Maryam Ghasemitarei1,2, Angela Privat-Maldonado2, Maksudbek Yusupov2,3, Shadi Rahnama4, Annemie Bogaerts2, Mohammad Reza Ejtehadi1. 1. Department of Physics, Sharif University of Technology, Tehran 14588-89694, Iran. 2. Research Group PLASMANT, Department of Chemistry, University of Antwerp, Universiteitsplein 1, B-2610 Antwerp, Belgium. 3. Laboratory of Thermal Physics of Multiphase Systems, Arifov Institute of Ion-Plasma and Laser Technologies, Academy of Sciences of Uzbekistan, Durmon yuli str. 33, 100125 Tashkent, Uzbekistan. 4. Institute for Nanoscience & Nanotechnology (INST), Sharif University of Technology, Azadi Avenue, Tehran 14588-89694, Iran.
Abstract
Binding of the SARS-CoV-2 S-glycoprotein to cell receptors is vital for the entry of the virus into cells and subsequent infection. ACE2 is the main cell receptor for SARS-CoV-2, which can attach to the C-terminal receptor-binding domain (RBD) of the SARS-CoV-2 S-glycoprotein. The GRP78 receptor plays an anchoring role, which attaches to the RBD and increases the chance of other RBDs binding to ACE2. Although high levels of reactive oxygen and nitrogen species (RONS) are produced during viral infections, it is not clear how they affect the RBD structure and its binding to ACE2 and GRP78. In this research, we apply molecular dynamics simulations to study the effect of oxidation of the highly reactive cysteine (Cys) amino acids of the RBD on its binding to ACE2 and GRP78. The interaction energy of both ACE2 and GRP78 with the whole RBD, as well as with the RBD main regions, is compared in both the native and oxidized RBDs. Our results show that the interaction energy between the oxidized RBD and ACE2 is strengthened by 155 kJ/mol, increasing the binding of the RBD to ACE2 after oxidation. In addition, the interaction energy between the RBD and GRP78 is slightly increased by 8 kJ/mol after oxidation, but this difference is not significant. Overall, these findings highlight the role of RONS in the binding of the SARS-CoV-2 S-glycoprotein to host cell receptors and suggest an alternative mechanism by which RONS could modulate the entrance of viral particles into the cells.
Binding of the SARS-CoV-2 S-glycoprotein to cell receptors is vital for the entry of the virus into cells and subsequent infection. ACE2 is the main cell receptor for SARS-CoV-2, which can attach to the C-terminal receptor-binding domain (RBD) of the SARS-CoV-2 S-glycoprotein. The GRP78 receptor plays an anchoring role, which attaches to the RBD and increases the chance of other RBDs binding to ACE2. Although high levels of reactive oxygen and nitrogen species (RONS) are produced during viral infections, it is not clear how they affect the RBD structure and its binding to ACE2 and GRP78. In this research, we apply molecular dynamics simulations to study the effect of oxidation of the highly reactive cysteine (Cys) amino acids of the RBD on its binding to ACE2 and GRP78. The interaction energy of both ACE2 and GRP78 with the whole RBD, as well as with the RBD main regions, is compared in both the native and oxidized RBDs. Our results show that the interaction energy between the oxidized RBD and ACE2 is strengthened by 155 kJ/mol, increasing the binding of the RBD to ACE2 after oxidation. In addition, the interaction energy between the RBD and GRP78 is slightly increased by 8 kJ/mol after oxidation, but this difference is not significant. Overall, these findings highlight the role of RONS in the binding of the SARS-CoV-2 S-glycoprotein to host cell receptors and suggest an alternative mechanism by which RONS could modulate the entrance of viral particles into the cells.
At
the end of 2019, a new virus showing general symptoms such as
fever, dyspnea, dry cough, and tiredness in most people was discovered
in Wuhan city, China. This virus has affected over 187 million people
since then and killed more than 4 million in various countries (data
obtained from ref (1), corresponding to July 11, 2021). The virus is a member of the coronavirus
family, which causes coronavirus disease 2019 (COVID-19). The International
Committee on Taxonomy of Viruses (ICTV) officially designated the
virus as severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2).
SARS-CoV-2 is the seventh coronavirus that can infect humans,[2] with SARS-CoV and MERS-CoV being the ones with
the highest infection and mortality rates (10 and 36%, respectively[3]). While the wild type of SARS-CoV-2 has only
a 2% mortality rate, the fast human-to-human transmission of this
virus makes it a Public Health Emergency of International Concern
(PHEIC).[4]Structural proteins play
an important role in pathogenesis, as
well as in the assembly and structure of virions. Among all structural
proteins, a densely glycosylated S on the virion’s outer surface
is responsible for virus attachment and entry to the host cells.[5] The S-glycoprotein is a trimeric class I fusion
protein that exists in a metastable prefusion conformation that undergoes
a substantial structural rearrangement to fuse the viral and host
cell membrane together. The S-glycoprotein contains two functional
subunits S1 and S2, which are responsible for
binding to the host cell receptor and for fusion of the viral and
cellular membranes, respectively. Entry to the host cell is triggered
when the receptor-binding domain (RBD) of the S1 subunit
binds to a host cell receptor. Receptor-binding destabilizes the prefusion
trimer, resulting in shedding of the S1 subunit and transition
of the S2 subunit to a stable postfusion conformation.[6] The S1 subunit of different coronaviruses
uses two distinct domains to recognize a variety of attachments and
entry receptors, depending on the viral species. Generally, S1 consists of two domains, the N-terminal domain (NTD) and
the C-terminal domain (CTD), both of which can function as a receptor-binding
entity (e.g., SARS-CoV and MERS-CoV utilize the S1 CTD
as an RBD).[7] The coronavirus S-glycoprotein
is surface-exposed and mediates entry into host cells, which makes
it the main target of neutralizing antibodies and an attractive option
for the development of therapeutic agents and vaccines.The
S-glycoprotein of SARS-CoV, and several other SARS-related
coronaviruses, interacts directly with the angiotensin-converting
enzyme 2 (ACE2) on target cells.[8] ACE2
is an enzyme attached to the membranes of cells in lungs, arteries,
heart, kidney, and intestines.[9] SARS-CoV-2
S1 CTD (referred to as RBD henceforth) has been identified
as a key region of SARS-CoV-2 that interacts with the ACE2 receptor.[8] Walls et al.[10] reported
that ACE2 could facilitate SARS-CoV-2 S-mediated entry into cells,
establishing it as a functional receptor for this virus. Another protein,
glucose regulating protein 78 (GRP78, or binding immunoglobulin protein),
which could facilitate MERS-CoV and bat coronavirus HKU9 entry into
permissive cells by enhancing virus attachment,[11] was also identified as a receptor for SARS-CoV-2 S-glycoprotein.[12] A significantly higher level of GRP78 in patients
with SARS-CoV-2 compared to healthy patients highlights the importance
of the GRP78 receptor.[13] GRP78 is the master
chaperone protein of the unfolded protein response.[5] Under normal conditions, GRP78 is found in the lumen of
the endoplasmic reticulum (ER), which inactivates three enzymes responsible
for cell death or differentiation. Overexpression of GRP78 is initiated
upon cell stress, which increases GRP78 translocation to the cell
membrane. Cell surface GRP78 is susceptible to virus recognition by
its substrate-binding domain (SBD), and it can mediate the virus entry
in the cell.[12] Recently, Ibrahim et al.
