Abstract The purpose of this work was to study the mechanism of drug resistance of M2 channel proteins by analyzing the interactions between the drugs amantadine and rimantadine and M2
Trang 1DOI 10.1007/s00249-015-1077-y
ORIGINAL PAPER
Investigation of the free energy profiles of amantadine
and rimantadine in the AM2 binding pocket
Hung Van Nguyen 1 · Hieu Thanh Nguyen 1 · Ly Thi Le 1,2
Received: 10 June 2015 / Revised: 20 August 2015 / Accepted: 30 August 2015
© European Biophysical Societies’ Association 2015
membrane for control of proton conductance when the virus penetrates cells (Pinto et al 1992; Pielak and Chou
2010; Lin and Schroeder 2001) Acidification weakens electrostatic interactions between matrix proteins and ribo-nucleoprotein (RNP) complexes, causing the disintegration
of the viral membrane and the movement of the uncoated RNP from the cytosol to the nucleus Because of its crucial involvement in influenza viral pathogenesis, a variety of M2 channel structures have been solved for structure-based drug development (Tran et al 2013) by use of different techniques, for example site-directed infrared dichroism (Kukol et al 1999), UV resonance Raman spectroscopy (Okada et al 2001), electron spin resonance, and solid-state nuclear magnetic resonance (NMR) spectroscopy (Nishimura et al 2002; Kovacs et al 2000; Tian et al 2003; Schnell and Chou 2008)
The M2 channel has four identical subunits and contains 97 residues per monomer (Lamb et al 1985) in three main segments:
an extracellular N-terminal segment (residues 1–23), a trans-membrane (TM) segment (residues 24–46), and an intracellular C-terminal segment (residues 47–97) (Pielak and Chou 2010) The transmembrane (TM) segment is the main region responsible for proton conduction and inhibition of the channel In investiga-tions of the proton conductance of M2 channel proteins for drug development, this segment has been studied in depth (Nishimura
et al 2002; Hu et al 2007; Stouffer et al 2008; Cady and Hong
2008; Cady et al 2010; Acharya et al 2010) Residues 24–46 of the four monomers form a TM helix bundle lined by the polar residues Val27, Ser31, Gly34, His37, Trp41, Asp44, and Arg45 The tetrameric His37–Trp41 cluster is the center of acid activa-tion and proton conductance (Tang et al 2002; Venkataraman
et al 2005; Hu et al 2006) The ionizable His37 is essential for proton selectivity, and acts as a channel sensor (Wang et al 1995), whereas Trp41 is important for unidirectional conductance and acts as a proton gate (Pielak and Chou 2010; Tang et al 2002)
Abstract The purpose of this work was to study the
mechanism of drug resistance of M2 channel proteins by
analyzing the interactions between the drugs amantadine
and rimantadine and M2 channel proteins (including the
wild type and the three mutants V27A, S31N, and G34A)
and the drug binding pathways, by use of a computational
approach Our results showed that multiple drug-binding
sites were present in the M2 channel, and the trajectory of
the drugs through the M2 channel was determined A novel
method was developed to investigate of free energy profiles
of the ligand–protein complexes Our work provides a new
explanation of the large amount of experimental data on
drug efficacy
Keywords AM2 virus · Pathway docking · Amantadine ·
Rimantadine · M2 pocket
Introduction
The influenza A M2 channel protein is a target in
anti-influenza drug design because of its importance in viral
infection (Holsinger and Lamb 1991; Sugrue and Hay
1991; Takeda et al 2002) The tetrameric structure of the
M2 protein forms a pH-dependent channel across the viral
H Van Nguyen and H T Nguyen contributed equally to this
work.
