frequently used methods
to predict the binding orientation of antibody and small
molecule to their protein targets such as antigens [8]. To
predict a chemical characteristics and the behaviour of
molecule, molecular modelling is used to construct a
molecule by the use of the computer.
2. METHODOLOGY
Sequence retrieval and analysis: The protein sequence of
Avian IgY-Fc (PDB ID: 2W59) [9] and gp120 (PDB ID: 5F4L)
[10] were retrieved from the RSCB Protein Data Bank
(https://www.rcsb.org/) in FASTA format.
Sequence analysis and homology modeling of Avian IgY
and gp120: The three-dimensional structure of Avian IgY
and gp120 were modeled withtheswissmodeler webserver
(http://swissmodel.expasy.org/). Swiss modeler is a fully
automated protein structure homology modelingserverand
it requires the query sequence in FASTA format. Template
search, template selection, model build and model
estimation, all are done by the swiss modeler automated
server.
Evaluation and validation of models: The final selected
model of avian antibody IgY and antigen gp120, generated
from swiss modeler were selected on the basis of QMEAN4
score. Validation (ERRAT and Verify3D) of the proposed
models were done in SAVES server
(https://services.mbi.ucla.edu/SAVES/), and feasibility
estimation (Procheck statistics) was carried out in PDBsum
web server.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1672
Antibody-Antigen docking: The antibody-antigen docking
was carried out by ClusPro 2.0 (https:
//cluspro.bu.edu/login.php )inantibody mode[11-15]. This
server is a fully automated web-based molecular docking
program.
3. RESULT AND DISCUSSION
Modeling and assessmentofmodeled proteinstructures:
Swiss modeler server searches the template with BLAST
(Altschul, et al., 1997) and HHBlits (Remmert, et al., 2011)
against the swiss-model template library (SMTL). The
template’s quality has been predicted for each identical
template from the feature of the target template alignment
and the templates with the highest quality have been
selected for modeling. Models are built by the server using
ProMod3, based on the target template alignment, and in
case of loop modeling an alternative model is built with
PROMOD-II (Gus, et, al., 1997). The global and per-residue
model quality estimation is done using QMEAN scoring
function (Benkert, et al., 2011). Modeled proteins structures
antigen gp120 and antibody Avian IgY have the QMEAN4
scores -0.34 and 0.58 subsequently.
Fig-1: Modelled structure of avian antibody IgY.
Fig-2: Modelled structure of HIV gp120.
SAVES server tool such as Verify_3D determines the atomic
model compatibility, by assessing a structural classbasedon
its location and environment (alpha. beta, loop, polar,
nonpolar etc.) and comparing the result to good structures
[16]. According to Verify_3D criterion, the modelled
structure of HIV gp120 was 88.25 % acceptable and the
modelled structure of avian antibody IgY was 90.37%
acceptable (Bowie, et al., 1991) (Luethy, et al., 1992). The
ERRAT2 program gave the overall quality factor 93.68 for
HIV gp120 and 82.58 for antibodyIgY,theseindicatethatthe
models are acceptable. The ProCheck indicated that,
according to psi and phi torsion angles.94.3%residueswere
in the most favoured region and 5.7% residues were in the
additional allowed region for antibody IgY, and 90.6%
residues were in most favoured region, 8.6% in additional
allowed region, and 0.5% in generouslyallowedregion.Also,
G-factor shows that the models’ properties were usual [17-
20].
Procheck statistics of modeled avian IgY:
Fig-3: Ramachandran Plot of avian antibody IgY.
Fig-4: Ramachandran plot statistics
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1673
Fig-5: G-factors
Procheck statistics of modeled HIV gp120:
Fig-6: Ramachandran Plot of HIV gp120.
Fig-7: Ramachandran plot statistics.
Fig-8: G-factors.