introduced GRP78 as another receptor for SARS-CoV-2 S-glycoprotein
using molecular docking simulations.[12] The
authors suggested that this receptor facilitates the attachment of
the virus to the surface of the host cell, exploring potential interactions
between GRP78 and S-glycoprotein. Following them, Allam et al. identified
some small peptides and molecules that can disturb the interaction
of target cells with SARS-CoV-2 by inhibiting the recognition of GRP78
by the SARS-CoV-2 S-glycoprotein.[14] Furthermore,
experimental studies have shown GRP78 as an important secondary factor
for the entry and infection of SARS-CoV-2,[15] which also increases host cell recognition in the new U.K. variant
of SARS-CoV-2.[16] Thus, GRP78 could be a
potential therapeutic target for reducing SARS-CoV-2 infection.ACE2 and GRP78 have strong affinity to RBD.[7,12] Studying
the interaction of RBD with these receptors, and in particular, identifying
the important residues that are the most effective in RBD-cell receptor
affinity, is essential. Previous atomic-level investigations on RBD
and its binding with ACE2 or GRP78 revealed useful information about
the interactions between amino acids of these proteins.[7,12] However, viral infections are linked to the overproduction of reactive
oxygen and nitrogen species (RONS) and deprived antioxidant systems
that result from the cytokine response, inflammation, and cell death
induced to eliminate the pathogens.[17,18] It has been
proposed that the SARS-CoV-2 virus is able to promote a chronic state
of inflammation in host cells to maintain a state of oxidative stress.[19] Interestingly, the ACE2 receptor plays a key
role in lowering oxidative stress: membrane-bound ACE2 degrades Angiotensin
II, which induces RONS production by membrane-bound NADPH oxidase.
The resulting product, Angiotensin 1–7, inhibits NADPH oxidase.
However, when ACE2 is bound to the SARS-CoV-2 S-glycoprotein, it cannot
degrade Angiotensin II, thus increasing RONS levels at the cell surface
and creating a cycle of oxidative stress in the cells.[20] It is known that RONS can cause oxidation and
nitration of amino acids in proteins, which can disturb their normal
functioning.[21−26]Experiments performed using an external RONS source (cold
atmospheric
plasma) revealed that the highly reactive amino acids Met and cysteine
(Cys) are primarily oxidized in aqueous solutions (see the Supporting Information (SI)). Due to the absence
of Met residues in the RBD structure, it is possible that Cys residues
are initially oxidized. A previous study showed that the oxidation
pathways of Cys are related to the structure of the oxidant and the
reaction conditions.[27] Another study on
the products of Cys oxidation by an external RONS source reported
that Cys oxidation has two main products: cystine (disulfide bond
formation between two cysteine residues) and cysteic acid.[28−31] Since all Cys residues of the RBD in the native structure make disulfide
bonds with each other, oxidation of the residues by excessive RONS
will produce cysteic acids. This could subsequently influence the
interaction of RBD with ACE2 and GRP78. Recently, it has been suggested
that the lack of a reducing environment during SARS-CoV-2 infection
could favor the binding of the S-glycoprotein to ACE2.[32] Yet, it is unknown how the high levels of extracellular
RONS affect the interaction between RBD and GRP78.In this study,
we used atomistic simulations to investigate the
effect of Cys oxidation in RBD on its interaction with ACE2 and GRP78.
For this purpose, we introduce the new binding site for the GRP78
receptor in our simulations. Our findings support the notion that
Cys oxidation of RBD improves its interaction energy for ACE2, and
it slightly increases it for GRP78. Overall, these findings highlight
the role of RONS in the binding of the SARS-CoV-2 S-glycoprotein to
host cell receptors and suggest an alternative mechanism by which
RONS could modulate the entrance of viral particles into the cells.
Computational Details
Preparing the Initial Structure
of the Proteins
Four specific regions of the RBD bound with
the cell surface receptor
were determined by Ibrahim et al., which contain four disulfide bonds[12] (see Figure ). Specifically, these regions are region I (Cys336–Cys361, 26 residues), region II (Cys379–Cys432, 54 residues), region III (Cys391–Cys525, 135 residues), and region IV
(Cys480–Cys488, 9 residues)[12] (Figure A). We have defined nonoverlapping regions, as introduced
in Figure B, to refuse
the recount of the value of nonbonded, salt bridge, and H-bonds for
each region. These regions are region I (Cys336–Cys361), region II* (Cys379–Leu390), region II&III (Cys391–Cys432),
region III* (Val433–Pro479 and Tyr489–Cys525), and region IV (Cys480–Cys488). As shown in Figure B, region IV (purple) is not only cyclic
but also surface-accessible and protrudes to the outer side of the
S-glycoprotein, i.e., facing the target cell. Based on the crystal
structure of RBD bound to ACE2 (PDB ID: 6M0J(33)) and the
results of the molecular docking of RBD bound to GRP78,[12] we have identified that the most important amino
acids in the interface of RBD and its receptor are located in region
III* and especially in region IV. Because of the disulfide bond between
Cys480 and Cys488 residues, region IV possesses
a cyclic form, which can be destructed by breaking this disulfide
bond as a result of Cys oxidation. Generally, if the distance of sulfur
groups of two Cys residues in the protein structures is less than
2.04 Å,[34] they can be easily oxidized,
making disulfide bonds. This process is completely reversible and
can happen in normal conditions and at low levels of reactive oxygen
species (ROS) in the cell surface.[35] Therefore,
in the native conformation of RBD, ACE2, and GRP78, all Cys residues
are considered in the oxidized form, as cystine.
Figure 1
(A) Regions I (Cys336–Cys361), II
(Cys379–Cys432), III (Cys391–Cys525), and IV (Cys480–Cys488), determined by Ibrahim et al.,[12] are shown schematically by pink, dark-blue, light-green, and purple
boxes, respectively. The nonoverlapping regions (I, II*, II&III,
III*, and IV) of RBD with the new definition are shown schematically
in the bottom row. The sequence numbers for the regions are indicated
in the blue axis (the scale is not uniform). (B) New-cartoon representation
of RBD exposed to its receptor (not shown here) with multiple colors
in the S-glycoprotein (dark cyan). (C) The close-up view of RBDs with
multiple colors shown by new-cartoon and surface representations as
well as all Cys residues of RBD are shown by a ball and stick representation.