* Ly Thi Le
ly.le@hcmiu.edu.vn
1 Life Science Laboratory, Institute for Computational Science
and Technology, Ho Chi Minh City, Vietnam
2 School of Biotechnology of International University, Vietnam
National University, Ho Chi Minh City, Vietnam
Trang 2In addition to the Trp41 gate, it has been recently been proposed
that Val27, together with His37, forms a secondary gate (Yi et al
2008; Nguyen and Le 2015)
Several M2 inhibitors have been approved by the FDA
In particular, 1-aminoadamantane hydrochloride, known
as amantadine, is the first efficient drug in influenza
thera-peutics Amantadine indirectly frustrates virus activity by
using a hydrophobic cage to prevent proton conductance by
the ion-channel The other drug approved for treating
influ-enza A, rimantadine (α-methyl-1-adamantane methylamine
hydrochloride), has efficacy comparable with that of
aman-tadine but with a greater risk of adverse side effects
(Ste-phenson and Nicholson 2001; Jefferson et al 2004) The
WHO has, however, restricted the application of
amanta-dine and rimantaamanta-dine for treatment of influenza A because
of the rapidly increasing occurrence of resistant strains
(Tran et al 2011; Le and Leluk 2011; Tran and Le 2014)
The sites of binding of amantadine and rimantadine on
the M2 channel have been a controversial issue for more
than 20 years, because of the location of drug-resistant
mutations at residue 26, 27, 30, 31, 34, and 38 (Hay et al
1985; Wang et al 1993) Interestingly, the side chains of
amino acids 27, 31, and 34 are predicted to face the
chan-nel interior, leading to a hypothesis that the drugs bind to
the inside of the channel (Pielak and Chou 2010) Schnell
and Chou (2008), however, by use of nuclear Overhauser
effect (NOE) experiments, detected four equivalent
bind-ing sites of rimantadine outside the channel Rimantadine
acts as a link between the two adjoining helixes and
indi-rectly keeps the channel gate closed Although recent study
has suggested that binding positions of amantadine and its
derivatives inside the M2 channel are more energetically
favorable, the mechanism of the binding process remains
unclear (Jing et al 2008; Ohigashi et al 2009) For this
rea-son, study of the molecular mechanism of binding of M2
inhibitors to their wild type and mutant targets will provide
important insight into the mechanism of M2 drug resistance
In this research, we used a novel method, called
“path-way docking”, to investigate the interaction between the
M2 channel and amantadine and rimantadine during their
entry into the channel pore of the wild type (WT) and three
drug-resistant mutants (V27A, S31 N and G34A), to gain
insight into the effects of mutations
Materials and methods
Materials
The 3D structure of the M2 channel was taken from Protein
Data Bank (PDB; entry 2L0J, strain A/Udon/307/1972)
It was derived from a complex embedded in DMPC
liposomes (Sharma et al 2010) Amantadine was extracted
from complex 3C9J and rimantadine was constructed on the basis of the amantadine structure by use of Gauss-View 5.0; the geometry of the drugs was then optimized
by use of Gaussian 09 (Table 1) (Hada et al 2004) The V27A, S31N, and G34A mutant models were generated by use of the mutagenesis tool of Visual Molecular Dynamics (VMD) (Humphrey et al 1996) The free energies of bind-ing between the inhibitors and the M2 channels were pre-dicted by AutoDock Vina software (Trott and Olson 2010) Finally, the conformation having the lowest energy and smallest RMSD from docking output was chosen for sub-sequent analysis
Free energy scanning method
The basis of this method is movement of the grid box for docking along the M2 channel from serine 22 to histidine
37 while the box size is modified to ensure the inhibitors bind to the inside of the channel only (Fig 1) The bind-ing energies correspondbind-ing to each step were then assem-bled to produce the energy profile In particular, the center
of mass of serine 22 and histidine 37 were chosen to form
a symmetric axis This axis was then parallelized with the
z-axis by pivoting the protein, the ligands were docked into
it after the center of box had been moved 0.05 Å along the
z-axis from Ser22 to His37, or approximately 25 Å At each
step, the x and y dimensions of the box were determined by
the difference between the respective maximum and
mini-mum of the x and y coordinates of the protein’s atoms; their
z coordinates were the interval of z box size The largest length of the ligands was used to define the z size of the box and only one z box size corresponded to each inhibitor
(Table 1)
Analytical methods
The free energies predicted for the interactions between the inhibitors and the M2 channels were represented as a
function of the z-coordinate of the center of the box when
the docking process was complete On the basis of these
Table 1 Adamantane-based inhibitors The colored branches are