Antibody-Antigen docking: ClusPro 2.0 web server uses a
supercomputer for protein-protein docking at Boston
University. This server which is developed by the groups of
Sandor Vajda and Dima Kozakov was the best in the server
category in the latest rounds of CAPRI experiment [21]. The
best result is selected based on the lowest energy calculated
(E=0.50Erep+−0.20Eatt+600Eelec+0.25EDARS[14]);whichwas-
355 Kcal/mol. This energy lowering in theantibody–antigen
complex was mainly due to stabilizing by hydrophobic
interactions and hydrogen bonding. Also due to the Vander
Walls’ interactions and groups o charged and polar residues
lead to the stability of the complex. Multiple bonding
between the antibody and antigen ensures that antigen will
be tightly bound to the antibody. Bonds were located in the
epitope of antigen and CDR region of the antibody. Though,
two Gly 182 and 183 are not in CDR region. Among the
amino acid of antigen (HIV gp120) that interact with
paratope, Asn 248, Lys 278, Asn 188, and Ser 185 were in
epitope region, but amino acids Arg 258, Asn263, Glu 224,
Asp 320, Asn 254, Thr 265 and Gly 266were not in this
region. Bonds between amino acids, ser 28 - Arg 258, Asp 30
- Ag 258, Asp 30- Asn 263, Glu 24- Asn 263 , Arh 59- Glu 324,
Arh 59 - Asp 320, Lys 32 - Asn 254, ASP 61 - Asn 254, Arg 34
- Thr 265, Arg 34 - Gly 266, Leu 65 -Asn 28, Tyr 73 -Lys 278,
Glu 67 - Lys 278, Glu 67 - Asn 188, Phe 69 - Ser 185, Gly 183 -
Pro 21, and Gly 182 - Asn 259 were seen.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1674
Fig-9: Surface interaction between HIV gp120 and Avian
IgY.
Fig-10: Interaction between HIV gp120 and Avian IgY
with the hydrogen bond.
Fig-11: Hydrophobic Interaction (in brown color)
between HIV gp120 and Avian IgY.
4. CONCLUSIONS
The Avian antibody IgY was well modeledwithrespectto the
assessments made on its structure. Also, protein-protein
docking result revealed the high affinity of antibody IgY and
gp120 antigen. Hydrogen bonds, Vander Wall’s interaction,
and hydrophobic interactions were found to have a great
role in the interaction between antibody and antigen. It can
be concluded that the avian antibody IgY can be used to
inhibit HIV gp120 and treat HIV patients.
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[4] Peter Dr Med Habil Solisch. New inter-species
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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1675
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An in-silico Approach to Identify Avian IgY as Potential Inhibitor of HIV Envelope Glycoprotein gp120

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1671 An in-silico approach to identify avian IgY as potential inhibitor of HIV envelope glycoprotein gp120 Pradeep Kumar Lohra B.E. Biotechnology, Birla Institute of Technology, Mesra, Ranchi, Jharkhand, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Human Immunodeficiency virus (HIV) is an endemic virus which attacks and degrades thehumanimmune system, leading to illness. To infect the host cell HIV envelope glycoprotein gp120 bindstothecellularreceptorCD4+and co- receptor CCR5 or CXCR4. This results in fusion of the host cell membrane and viral leading to initiating infection. Blocking this interaction is a possible strategy to treat and prevent infection. For this work, Avian IgY (PDB ID: 2W59) is taken as antibody and HIV gp120 (PDB ID: 5F4I) as antigen. To study antibody-antigen interaction, modelling of antibody (Avian IgY) and antigen (HIV gp120) has been done and docking is performed. Modelled structures were verified by ERRAT and Verify_3D. Key Words: avian IgY,gp120,QMEAN4score,ClusPro 2.0, ERRAT2, Antibody-Antigen docking, Verify_3D etc. 1. INTRODUCTION Every year approximately 2-3 million people are infected with HIV [1]. HIV is a retrovirus that attacks the body’s natural defence mechanism and weakens the immune system. The virus destroys the white blood cell called a T- helper cell and makes multiple copies of itself inside the t- cell. Due to this person’s immune system gradually breaks down, leading to AIDS. This is the condition in which a person can be infected with vulnerable to other infected diseases. HIV transmission can happen mainly due to sexual intercourse, prenatal transfusion, and blood transfusion. In order to replicate HIV must enter a cell. For infection, a series of protein-protein interaction is performed. Once the virus gets inside the cell, the replication progress and this result in the production of progeny virus. That’s, why blocking the virus from entering the cell is oneofthewaysto stop further replication and production of progenyvirus [1]. Specific entry inhibitors are sometimes used alone or with other drugs to stop infection to the new cell in HIV infected patient. The envelope glycoprotein (env) mediates the HIV entry by attacking to specific cell surfacereceptorsCD4+and co-receptors CCR5 or CXCR4, followed by fusion. The chemoreceptors CCR5 and CXCR4 classifiedtheHIVstrainin R5 and X4. The env is produced fromgp160,whichiscleaved by furin-like protease. This cleavage produces a trans membrane moiety gp41 and an outer subunit gp120 [1]. Gp120 contains five variable loops (V1-V5), formed by a disulfide bond at it based, and five relatively conserved domain (C1-C5) [2]. The variable lops have the critical role in co-receptor binding and immune eluding, and are usuallylie at the surface. The variable regions V1, V2 and V3 are rearranged due to the attachment of gp120 to cellular receptors and co-receptors [2]. Designing the antigens or immunogens for the virus is a great interest among the scientist. One of the ways is the production of the antibody with the help of avian and their eggs. One of them is the production of IgY antibody which can be extracted the avian blood and also be extracted from egg yolk in large quantities [3]. The function of IgY is similar to the mammalian IgG in terms function but is different in structure, and physiochemical and immunological capability.The extracted IgY from avian blood and its egg has the potential to be an anti-HIV agent [4-6]. Binding interaction between antigen and protein can be studied bydockingtopredictthecomplex structure [7]. Docking is one of the frequently used methods to predict the binding orientation of antibody and small molecule to their protein targets such as antigens [8]. To predict a chemical characteristics and the behaviour of molecule, molecular modelling is used to construct a molecule by the use of the computer. 2. METHODOLOGY Sequence retrieval and analysis: The protein sequence of Avian IgY-Fc (PDB ID: 2W59) [9] and gp120 (PDB ID: 5F4L) [10] were retrieved from the RSCB Protein Data Bank (https://www.rcsb.org/) in FASTA format. Sequence analysis and homology modeling of Avian IgY and gp120: The three-dimensional structure of Avian IgY and gp120 were modeled withtheswissmodeler webserver (http://swissmodel.expasy.org/). Swiss modeler is a fully automated protein structure homology modelingserverand it requires the query sequence in FASTA format. Template search, template selection, model build and model estimation, all are done by the swiss modeler automated server. Evaluation and validation of models: The final selected model of avian antibody IgY and antigen gp120, generated from swiss modeler were selected on the basis of QMEAN4 score. Validation (ERRAT and Verify3D) of the proposed models were done in SAVES server (https://services.mbi.ucla.edu/SAVES/), and feasibility estimation (Procheck statistics) was carried out in PDBsum web server.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1672 Antibody-Antigen docking: The antibody-antigen docking was carried out by ClusPro 2.0 (https: //cluspro.bu.edu/login.php )inantibody mode[11-15]. This server is a fully automated web-based molecular docking program. 3. RESULT AND DISCUSSION Modeling and assessmentofmodeled proteinstructures: Swiss modeler server searches the template with BLAST (Altschul, et al., 1997) and HHBlits (Remmert, et al., 2011) against the swiss-model template library (SMTL). The template’s quality has been predicted for each identical template from the feature of the target template alignment and the templates with the highest quality have been selected for modeling. Models are built by the server using ProMod3, based on the target template alignment, and in case of loop modeling an alternative model is built with PROMOD-II (Gus, et, al., 1997). The global and per-residue model quality estimation is done using QMEAN scoring function (Benkert, et al., 2011). Modeled proteins structures antigen gp120 and antibody Avian IgY have the QMEAN4 scores -0.34 and 0.58 subsequently. Fig-1: Modelled structure of avian antibody IgY. Fig-2: Modelled structure of HIV gp120. SAVES server tool such as Verify_3D determines the atomic model compatibility, by assessing a structural classbasedon its location and environment (alpha. beta, loop, polar, nonpolar etc.) and comparing the result to good structures [16]. According to Verify_3D criterion, the modelled structure of HIV gp120 was 88.25 % acceptable and the modelled structure of avian antibody IgY was 90.37% acceptable (Bowie, et al., 1991) (Luethy, et al., 1992). The ERRAT2 program gave the overall quality factor 93.68 for HIV gp120 and 82.58 for antibodyIgY,theseindicatethatthe models are acceptable. The ProCheck indicated that, according to psi and phi torsion angles.94.3%residueswere in the most favoured region and 5.7% residues were in the additional allowed region for antibody IgY, and 90.6% residues were in most favoured region, 8.6% in additional allowed region, and 0.5% in generouslyallowedregion.Also, G-factor shows that the models’ properties were usual [17- 20]. Procheck statistics of modeled avian IgY: Fig-3: Ramachandran Plot of avian antibody IgY. Fig-4: Ramachandran plot statistics