(A) Regions I (Cys336–Cys361), II
(Cys379–Cys432), III (Cys391–Cys525), and IV (Cys480–Cys488), determined by Ibrahim et al.,[12] are shown schematically by pink, dark-blue, light-green, and purple
boxes, respectively. The nonoverlapping regions (I, II*, II&III,
III*, and IV) of RBD with the new definition are shown schematically
in the bottom row. The sequence numbers for the regions are indicated
in the blue axis (the scale is not uniform). (B) New-cartoon representation
of RBD exposed to its receptor (not shown here) with multiple colors
in the S-glycoprotein (dark cyan). (C) The close-up view of RBDs with
multiple colors shown by new-cartoon and surface representations as
well as all Cys residues of RBD are shown by a ball and stick representation.The three-dimensional (3D) structure of the native
RBD bound with
ACE2 is available in the protein data bank (PDB ID: 6M0J).[33] Using the pydockWEB Web server,[36,37] we performed molecular docking to predict the binding site of the
native RBD to GRP78 (i.e., RBD–GRP78 complex), as well as the
native RBD to ACE2 (i.e., RBD–ACE2 complex). In the latter
case, we compared the native RBD–ACE2 complex obtained by our
docking with the existing complex from the PDB (see above) to validate
the accuracy of our docking simulations. Moreover, the results of
our docking on GRP78 and RBD were in agreement with the result of
docking obtained by Ibrahim et al.[12] Because
there is no Met residue in the native RBD structure, Cys is the next
amino acid that can be easily oxidized. As mentioned before, the RBD
domain contains eight Cys residues that form four disulfide bonds
(i.e., four cystine residues). Cysteic acid (CYO) and cystine are
the product of Cys oxidation by hydrogen peroxide (H2O2),[38] one of the RONS produced during
oxidative stress in response to viral infections.[20] In general, intracellular RONS, such as H2O2, can oxidize 5% of the Cys residues of proteins to cysteic
or Cys sulfenic acid,[39] and this effect
is enhanced under oxidative stress.[28−31] Since all eight Cys residues
of the RBD are in four cystine dimeric forms, oxidation of these residues
leads to a next product, i.e., cysteic acid.Hence, the oxidation
of one cystine results in the breakage of
the disulfide bond and the formation of two CYOs.[40] We oxidized two pairs of cystine (i.e., Cys379–Cys432 and Cys480–Cys488) that are in contact with water molecules and located in the interfacial
region of RBD with ACE2 or GRP78. Thus, after oxidation, two disulfide
bonds were dissociated, thereby forming four CYOs.To identify
the partial charges of CYO residues, we first identified
their protonation states in the physiological environment. The negative
partial charge of CYO in the physiological condition is provided by
the Drug bank,[41] which was considered in
the preparation of CYO parameters in this study. In addition, experimental
investigations on Cys oxidation also confirmed that the oxidation
of Cys residues of proteins caused by ROS (such as H2O2) mostly results in negatively charged CYOs.[39]To prepare the CHARMM-type force field parameters
of negatively
charged CYO (i.e., −1 e), we used a combination
of Gaussian software[42] and the CHARMM general
force field (CGenFF)[43] (see https://cgenff.parachem.org), similar to the procedure applied by van der Spoel et al.[44] To optimize and generate partial charges of
CYO, density functional theory (DFT), using the B3LYP functional with
the standard 6-311G* basis set, was applied using Gaussian 16. Afterward,
using the output from Gaussian 16, the topology files of CYO, compatible
with the CHARMM36 force field, were constructed applying the CGenFF
program.
Molecular Dynamics (MD) Simulation Protocols
MD simulations were performed using Gromacs 2020.2-MODIFIED software.[45] For all systems (i.e., native and oxidized RBDs
in combination with native ACE2 and GRP78), the CHARMM36 force field
was employed to describe the interatomic interactions. The initial
systems were prepared by adding the TIP3P water model[46] into a box with the size of 13.66 × 13.66 × 13.66
nm3 for the RBD–ACE2 and RBD–GRP78 complexes
and 12.80 × 12.80 × 12.80 nm3 for the RBD–GRP78
complex after removing the noninteracting tail of GRP78 (cf. Figure ). The charges of
all systems were neutralized by adding chlorine and sodium ions to
the water in the simulation box. The energy minimization of the systems
was performed using the steepest descent algorithm for 50 000
steps.
Figure 4
Results of the molecular docking for the RBD–GRP78 complex.
Region III (green) and region IV (indicated by the red circle) of
the RBD as well as SBDα/SBDβ (purple) and NBD/ABD (dark
blue) domains of the GRP78 are represented here. The rest of the protein
structures are shown by the pale-cyan color. The light-cyan circle
indicates the position of the tail of GRP78 located inside the membrane.
This tail is excluded in our further MD simulations (see details below).
Four replicas were generated for each five complex system,
i.e.,
(i) native RBD–ACE2, (ii) oxidized RBD–ACE2 (i.e., oxidized
RBD bound to native ACE2), (iii) native RBD–GRP78 without removing
the tail, and (iv) native and (v) oxidized RBD–GRP78 (i.e.,
oxidized RBD bound to native GRP78) with removing the tail, giving
a total of 20 systems. The four replicas for each system applied different
initial atomic velocities, using different random seeds. All systems
were initially equilibrated in the isothermal (constant number of
particles, volume, and temperature, NVT) ensemble at 310 K for 2 ns
with a time step of 1 fs. Then, the isothermal–isobaric (constant
number of particles, pressure, and temperature, NPT) ensemble at 310
K and 1 atm with a time step of 2 fs was applied until the root-mean-square
deviations (RMSDs) of the proteins are relaxed (see the RMSD plots
in Figures S1–S4 of the SI). The
native RBD–ACE2 and oxidized RBD–ACE2 systems were equilibrated
for 150 and 310 ns, respectively. The native RBD–GRP78 without
removing its tail was equilibrated for 180 ns. Afterward, the native
RBD–GRP78 and oxidized RBD–GRP78 systems were equilibrated
for 280 and 410 ns, respectively (see the SI for more details). Equilibration of the systems was performed using
the Nose–Hoover thermostat[47] with
a coupling constant of 1 ns and the isotropic Parrinello–Rahman
barostat[48] with a coupling constant and
compressibility of 5 ns and 4.5 × 10–5 bar–1, respectively. The Verlet list scheme was employed
with the cutoff distance of 12 Å for both the electrostatic and
van der Waals interactions. The particle mesh Ewald (PME) method was
implemented to compute long-range electrostatic interactions[49,50] with long-range dispersion corrections for both energy and pressure.
Periodic boundary conditions were applied to the systems in all three
directions. Energy and structural analyses were carried out by applying
the gmx energy tool of Gromacs and visual molecular dynamics (VMD)
1.9.4a43 software.[51]To understand
the reason for the increase in nonbonded interaction
energy in the RBD–ACE2 complex after oxidation, we calculated
the number of H-bonds and salt bridges formed between RBD and ACE2
before and after oxidation, using VMD software.[51] Following Debiec et al., we selected 3.5 and 4.5 Å
for the formation and dissociation distances of the salt bridges,
respectively.[52] Moreover, for the cutoff
distance of the H-bond formation, we used 3 Å,[53] and the angle cutoff of D–H–A was equal to
20°. Note that we calculated the number of H-bonds and salt bridges
by dividing the total number of H-bonds by the total number of MD
frames (with an abundance of more than 10% in all frames), using the
last 100 ns of MD simulations.To find the best position of
the interface of GRP78 and RBD in
the complex, MD simulations were performed on the system initiated
from the molecular docking. After equilibrating all four replicas
of the native RBD–GRP78 system, the nonbonded interaction energy
between RBD and GRP78 was calculated using the last 80 ns of MD simulations.
Among all equilibrated replicas, the most stable one was chosen as
the initial structure in our further simulations with the native and
oxidized RBD–GRP78 complexes (i.e., RBD–GRP78 with the
removed tail). Hence, to reduce the size of the simulation box (to
speed up the simulations), the noninteracting tail of GRP78 was removed
from the complex, and after energy minimization, four replicas of
the native and oxidized RBD–GRP78 were generated.
Oxidation Free Energy Calculation
Alchemical mutation
of the RBD structure (i.e., mutation of Cys379, Cys432, Cys480, and Cys488 to cysteic acid)
was applied to compute the free energy changes
during the transformation of native RBD–ACE2 to the oxidized
one and vice versa. Similar to the method used in refs (54) and (55), the hybrid protein structures
and topology setup were designed for the native RBD–ACE2, oxidized
RBD–ACE2, native RBD alone, and oxidized RBD alone. For each
system, four replicas were prepared. The final frames of equilibrium
MD trajectories were used as an initial structure for slow-growth
free energy simulation.[56] In the slow-growth
free energy simulation between the initial (state A) and final (state
B) states, the system is always in thermodynamic quasi-equilibrium.