functional groups and their z box sizes are determined by the
maxi-mum length they can reach
Chemical structure
Trang 3free energy values, geometric features, as functions of z,
were displayed as significant when compounds “moved”
from outside to inside the pore In the docking method,
the ligands were separated into two parts, i.e “root” and
“branches” Specifically, the geometric center of the
ada-mantane cage represents the “root”, and that of each
func-tional group represents a “branch” (Fig 2) Besides the root
and branches, the center of the inhibitor was associated
with a relative binding position in the M2 pore The
ori-entation of each compound was represented the angle, θ, between the rotatable bond and the z-axis, and the angle,
φ , between the rotatable bond and the x-axis To determine their differences, however, the Δθ and Δφ values were a
better choice for characterization of the change of state of the ligands; these were defined as:
Results and discussion Image of the penetration of amantadine and rimantadine: the coexistence of two binding sites
of different energy inside the M2 channel and their motion along the M2 pore
As shown in Figs 3 and 4, the images of the penetration of amantadine and rimantadine were characterized by profiles
of the binding free energies and by Δθ and Δφ Here, the
free energy values, which were indicative of strong inter-action of the inhibitors binding along the pore, and the dif-ferences between the angles indicated the stable structure
of M2 channels This means that the positions at the bound states were stable when the difference between the angles
(1)
∆θi = θi+1 − θi
(2)
∆φi=φi+1−φi
Fig 1 The pathway docking
method moves the grid box
0.05 Å every docking step from
serine 22 to histidine 37 along a
symmetric axis (paralleled with
the z axis) of the M2 pore (a),
the z box size is determined by
the largest size of the
inhibi-tor (b) and is kept constant
throughout the molecular
dock-ing process
x
y
z
Branch
Root
Center 0
o
Fig 2 Simplified rimantadine geometric features represented by
the centers of the root (red), branch (yellow), and whole compound
(green), and the angles between the rotatable bond (blue) and the z
axis, θ, and the x axis, φ
Trang 4was close to 0 To clarify the relationship between the
posi-tion of the box and the posiposi-tions of amantadine and
rimanta-dine, the z coordinates of the root, the branches, and whole
molecule were represented as a function of the z coordinate
for the center of the box
As is apparent from Figs 3 and 4, the pathway along
which amantadine enters the pore (above His37) from outside
(Ser22) was described as follows The drug was first isolated
by water molecules; it then interacted with residues 22–26
Next, it stayed in front of the Val27 barrier (14–17 Å) until it
crossed the barrier and went deeper into the pore There would
be a region between Val27 and Ser31 (8–10 Å) where the
binding energy gradually declined from the maximum close
to Val27 to a lower value at Ser31 When moving through
this area, the order of the root, branches, and the center of the drug were unchanged (Fig 4a) Here, the result shows that the region between Val27 and Ser31 has stronger binding affinity for amantadine After passing Val27, there were two positions that amantadine had bound to, which ranged from −3 to 0 Å and from 3 to 7 Å; they were separated by the Gly34 residue Between these two positions, the bound state at the Ser31 pore was more stable and the free energy (−6.1 kCal/mol) was higher than at the other (−6.0 kCal/mol) Finally, it stopped in front of the sensor His37 and Trp41 gate These findings con-firmed previous results:
1 the existence of the secondary gate Val27 permeable not only to water molecules but also to amantadine (Yi
et al 2008);
-6
-4
-2
0
2
-120
0
120
∆θ
-6 -3 0 3 6 9 12 15 18
Z (Å) -120
0
120
∆o
B
Val27 Gly34 Ser31
-6
-4
-2
0
-120
0
120
-6 -3 0 3 6 9 12 15 18
Z (Å) -120
0
120
Val27
Gly34
His37
A
Ser31
21 24
21 24
∆E
∆θ
∆o
Fig 3 Free energy profile (top) and differences between the z angles
θ (middle) and x angles φ (bottom) along the channel from the C to
N-terminus (blue left–right arrow) were predicted by pathway
dock-ing for amantadine (a) and rimantadine (b)
-9 -6 -3 0 3 6 9 12 15 18
Z (Å) -9
-6 -3 0 3 6 9 12 15 18 21
CEN Root NH2 CH3
B
Val27 Ser31
Gly34
-9 -6 -3 0 3 6 9 12 15 18
Z (Å) -9
-6 -3 0 3 6 9 12 15 18 21
CEN Root Branch
A
Val27
Ser31 Gly34
21
21
Fig 4 The z position of the center of the roots, branches, and the
whole amantadine (a) and rimantadine (b) molecules were
repre-sented as a function of the z position in alignment with the center of
the docking box
Trang 52 the region between Val27 and Ser31 could be a
provi-sional binding position before amantadine reached the
most stable or the real bound state (Sansom and Kerr
1993); and
3 two positions, Ser31–Gly34 (SG) (Cady et al 2009)