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1673 Fig-5: G-factors Procheck statistics of modeled HIV gp120: Fig-6: Ramachandran Plot of HIV gp120. Fig-7: Ramachandran plot statistics. Fig-8: G-factors. Antibody-Antigen docking: ClusPro 2.0 web server uses a supercomputer for protein-protein docking at Boston University. This server which is developed by the groups of Sandor Vajda and Dima Kozakov was the best in the server category in the latest rounds of CAPRI experiment [21]. The best result is selected based on the lowest energy calculated (E=0.50Erep+−0.20Eatt+600Eelec+0.25EDARS[14]);whichwas- 355 Kcal/mol. This energy lowering in theantibody–antigen complex was mainly due to stabilizing by hydrophobic interactions and hydrogen bonding. Also due to the Vander Walls’ interactions and groups o charged and polar residues lead to the stability of the complex. Multiple bonding between the antibody and antigen ensures that antigen will be tightly bound to the antibody. Bonds were located in the epitope of antigen and CDR region of the antibody. Though, two Gly 182 and 183 are not in CDR region. Among the amino acid of antigen (HIV gp120) that interact with paratope, Asn 248, Lys 278, Asn 188, and Ser 185 were in epitope region, but amino acids Arg 258, Asn263, Glu 224, Asp 320, Asn 254, Thr 265 and Gly 266were not in this region. Bonds between amino acids, ser 28 - Arg 258, Asp 30 - Ag 258, Asp 30- Asn 263, Glu 24- Asn 263 , Arh 59- Glu 324, Arh 59 - Asp 320, Lys 32 - Asn 254, ASP 61 - Asn 254, Arg 34 - Thr 265, Arg 34 - Gly 266, Leu 65 -Asn 28, Tyr 73 -Lys 278, Glu 67 - Lys 278, Glu 67 - Asn 188, Phe 69 - Ser 185, Gly 183 - Pro 21, and Gly 182 - Asn 259 were seen.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1674 Fig-9: Surface interaction between HIV gp120 and Avian IgY. Fig-10: Interaction between HIV gp120 and Avian IgY with the hydrogen bond. Fig-11: Hydrophobic Interaction (in brown color) between HIV gp120 and Avian IgY. 4. CONCLUSIONS The Avian antibody IgY was well modeledwithrespectto the assessments made on its structure. Also, protein-protein docking result revealed the high affinity of antibody IgY and gp120 antigen. Hydrogen bonds, Vander Wall’s interaction, and hydrophobic interactions were found to have a great role in the interaction between antibody and antigen. It can be concluded that the avian antibody IgY can be used to inhibit HIV gp120 and treat HIV patients. REFERENCES [1] Per Johan. The molecular basis of HIV entry. Cell Microbiol. 2012 August; 14(8): 1183–1192. doi:10.1111/j.1462-5822.2012.01812.x. [2] Craig B. Wilen1, John C. Tilton2, and Robert W. Doms1. HIV: Cell Binding and Entry. Cold Spring Harb Perspect Med 2012;2:a006866 [3] Teshager Dubie, Seid Yimer, Mulie Adugna and Tesfaye Sisay. The potential application of avian egg antibodies with emphasis on immunotherapeutic and immunodiagnostic purpose. AdvancedResearchJournal of Biochemistry and Biotechnology: Vol. 1(3): pp 018- 030, October, 2014. [4] Peter Dr Med Habil Solisch. New inter-species antibodies reactive with cellular antigens -presentinall mammals and birds under conditions of stress, useful for treating, preventing or diagnosing e.g. tumours or virus diseases. 19 May 1994. [5] PanagiotisTsolkas. NewantibodiesagainstHIVantigens, 8 Aug 1996. [6] FERTEL R ET AL: "Formation of antibodies to prostaglandins in the yolk of chicken eggs." BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, (1981 OCT 15) 102 (3) 1028-33., XP000984898 [7] Daisuke Kuroda, Hiroki Shirai, Matthew P.Jacobson and Haruki Nakamura. Computer-aided antibody design, Protein Engineering, Design & Selection vol. 25 no. 10 pp. 507–521, 2012 [8] Lisina KV and Shanmughavel Piramanayagam. AN IN SILICO STUDY ON HIV-1 PROTEASE WILD-TYPE AND MUTANT WITH INHIBITORS FROM ANNONA SQUAMOSA. IJPSR, 2014; Vol. 5(5): 1811-1818. [9] Taylor, A.I., Fabiane, S.M., Sutton, B.J., Calvert, R.A.The Crystal Structure of an Avian Igy-Fc Fragment Reveals Conservation with Both Mammalian Igg and Ige.(2009) Biochemistry 48: 558
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