This reversible process applies small changes during the transformation,
which are very slow. The coupling parameter λ is used to drive
the process, which is started at λ = 0 and finished at λ
= 1. This parameter is constantly modified at each time step. The
work on the system is obtained by integrating the energetic cost for
modifying the system and is computed bywhere H is the Hamiltonian
of the system. The initial and final states of the system and the
path connecting them are shown in Figure . The initial states are the native and oxidized
RBDs, which are individually solvated in the water without any interaction
with ACE2, and the final states are the native and oxidized RBDs after
interacting with ACE2. The defined cycle in Figure shows the path between the native structures
transforming into the oxidized one. The free energy difference of
the RBD and ACE2 attraction upon Cys oxidation (ΔGG) is retrieved
by following both the physical paths of attaching the native and oxidized
RBDs to ACE2 (ΔG3 – ΔG1) and the alchemical paths
of Cys oxidation of the RBD in the RBD alone and the RBD–ACE2
complex system (ΔG4 – ΔG2). The free energy difference
ΔGG is calculated from the difference between ΔG2 and
ΔG4, which have less computational cost and are computed here.
Figure 2
Schematic
representation of a thermodynamic cycle to calculate
changes in the free energy of RBD attachment to ACE2 upon Cys oxidation
(ΔΔG). The left-hand side of the figure shows the attachment
process of a native RBD and ACE2, with the attachment free energy
ΔG1; the right-hand side of the figure shows the same attaching
reaction but for an oxidized RBD–ACE2, resulting in the attachment
free energy ΔG3. The process shown in the bottom row corresponds
to the alchemical transformation of the native RBD into the oxidized
one with the free energy difference ΔG2. The process in the
top row relates to the same alchemical transformation but for the
RBD–ACE2 complex, so the free energy difference between the
two complexes via Cys oxidation is ΔG4.
Schematic
representation of a thermodynamic cycle to calculate
changes in the free energy of RBD attachment to ACE2 upon Cys oxidation
(ΔΔG). The left-hand side of the figure shows the attachment
process of a native RBD and ACE2, with the attachment free energy
ΔG1; the right-hand side of the figure shows the same attaching
reaction but for an oxidized RBD–ACE2, resulting in the attachment
free energy ΔG3. The process shown in the bottom row corresponds
to the alchemical transformation of the native RBD into the oxidized
one with the free energy difference ΔG2. The process in the
top row relates to the same alchemical transformation but for the
RBD–ACE2 complex, so the free energy difference between the
two complexes via Cys oxidation is ΔG4.Sixteen initial structures were prepared for the slow-growth free
energy simulation (i.e., native RBD–ACE2, oxidized RBD–ACE2,
native RBD alone, and oxidized RBD alone, four replicas for each).
All initial structures were initially in state A (λ = 0); then,
by changing the λ value very smoothly, they transformed to state
B (λ = 1). Therefore, the native ones converted to oxidized
ones and vice versa. The simulation parameters were similar to the
conventional MD runs, except that new flags were added in the mdp
files for applying the free energy. Hence, the free energy calculation
flag was switched on and the initial lambda was chosen as zero. The
soft-core potential was used for Coulombic and van der Waals interactions
with the values of α = 0.3 and σ = 0.25, and the soft-core
power was equal to 1. Transforming from the initial state to the final
one was done slowly within 10 ns. The number of steps was equal to
5 × 106. Therefore, λ was changed smoothly from
λ = 0 to 1 and Δλ was equal to 2 × 10–7. To extract the energy values, the gmx
analyze-integrate tool of GROMACS was applied for both forward and
backward transitions in each structure.
Results
and Discussion
Quality of the Chosen Structures
Using Molecular
Docking
The first RBD–ACE2 complex with the highest
interaction energy (−44.646 kJ/mol) obtained from our docking
simulations is not accessible to the RBD (see the cyan circle in Figure ). Nevertheless,
this complex cannot be considered in our simulations. The reason is
that, under physiological conditions, ACE2 is decorated by glycans
in the RBD–ACE2 interface of this complex, which were not taken
into account on the molecular docking; hence, this complex cannot
be accepted. The second RBD–ACE2 complex with the highest interaction
energy (−35.532 kJ/mol) is fully compatible with the crystal
structure of the RBD–ACE2 complex (PDB ID: 6M0J(33)). Thus, the molecular docking used in this study is sufficient
to propose an initial GRP78–RBD complex for our molecular dynamics
(MD) simulations.
Figure 3
Superimposed structures of the crystal structure (green
and yellow)
and the molecular docking (red and yellow) of the RBD–ACE2
complex, representing the high compatibility between them. ACE2 is
shown in yellow. The highest interaction energy between RBD and ACE2
(−44.646 kJ/mol) belongs to the complex where the ACE2 interface
is not accessible for RBD binding (see the cyan circle). Note that
the cyan and red circles, respectively, show the first and second
positions of RBD with the highest affinity to ACE2, obtained from
our docking simulations.
Superimposed structures of the crystal structure (green
and yellow)
and the molecular docking (red and yellow) of the RBD–ACE2
complex, representing the high compatibility between them. ACE2 is
shown in yellow. The highest interaction energy between RBD and ACE2
(−44.646 kJ/mol) belongs to the complex where the ACE2 interface
is not accessible for RBD binding (see the cyan circle). Note that
the cyan and red circles, respectively, show the first and second
positions of RBD with the highest affinity to ACE2, obtained from
our docking simulations.In the case of the RBD–GRP78
complex, we chose the crystal
structures of the RBD domain (PDB ID: 6M0J(33)) and GRP78
(PDB ID: 5E84(57)) as a ligand and the protein, respectively.
The molecular docking results with the highest interaction energy
(−41.942 kJ/mol) showed that region III*, and specifically
region IV, could bind to SBDβ and ATP binding domain (ABD) (or
nucleotide binding domain NBD) (NBD/ABD domains) of GRP78 (see Figure ).Results of the molecular docking for the RBD–GRP78 complex.
Region III (green) and region IV (indicated by the red circle) of
the RBD as well as SBDα/SBDβ (purple) and NBD/ABD (dark
blue) domains of the GRP78 are represented here. The rest of the protein
structures are shown by the pale-cyan color. The light-cyan circle
indicates the position of the tail of GRP78 located inside the membrane.
This tail is excluded in our further MD simulations (see details below).
Secondary Structural Analysis
The
secondary structure analysis of the RBD before and after oxidation
is shown in Table . As is clear, the oxidation of Cys residues to CYOs, which results
in dissociation of the disulfide bridges and the repulsive interaction
between negatively charged CYOs, destroyed some parts of the RBD structure,
especially some of its β-sheets, and converted them to the coil
structures (see also Figure ).
Table 1
Secondary Structure Analysis of the
Native and Oxidized RBD
coil (%)
β-sheet/β-bridge
(%)
bend (%)
turn (%)
α, 5, and 3 helixes (%)
native RBD
32.7 ± 0.5
28.0 ± 0.1
13.5 ± 0.6
11.5 ± 0.3
14.0 ± 0.4
oxidized RBD
37.7 ± 0.6
23.0 ± 0.4
13.2 ± 0.2
11.0 ± 0.1
14.5 ± 0.5
Figure 5
Superimposed structure of the native (yellow) and oxidized (red)
RBDs displayed in the new-cartoon representation. The light-blue ellipses
show the positions of the β-sheets in the native RBD, which
are destroyed after Cys oxidation.