and Gly34–His37 (GH) (Gandhi et al 1999), which
were potential binding sites of amantadine
New information from this representation were also
val-uable: although the plots of energies and angles indicated
that amantadine should be at pore SG, a minor difference
in energies suggests that it was also binding to the GH site
In other words, there could be two significant binding sites,
resulting in a high possibility that amantadine could move
from one binding site to the other as a result of thermal
motion
When amantadine penetrated the M2 channel via the
path-way with the lowest energy, its orientation along the path
had rotated the hydrophobic cage and the hydrophilic head
(Fig 4a) In front of residue Val27, its root—the adamantane
cage and its branch—the primary amine group, was horizontal
to the z-axis or at the same z position (12–18 Å) After
cross-ing the barrier, they had turned vertically, the branch pointed
to Ser31 and the root pointed to Val27 (9–12 Å) This
orien-tation was maintained for a short time before the root turned
back and pointed toward the C-terminal (7–9 Å) Next, its
branch turned back and pointed toward Gly34 whereas the
root pointed at Ser31 (0–7 Å) In addition, the primary amine
group bound at that position until the root crossed Gly34 and
pointed to His37 (−2 to 0 Å) The sequential orientation above
was considered reasonable only if the root and the branch of
amantadine exchanged their role as a “hook” The cage would
hook around Val27 (11 Å) and the primary amine group
rotated around it It then held at Ser31 (6.3 Å) and the cage
rotated around it Finally, the primary amine group hooked to
Gly34 (0.7 Å) and the Adamantane cage could stay above it
in the most stable bound state or rotated around it to move to
the second stable state This explains why experimental
struc-tures of the complex of amantadine and the M2 channel have
different positions (Stouffer et al 2008; Yi et al 2008; Cady
et al 2009; Gandhi et al 1999) and orientations (Stouffer et al
2008; Cady et al 2009; Gandhi et al 1999) They were
sim-ply positions in the “walking” process of the inhibitors The
“walking” process of amantadine is shown in Fig 5 These
results explain why the resistant mutations span more than
three helical turns, whereas amantadine has a diameter of only
5 Å and cannot interact with the entire N-terminal half of the
M2 channel (Pielak and Chou 2010)
For rimantadine, the Val27, Ser31, and Gly34 residues
were still used as crucial factors for analysis of the process
of penetration of the inhibitor into the M2 pore (Fig 4b)
Compared with amantadine, the free energy values and
binding sites were very different:
1 Most of the points in the free energy plots for riman-tadine were substantially lower than for amanriman-tadine, and the plots of the angles for rimantadine also fluc-tuated less than for amantadine (Fig 3) This means rimantadine bound more strongly than amantadine, in good agreement with the experimental observation that rimantadine is more efficient than amantadine for treat-ment of influenza A infection (Stephenson and Nichol-son 2001; Jefferson et al 2004)
2 The binding sites of rimantadine were also shrunk and were more specific than for amantadine in the SG and GH regions, except for the area in front of Val27 (Fig 3) After addition of a methyl group, the hydro-phobicity of the functional group including the primary amine group, had substantially increased Rimantadine bound closer to Val27 (a hydrophobic side chain) or
at the Ser22–Val27 (SV) region than amantadine The binding site at SG and GH was narrower and focused
on Ser31 and Gly34 (a polar and hydrophobic side chain) for the same purpose Therefore, the difference between the energy of the bound state for SG or GH was larger for rimantadine than for amantadine In other words, rimantadine bound strongly at S31
resi-Root Branch
Val27
Ser31
Gly34
His37
Fig 5 Illustration of the walking process of amantadine in the M2
pore
Trang 6due, and, as a result, the probability of transition from
SG to the GH bound state was limited
Effects of mutations on penetration: loss of the
inhibitor trap Val27, the unstable binding place
Asn31, and the third gate Ala34 blocked the channel
to amantadine and rimantadine
The major importance of the Val27, Ser31, and Gly34
residues and their mutants V27A, S31N, and G34A was
strongly confirmed by the mechanism of resistance to
amantadine (Wang et al 1995; Hay et al 1985) In this part
of our work the mechanisms of drug resistance of mutants
of the M2 channel were determined from the energy profile
or from the process of penetration of the inhibitors
On the basis of the energy profile, we found that mutated residues led to different effects of amantadine and rimanta-dine on the M2 channel (Fig 6) It was found that:
1 V27A: the barrier at residue 27 had vanished;