Superimposed structure of the native (yellow) and oxidized (red)
RBDs displayed in the new-cartoon representation. The light-blue ellipses
show the positions of the β-sheets in the native RBD, which
are destroyed after Cys oxidation.
Interaction Energy between
SARS-CoV-2 RBD
and ACE2
The nonbonded (i.e., Coulomb + van der Waals) interaction
energies of the RBD and its various regions with ACE2, before and
after oxidation of RBD, are shown in Tables and 3. After oxidation
of Cys379, Cys432, Cys480, and Cys488 to CYO residues, the interaction energy between RBD and
ACE2 became more negative, which indicates that Cys oxidation increases
the attraction between RBD and ACE2 (Table ). Table shows the strongest interaction between region III*
of RBD and ACE2, which became even stronger after oxidation, although
no Cys oxidation takes place in this region. The reduction in nonbonded
energy between region IV of RBD and ACE2 as well as the higher root-mean-square
fluctuation (RMSF) of the amino acid residues in this region after
oxidation (see Figure S5) demonstrated
the partial separation of region IV from ACE2. This separation as
well as conformational changes in region IV, hence, affected the interaction
of region III* with ACE2, thereby increasing the nonbonded energy
between them (Table ).
Table 2
Coulomb, van der Waals, and Total
Nonbonded Interaction Energies between RBD and ACE2 for the Native
and Oxidized Complexes
Coulomb energy (kJ/mol)
van der Waals
energy (kJ/mol)
total energy (kJ/mol)
native
–325 ± 15
–229 ± 7
–554 ± 21
oxidized
–409 ± 4
–300 ± 17
–709 ± 14
Table 3
Total Nonbonded
Interaction Energy
between Regions of the RBD (i.e., I, II*, II&III, III*, and IV)
and ACE2 for the Native and Oxidized Complexes
region I-ACE2 (kJ/mol)
region II*-ACE2 (kJ/mol)
region II&III-ACE2 (kJ/mol)
region III*-ACE2 (kJ/mol)
region IV-ACE2 (kJ/mol)
native
<10–2
<10–2
–84 ± 7
–339 ± 14
–130 ± 9
oxidized
<10–2
<10–2
–94 ± 2
–502 ± 15
–113 ± 9
The interaction energies of the amino acid residues
of regions
III* and IV of RBD with ACE2 in the native and oxidized complexes
are summarized in Tables and 5, respectively. The importance
of region III* is because Cys oxidation did not happen there, but
had the most contribution in the difference of nonbonded energy between
native and oxidized complexes. As is shown in Table , for most important amino acid residues
of region III*, the attractive interactions with ACE2 were increased
after Cys oxidation, especially for Lys458–ACE2,
Pro479–ACE2, Gln493–ACE2, Gln498–ACE2, Thr500–ACE2, and Tyr505–ACE2, while the attractive interaction of Ala475–ACE2 was significantly decreased. Based on the literature,[58,59] Ala475 is one of the important amino acids of RBD that
plays a crucial role in ACE2 attachment. Conformational changes of
the RBD–ACE2 complex after Cys oxidation reduced the attractive
interaction of Ala475 with ACE2, but this reduction was
not enough to affect the total nonbonded energy of region III* and
other residues retrieved it. Furthermore, studies in the literature[58,59] showed that Phe486 and Asn487 of region IV
are important for RBD–ACE2 attachment. As is clear from Table , Cys oxidation significantly
reduced the nonbonded energy of these two mentioned residues and Glu484 with ACE2. The reduction in nonbonded energy between these
residues and ACE2 allowed them to move more freely.
Table 4
Nonbonded Interaction Energies between
Amino Acid Residues of Region III* of RBD and ACE2 for the Native
and Oxidized Complexesa
interaction
native (kJ/mol)
oxidized (kJ/mol)
Tyr499–ACE2
–10.3 ± 1.7
–12.2 ± 3.3
Leu455–ACE2
–10.2 ± 0.1
–11.7 ± 0.6
Phe456–ACE2
–21.2 ± 0.2
–19.3 ± 1.2
Lys458–ACE2
–0.6 ± 0.7
–13.5 ± 4.2
Tyr473–ACE2
–7.0 ± 0.3
–11.7 ± 3.6
Ala475–ACE2
–30.3 ± 0.8
–10.7 ± 1.2
Gly476–ACE2
–11.5 ± 0.7
–10.1 ± 1.2
Ser477–ACE2
–4.9 ± 0.5
–11.8 ± 2.1
Pro479–ACE2
–0.008 ± 0.001
–11.9 ± 3.2
Tyr489–ACE2
–21.9 ± 0.2
–25.1 ± 3.1
Gln493–ACE2
–29.9 ± 2.1
–46.8 ± 6.1
Gln496–ACE2
–7.1 ± 0.8
–22.3 ± 7.2
Gln498–ACE2
–13.8 ± 1.3
–46.7 ± 13.1
Thr500–ACE2
–37.4 ± 7.7
–44.6 ± 5.5
Asn501–ACE2
–53.9 ± 5.3
–58.2 ± 2.3
Gly502–ACE2
–20.2 ± 0.6
–22.9 ± 0.7
Tyr505–ACE2
–34.2 ± 1.6
–41.2 ± 7.2
The residues with nonbonded energy
absolute values of less than 10 kJ/mol for native and oxidized complexes
are not shown here.
Table 5
Nonbonded Interaction Energies between
Amino Acid Residues of Region IV of RBD and ACE2 for the Native and
Oxidized Complexesa
interaction
native (kJ/mol)
oxidized (kJ/mol)
Glu484–ACE2
–54.8 ± 10.6
–1.4 ± 0.4
Phe486–ACE2
–30.1 ± 0.6
–11.8 ± 6.5
Asn487–ACE2
–42.5 ± 1.5
–19.3 ± 4.5
Cys488–ACE2
–1.7 ± 0.1
–58.8 ± 21.4
The residues with nonbonded energy
absolute values of less than 10 kJ/mol for native and oxidized complexes
are not shown here.
The residues with nonbonded energy
absolute values of less than 10 kJ/mol for native and oxidized complexes
are not shown here.The residues with nonbonded energy
absolute values of less than 10 kJ/mol for native and oxidized complexes
are not shown here.Thus,
our simulation results of the nonbonded interaction energies
indicate that the binding of RBD to ACE2 becomes stronger after oxidation
of RBD, compared to that of the native RBD–ACE2 complex.Tables and 7 show the total number of H-bonds and salt bridges
formed between each region of the RBD and ACE2, respectively. Investigation
of the amino acid residues of region IV showed that the most important
H-bonds were observed between two pairs, i.e., Glu484–Lys31 and Asn487–Tyr83 (see Table S2). Among them, a salt bridge was also
observed between Glu484 and Lys31 (see Table S2). All mentioned H-bonds and the observed
salt bridge were destroyed after oxidation of RBD (see Table S3). The mostly observed H-bonds between
amino acid residues of region III* and ACE2 were formed between three
pairs, Gly502–Lys353, Thr500–Asp335, and Ala475–Ser19 (see Table S2). After oxidation, the
number of amino acid residues of region III*, which could form H-bonds,
was even increased due to conformational changes. These pairs are
Gly502–Lys353, Thr500–Asp355, Gln498–Lys353, Gln493–Gln35, Tyr505–Glu37, and Gly496–Lys353 (see Table S3). The results showed that Lys353 of ACE2 is the most important residue for H-bonds with three amino
acid residues of region III*. Note that the importance of Lys353 in the binding interaction of ACE2 with RBD was also mentioned
in ref (60). The number
of salt bridges of region II&III is almost the same after oxidation
(i.e., within the error), while the number of H-bonds decreased after
oxidation, both of which are only between Lys417–Asp30 (see Tables S2 and S3).
Table 6
Number of H-Bonds Formed between Each
Region of the Native/Oxidized RBD and ACE2a
region I-ACE2
region II*-ACE2
region II&III-ACE2
region III*-ACE2
region IV-ACE2
native
0.50 ± 0.01
0.85 ± 0.09
0.53 ± 0.05
oxidized
0.38 ± 0.05
1.29 ± 0.10
Values are obtained by dividing
the total number of H-bonds by the total number of MD frames (with
the abundance of more than 10% in all frames), using the last 100
ns of the MD simulation.
Table 7
Number of Salt Bridges Formed between
Each Region of the Native/Oxidized RBD and ACE2a
region I-ACE2
region II*-ACE2
region II&III-ACE2
region III*-ACE2
region IV-ACE2
native
0.80 ± 0.06
0.32 ± 0.08
oxidized
0.89 ± 0.06
Values are obtained
by dividing
the total number of salt bridges by the total number of MD frames
(with the abundance of more than 10% in all frames), using the last
100 ns of the MD simulation.
Values are obtained by dividing
the total number of H-bonds by the total number of MD frames (with
the abundance of more than 10% in all frames), using the last 100
ns of the MD simulation.Values are obtained
by dividing
the total number of salt bridges by the total number of MD frames
(with the abundance of more than 10% in all frames), using the last
100 ns of the MD simulation.Thus, after oxidation of Cys residues in RBD, some of the H-bonds
and salt bridges between the regions of RBD and ACE2 were formed and/or
broken, which eventually resulted in an increase of the nonbonded
interaction energy between RBD and ACE2, making their interaction
stronger.The value of free energy differences between the native
and oxidized
complexes ΔΔG according to ΔG4 – ΔG2
(see thermodynamic cycle in Figure ) became more negative and equal to −55.1 ±
31.5 kJ/mol, showing that the oxidized RBD–ACE2 complex is
more stable than the native one. The result was obtained from averaging
over all forward and backward simulation runs of all 16 simulations.
The calculated free energy was in agreement with the result of nonbonding
energy calculations, showing that the oxidized RBD–ACE2 complex
is more stable than the native one and the binding affinity between
oxidized RBD and ACE2 is greater than the native complex.
Interaction Energy between SARS-CoV-2 RBD
and GRP78
To investigate the effect of Cys oxidation in RBD
on its interaction with the GRP78 receptor protein, we extracted the
initial structure of the RBD–GRP78 complex from our molecular
docking simulation. As mentioned in Section , four replicas with different initial atomic
velocities were generated for the RBD–GRP78 complex and subsequently
equilibrated using the MD simulations. The results of the trajectories
of the equilibrated replicas were compared to each other. We found
that out of the four replicas, RBD and GRP78 were separated in a single
case, and the RBD binding position to GRP78 was changed in the case
of another replica, which we call replica-2. Figure illustrates the superimposed structures
of replica-2, i.e., obtained by molecular docking (nonequilibrated)
and equilibrated with MD simulation. It is clear that the equilibrated
complex (shown in green and yellow) had a new interface for RBD and
GRP78, which was completely different from the initial interface obtained
by molecular docking (blue and red colors).
Figure 6
Superimposed structures
of the initial (i.e., nonequilibrated)
RBD–GRP78 complex (blue/red) extracted from the molecular docking
and its equilibrated conformation (green/yellow) of replica-2. Interacting
parts of RBD (blue or green) and GRP78 (red or yellow) are shown bright,
while the other parts are in pale colors.
Superimposed structures
of the initial (i.e., nonequilibrated)
RBD–GRP78 complex (blue/red) extracted from the molecular docking
and its equilibrated conformation (green/yellow) of replica-2. Interacting
parts of RBD (blue or green) and GRP78 (red or yellow) are shown bright,
while the other parts are in pale colors.The results indicate that replica-2 of the RBD–GRP78 complex
was energetically more stable than the other two replicas (see Tables and 9). Moreover, the smaller RMSD fluctuations indicate more structural
stability of the RBD–GRP78 complex in replica-2, compared to
the other replicas (see Figure S3A).
Table 8
Coulomb, van der Waals, and Total
Nonbonded Interaction Energies between RBD and GRP78 for Three Replicas
Coulomb energy (kJ/mol)
van der Waals energy (kJ/mol)
total nonbonded energy (kJ/mol)
replica-1
–100 ± 3
–155 ± 12
–255 ± 15
replica-2
–235 ± 21
–163 ± 9
–398 ± 30
replica-3
–83 ± 7
–111 ± 5
–194 ± 12
Table 9
Total Nonbonded Interaction Energy
between Each Region of the RBD (i.e., I, II*, II&III, III*, and
IV) and GRP78 for Three Replicas
region I-GRP78
region II*-GRP78
region
II&III-GRP78
region III*-GRP78
region IV-GRP78
replica-1
<10–5
0
–0.13 ± 0.06
–89 ± 10
–166 ± 12
replica-2
<10–5
0
–1.5 ± 0.6
–162 ± 11
–234 ± 23
replica-3
<10–5
0
–18.4 ± 0.2
–117 ± 7
–59 ± 10
Thus, replica-2 was selected
for the creation of initial structures
of the native and oxidized RBD–GRP78 complexes, i.e., four
replicas with removed tails (see the previous section for details)
for each complex, used in our further MD simulations. In the case
of the native RBD–GRP78 system, all four replicas remained
stable after equilibration (see RMSDs in Figure S4A), showing that the configuration is favorable. Therefore,
we can conclude that the obtained interface of the RBD–GRP78
complex is more probable compared with the one that was proposed by
our molecular docking. Moreover, in the case of the oxidized RBD–GRP78
system, the RMSDs were higher than those in the native system, indicating
the higher flexibility of the oxidized system (see Figure S4B). The latter can make the interaction of RBD with
GRP78 weaker, i.e., decreasing the nonbonded interaction energy.The averaged Coulomb, van der Waals, and total nonbonded interaction
energies of the native and oxidized RBD–GRP78 complexes are
shown in Table .
The total nonbonded interaction energy slightly increases after oxidation
of RBD, although the values are close (i.e., within the errors). After
equilibration of the four replicas of the oxidized RBD–GRP78
complex, in one replica, GRP78 and oxidized RBD separated from each
other, whereas in the other replicas, the interfaces of GRP78 and
RBD were switched to the other parts of the proteins (i.e., from regions
III* and IV to region I; see below). In fact, Cys oxidation in the
early steps of the MD simulation causes separation between RBD and
GRP78. After that, as the simulation time was increased, GRP78 can
find a new binding domain in region I of RBD to attach. These structural
changes are visible as jumps of RMSD in MD simulations in all of the
replicas (see Figure S4B). After RBD oxidation,
the strongest interaction was obtained between GRP78 and region I
of RBD (see Table ), which is not in a favorable position in the presence of the rest
of the SARS-CoV-2 S protein. In fact, GRP78 cannot access this domain,
unless by overlapping with the rest of the SARS-CoV-2 S protein. It
is also obvious from Table that the oxidation of RBD led to a decrease of the nonbonded
interaction energies between regions II&III, III*, and IV and
GRP78. In the native complex, the nonbonded interaction energy between
GRP78 and region IV was the highest one. The hydrophobic amino acid
residues of region IV and its cyclic and protruded form made this
region suitable to bind with the GRP78.[12] As is clear from Table , after Cys oxidation, the nonbonded interaction energy between
GRP78 and region IV predominantly reduced and these two structures
separated from each other and the binding site of the RBD to the GRP78
switched to region I, thereby making its interaction the strongest
with GRP78. Figure illustrates a snapshot of the MD trajectory of the equilibrated
RBD–GRP78 complex in the oxidized form. Region I (pink) is
the most important part with the strongest interaction with GRP78.