2 S31N: the binding free energies in the SG region were wider and deeper; and
3 G34A: when mutation occurred at the Gly34 resi-due (low barrier) to become Ala34 (steep barrier), the inhibitors needed more energy to cross the barrier, because the steep barrier of the Ala34 residue was higher than that of Val27 residue and even higher than that of the His37 residue
In more detail, the results showed that:
-6
-4
-6
-4
2
-6 -4 2 4 6 0 13 19 15
Z (Å) -6
-4
B
-6
-8
-3
2
3
WT S31N
-6
-8
-3
2
3
V27A
-6 -4 2 4 6 0 13 19 15
Z (Å) -6
-8
-3
2
3
G34A
A
21 24
21 24
Gly34
Val27 Ser31
Gly34
Val27 Ser31
Fig 6 Energy profiles for amantadine (a) and rimantadine (b) in the
WT and three M2 channel variants: S31N, V27A, and G34A
-120 0
120
S31N WT
Z (Å) -120
0 120
A
18 21
120 0 -120
120 0 -120
18 21
Z (Å)
B
Fig 7 Angle profiles of amantadine (a) and rimantadine (b) in the
WT and S31N mutant
Trang 71 The unequal energies at the two sides of the
second-ary gate, Val27 (Fig 3), created a gate trap for the
inhibitors It was, therefore, easier for amantadine or
rimantadine to penetrate the pore than to move in the
opposite direction The loss of the secondary gate was
caused by V27A involved vanishing of the trap, and
the inhibitors could not stably bind inside the V27A
mutant pore Furthermore, the absence of the gate
Val27 increased water flux in the pore (Yi et al 2008)
and indirectly reduced inhibition by the Adamantane
cage
2 The deeper energy around the 31st mutant position
proved that both amantadine and rimantadine were
sufficiently bound But, as is apparent from Fig 7
the large width led to unstable binding of amantadine
and rimantadine (0–10 Å) Minor differences between
the profiles for the mutant S31N and wild type were
revealed in our virtual experiments
3 The mutant G34A contained in a third gate, which
pre-vented deeper penetration of the inhibitors
Each mutation has different effect on the inhibitor, but
the mechanism of drug-resistance of the M2 channel was
not apparent from our pathway docking results One
expla-nation could be that the virus replaced the Val27 gate,
which could longer prevent passage of the inhibitors
get-ting through, by a new higher-energy gate at Gly34 and
mutated residues in front of the third gate (S31N is
typi-cal mutant), which have strong affinity for amantadine and
rimantadine
Conclusions
To depict penetration of the M2 channel by amantadine and
rimantadine, the inhibitors were docked 500 times into the
wild type and its mutants (V27A, S31N, and G34A) by use
of pathway docking At every docking step, the grid box
was moved 0.05 Å, in the direction from the N-terminus to
the C-terminus, and the box size was adjusted to ensure the
inhibitors were inside the channel The energy and angle
profiles led to several significant findings
1 There was not only one binding site for amantadine
and rimantadine in the M2 channel but two positions,
at Ser31 (SG region) and Gly34 (GH region) The
inhibitors bound at each position with different
ener-gies or probabilities, and the binding energy in the SG
region was higher than that in the other The binding
energy difference was not large (0.1 kCal/mol) for
amantadine, which led to ease of transition between the
two positions However, it was different for
rimanta-dine with the added methyl group The binding affin-ity along the channel for rimantadine was higher and more concentrated than for amantadine, at Ser31 and Gly34; this is explained by the lower hydrophilicity of the functional groups
2 The hydrophobic cage and the primary amine group of amantadine and rimantadine may act as hooks by use
of which the ligands step inside the channel at Val27, Ser31, and Gly34 This explains the many empiri-cal binding positions and mutations spanning the M2 channel
3 The mechanism of drug resistance of M2 is probably
a result of three features of the mutants First, residues which interact strongly with the primary amine group
of the inhibitors (Ser31 in our work) are replaced by residues with lower affinities Second, water flux is increased by loss of the secondary gate Val27 in the V27A mutation Finally, a replacement gate G34A is created to prevent deeper penetration of the inhibitors and to replace Val27 in control of water flux inside the channel These processes cause unstable binding of inhibitors, thereby reducing inhibition by the hydro-phobic cage of the drugs and preserving the normal activity of the M2 channel
Acknowledgments The work was funded by the Vietnam National
Foundation for Science and Technology Development (NAFOSTED) under grant number 106.01-2012.66 Computing resources and sup-port provided by the Institute for Computational Science and Tech-nology, Ho Chi Minh City, are gratefully acknowledged We would like to thank Professors Thanh Truong and Mai Suan Ly for valuable advice.
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