Moreover, the RMSF of all RBD and some GRP78 amino acid residues increased
after Cys oxidation, meaning that oxidation caused the separation
of RBD and GRP78 from each other, which allowed them to fluctuate
more compared to the native complex (see Figure S6).
Table 10
Coulomb, van der Waals, and Total
Nonbonded Interaction Energies between RBD and GRP78 for the Native
and Oxidized Systems
Coulomb energy (kJ/mol)
van der Waals
energy (kJ/mol)
total energy (kJ/mol)
native
–302 ± 45
–170 ± 15
–473 ± 60
oxidized
–371 ± 42
–110 ± 25
–481 ± 53
Table 11
Nonbonded
Interaction Energies between
Regions of the RBD (i.e., I, II*, II&III, III*, and IV) and GRP78
for the Native and Oxidized Systems
region I-GRP78 (kJ/mol)
region II*-GRP78 (kJ/mol)
region II&III-GRP78 (kJ/mol)
region III*-GRP78 (kJ/mol)
region IV-GRP78 (kJ/mol)
native
<10–4
<10–6
–46 ± 28
–195 ± 45
–231 ± 21
oxidized
–261 ± 46
<10–6
–0.4 ± 0.3
–199 ± 23
–21 ± 19
Figure 7
New-cartoon representation of the oxidized RBD–GRP78 (cyan/yellow)
complex. Region I (pink) located below has the most important interaction
with GRP78. Region IV (purple) located above is separated from GRP78
after Cys oxidation in RBD. The figure is taken as a snapshot from
the equilibration trajectories of the oxidized RBD–GRP78 system.
New-cartoon representation of the oxidized RBD–GRP78 (cyan/yellow)
complex. Region I (pink) located below has the most important interaction
with GRP78. Region IV (purple) located above is separated from GRP78
after Cys oxidation in RBD. The figure is taken as a snapshot from
the equilibration trajectories of the oxidized RBD–GRP78 system.Thus, our
simulation results of the nonbonded interaction energies
indicate that the binding of RBD to GRP78 did not significantly change
after oxidation of RBD, compared to that of the RBD–ACE2 complex.
However, most of this interaction energy in oxidized RBD–GRP78
comes from interactions between region I of RBD and GRP78, which is
not accessible if the rest of the SARS-CoV-2 S protein is considered.
Therefore, we can conclude that the interaction energy between accessible
domains of RBD and GRP78 significantly reduces after RBD oxidation.We calculated the number of H-bonds and salt bridges (i.e., with
the abundance of more than 10%) formed between RBD and GRP78 before
and after oxidation, which are presented in Tables and 13, respectively.
Analysis of the H-bond and salt bridge formation in the native and
oxidized conformations shows that the number of H-bonds and salt bridges
was reduced after oxidation.
Table 12
Number of H-Bonds
Formed between
Each Region of the Native/Oxidized RBD and GRP78a6
region I-GRP78
region II*-GRP78
region II&III-GRP78
region III*-GRP78
region
IV-GRP78
native
0.27 ± 0.10
0.62 ± 0.09
oxidized
0.17 ± 0.11
0.41 ± 0.25
Values are obtained in the same
way as mentioned in Table .
Table 13
Number
of Salt Bridges Formed between
Each Region of the Native/Oxidized RBD and GRP78a7
region I-GRP78
region II*-GRP78
region II&III-GRP78
region III*-GRP78
region
IV-GRP78
native
0.58 ± 0.18
oxidized
0.29 ± 0.08
0.20 ± 0.09
Values are obtained in the same
way as mentioned in Table .
Values are obtained in the same
way as mentioned in Table .Values are obtained in the same
way as mentioned in Table .After oxidation
of RBD, due to conformational changes, the H-bonds
and salt bridges in the oxidized RBD–GRP78 complex were destroyed
and new ones were formed (compared to the native system), which are
mostly between region I and GRP78. The most specific H-bonds with
the abundancy of more than 10% were formed between regions III* and
IV of RBD and GRP78 in the native structure (see Table S4). In region IV, Glu484 is the only amino
acid that formed H-bonds with three residues (i.e., Lys424, Lys412, and Thr411) of GRP78. In region III*,
two amino acids Gly477 and Tyr505 formed H-bonds
with Pro421 and Glu220 of GRP78, respectively
(see Table S4). After oxidation of RBD,
these H-bonds of regions III* and IV were dissociated and three new
H-bonds were formed between amino acid residues of regions I and III*
and GRP78. These three H-bonds are Arg466–Asp3, Lys444–Asp390, and Glu340–Lys140 (see Table S5). The first two pairs are formed between residues of region
III* and GRP78, and the latter one is formed between region I and
GRP78. Among all mentioned pairs, two pairs (Glu484–Lys424 and Glu484–Lys412) in the
native structure and two pairs (Lys444–Asp390 and Glu340–Lys140) in the oxidized
structure formed salt bridges.These changes in H-bonds and
salt bridges after oxidation of RBD
might probably result in separation of these two proteins from each
other (as was the case in one replica out of four; see above), eventually
leading to an elimination of the effect of the GRP78 receptor on SARS-CoV-2
infection.Taken together, these results demonstrate that although
Cys oxidation
does not change the interaction energy of oxidized RBD and GRP78,
it is quite effective in altering the interface of oxidized RBD and
GRP78, which is not desirable in the overall structure of the SARS-CoV-2
S protein. Therefore, oxidation of Cys residues of RBD strengthens
the attachment of RBD to ACE2 and attenuates the binding between RBD
and GRP78.
Discussion
Although
initially RONS
are produced to counteract viral infections, several viruses have
found ways to benefit from this adverse environment. In SARS-CoV-2
particularly, this state of oxidative stress is considered key for
the pathogenesis of the disease.[20] In this
study, we describe how oxidation of SARS-CoV-2 RBD alters its interaction
with two main receptors in host cells, ACE2 and GRP78.Our MD
simulations show that the interaction energy between RBD and ACE2
is enhanced when RBD is oxidized. This is in agreement with the recent
publication of Hati et al.[32] The authors
also applied MD simulations to investigate the effect of Cys oxidation
(i.e., converting to the cystine form) of both RBD and ACE2 on their
interaction energies and found that Cys oxidation to cystine in RBD
increased its interaction energy to ACE2, compared to the reduced
form. Due to the reversible process of cystine formation and reduction
under physiological conditions,[35] Cys residues
of both RBD and receptors can be easily oxidized to cystine. Excessive
levels of RONS as a result of viral infection can oxidize these residues
to cysteic acid, the irreversible product of Cys oxidation.[61]In our study, the native structural complexes
of RBD contained
Cys in the form of cystine, while in the oxidized structural complexes,
the cystine residues of RBD were irreversibly oxidized to cysteic
acid. As receptors, we considered the native structural complexes,
which are biologically functional. Moreover, when extracellular reactive
species are produced during infection, only the oxidation of cystine
residues of RBD to cysteic acid is possible. The comparative interaction
energy of native and oxidized RBD–ACE2 shows that RBD oxidation
strengthens the attraction of RBD and ACE2. In other words, oxidation
of the thiol group of RBD and ACE2 (in any stage of oxidation) increases
the interaction energy of RBD and ACE2, which is beneficial for the
viral infection. In contrast, Cys oxidation in the oxidized RBD–GRP78
complex changes the interface of RBD and GRP78, introducing a new
one between region I of RBD and GRP78. Considering the nonaccessibility
of this new interface between RBD and GRP78, after separation of GRP78
from regions IV and III* of oxidized RBD (i.e., the regions of RBD
were initially attached with GRP78), the complex will separate. Furthermore,
the H-bond and salt bridge formation between amino acid residues of
RBD and both receptors in the native and oxidized forms revealed that
Lys353 of ACE2, which plays an important role in binding
of native RBD and ACE2,[60] was more important
in the oxidized RBD–ACE2 complex. In the native RBD–ACE2
complex, the Lys353 residue had only a H-bond with Gly502, but in oxidized RBD–ACE2, it formed H-bonds with
three residues, i.e., Gly502, Gln498, and Gly496. Moreover, Glu484 is the only amino acid of
region IV of the native RBD that could form H-bonds with three amino
acids of GRP78, i.e., Thr411, Lys412, and Lys424. It should be noted that the last two residues could also
form salt bridges with Glu484. All of these H-bonds and
salt bridges between region IV and GRP78 were destroyed after oxidation
of RBD.To the best of our knowledge, this is the first time
that the effect
of this stage of Cys oxidation (i.e., to cysteic acid) on binding
of the RBD is investigated. The effect of oxidation of Tyr449, Tyr453, Asn487, and Gln498 of
RBD on binding to ACE2 using MD simulation has been previously reported
in the literature,[62] showing that the oxidation
of Tyr, Asn, and Gln to 3,4-dihydroxyphenylalanine, 3-hydroxyasparagine,
and 4-hydroxyglutamine, respectively, reduced the interaction energy
of RBD and ACE2. This stage of oxidation could occur if the RBD is
exposed to a high level of ROS.[28,30] In addition, the oxidation
and nitration of SARS-CoV-2 RBD is experimentally investigated using
external sources of reactive species, such as cold atmospheric plasma[63] and electrochemical oxidation.[64] Guo et al. showed that cold atmospheric plasma can be effective
in the destruction of RBD and eventually its separation from ACE2.[63] Oxidation and nitration of Tyr and Trp of RBD
to 3-nitrotyrosine and 6-nitrotryptophan, respectively, by ONOO– and O2•– were
proposed as a reason for the aggregation and fragmentation of RBD.
Furthermore, Tu et al. showed that the electrochemical oxidation of
RBD mostly decomposes the aromatic residues of RBD (i.e., Tyr, Trp,
and Phe).[64] It is important to mention
that the fragmentation and decomposition of RBD cannot be investigated
by conventional MD simulations due to the inability of these methods
to form and break bonds. In addition, an excessive level of RONS is
needed for oxidation and nitration of aromatic residues, which are
not considered in our study. While the focus of the mentioned publications
is on the alteration of RBD and the change of its binding to ACE2,
our study in addition shows for the first time the effect of oxidation
of RBD on GRP78 binding, in addition to presentation of the new interface
of RBD and GRP78.SARS-CoV-2 manipulates the cell machinery
to destabilize the redox
state, which creates a deficiency in antioxidants and favors viral
replication.[20] Our findings suggest another
way in which oxidative stress created by SARS-CoV-2 could modulate
its entry to cells: while oxidation of RBD allows it to bind more
efficiently to ACE2, it destabilizes RBD binding to GRP78. GRP78 has
been identified as a novel regulator of ACE2 cell surface expression.[65] Even more, GRP78 can directly bind to ACE2 and
act as a scaffold for RBD and ACE2 interaction on the cell surface.[65] Thus, it is possible that in a state of oxidative
stress, GRP78 ensures the availability and stability of ACE2 at the
cell surface, but it does not directly bind to RBD. Nevertheless,
oxidized RBD binds to ACE2 with a higher interaction energy, which
could compensate for the lack of interaction with GRP78. We have taken
into account the effect of the oxidative environment not only on RBD
but also on ACE2 and GRP78, as our simulations were done using the
oxidized form of both protein receptors. Thus, the complexes formed
between RBD and ACE2 or GRP78 used in this study reflect the possible
interactions in the highly oxidative environment created during infection.
Yet, further studies to determine the stability and binding affinity
of the ACE2–GRP78–RBD complex under oxidative stress
are needed.Our findings could help toward the development of
novel therapies
to target ACE2 and GRP78, as well as to modulate cellular redox pathways
to restore the homeostasis in SARS-CoV-2 infections. This could be
particularly relevant for the development of viral-like particles
(VLPs) for SARS-CoV-2 infection. These self-assembled structures could
present oxidized RBD proteins (with higher interaction energy) that
compete with viral RBD for ACE2 and GRP78 binding sites, thus reducing
viral replication in the host cells. VLPs with improved interaction
energy for their receptors could also be used to deliver specific
drugs into the cell upon cell fusion.
Conclusions
In this study, we investigated the effect of oxidation of Cys residues
(as the amino acid most prone to oxidation) in the receptor-binding
domain (RBD) of SARS-CoV-2 (simply called RBD) on its binding with
cell receptors ACE2 and GRP78. Our atomistic simulations reveal that
after Cys oxidation of RBD, the nonbonded interaction energy between
RBD and ACE2 increases by 155 ± 21 kJ/mol, thus strengthening
the attraction between them. Oxidation results in a partial separation
of region IV and ACE2 in the complex, which means that region III*
could strongly bind to ACE2 and eventually enhance the attraction
between RBD and ACE2. In contrast, Cys oxidation of RBD only causes
a small increase in the nonbonded interaction energy between RBD and
GRP78, but the difference (i.e., ∼8 ± 60 kJ/mol) does
not have a significant effect in their interaction. However, it induces
conformational changes that cause the separation of regions IV and
III* from GRP78 and destabilize the RBD–GRP78 complex. In this
scenario, the attractive interaction between region I of RBD and GRP78
is possible, which was not accessible before RBD oxidation. However,
considering the whole structure of the S-glycoprotein, the interaction
of region I of RBD and GRP78 would not be possible, and the RBD–GRP78
complex would separate. These findings could be interesting for new
therapies that target ACE2 and GRP78, as well as to adjust cellular
redox pathways to restore the homeostasis in SARS-CoV-2 infections.
Authors: K Vanommeslaeghe; E Hatcher; C Acharya; S Kundu; S Zhong; J Shim; E Darian; O Guvench; P Lopes; I Vorobyov; A D Mackerell Journal: J Comput Chem Date: 2010-03 Impact factor: 3.376
Authors: David S Wishart; Yannick D Feunang; An C Guo; Elvis J Lo; Ana Marcu; Jason R Grant; Tanvir Sajed; Daniel Johnson; Carin Li; Zinat Sayeeda; Nazanin Assempour; Ithayavani Iynkkaran; Yifeng Liu; Adam Maciejewski; Nicola Gale; Alex Wilson; Lucy Chin; Ryan Cummings; Diana Le; Allison Pon; Craig Knox; Michael Wilson Journal: Nucleic Acids Res Date: 2018-01-04 Impact factor: 16.971