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Biophys J, March 2002, p. 1207-1215, Vol. 82, No. 3
Instituto de Biofísica Carlos Chagas Filho UFRJ - Universidade Federal do Rio de Janeiro, Brazil
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ABSTRACT |
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The intracellular linker LIII-IV of
voltage-gated sodium channels is known to be involved in their
mechanism of inactivation. Its primary sequence is well conserved in
sodium channels from different tissues and species. However, the role
of charged residues in this region, first thought to play an important
role in inactivation, has not been well identified, whereas the
IFM triad (I1488-M1490) has been characterized as the crucial
element for inactivation. In this work, we constructed theoretical
models and performed molecular dynamics simulations, exploring the role
of LIII-IV-charged residues in the presence of a
polar/nonpolar planar interface represented by a dielectric
discontinuity. From structural predictions, two
-helical segments
are proposed. Moreover, from dynamics simulations, a time-conserved
motif is detected and shown to play a relevant role in guiding the
inactivation particle toward its receptor site.
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INTRODUCTION |
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The
-subunit of rat brain type IIA sodium
channels has a 53 amino acid linker between domains III and IV
(LIII-IV) that has already been characterized as
the inactivation gate (Catterall, 2000
; West et al., 1992
;
Stühmer et al., 1989
). This linker, rich in charged residues (12 positive and 5 negative), is highly conserved in different tissues and
species. The positive charges were initially thought to play an
important role in the inactivation phenomenon, similarly to the
N-terminal positive charges in the potassium channel (Catterall, 2000
).
Consequently, several experiments to study the role of charged residues
during inactivation have been performed (Patton et al., 1992
; Moorman
et al., 1990
). In these studies, charges were shown to affect both
inactivation and activation kinetics, although not in a crucial way.
However, the critical element involved in inactivation was shown to be the hydrophobic IFM motif formed by residues 1488 through 1490 and termed inactivation particle (West et al., 1992
). According to this
model, the IFM would bind to its receptor site at the inner mouth of
the ion channel pore, blocking it, and stabilizing the inactivated
state. After the IFM triad identification, very few papers have
addressed which role these highly conserved charges could be playing
(Miller et al., 2000
). Although none of the charges appear to be
substantial for either inactivation or activation, they might play some
other important function given their high degree of conservation. The
role of charges in the LIII-IV is not yet well
understood mainly because of the lack of information on the detailed
structure of the sodium channel. Although recently the
three-dimensional structure of the sodium channel was investigated by
cryo-electron microscopy (Sato et al., 2001
), this very useful information is still not sufficient when looking at the atomic level.
The apparent involvement of the LIII-IV during
inactivation of the sodium channel led to the investigation of the
LIII-IV peptide in solution using nuclear
magnetic resonance (NMR) (Rohl et al., 1999
). Certainly, a more
complete and detailed structural model would better direct the studies
on the role of the mainly positive charges present in the
LIII-IV.
To this aim, we built theoretical models based on secondary structure prediction from the primary sequence. These models were used for molecular dynamics simulations where the polar/nonpolar vicinity of the LIII-IV was treated as a dielectric inhomogeneous medium. This environment is provided by the proximity of the LIII-IV to the biological membrane or to any local area where a dielectric discontinuity can be present, such as the hydrophobic inactivation particle receptor in the channel. Our model incorporates the fact that the loop inhabits an aqueous environment in the vicinity of a nonpolar region without considering electrostatic fields other than the intrinsic one due to the partial atomic charges and the polarization charges at the polar/nonpolar interface. Also the shielding effect of ions in solution is not taken into account. Explicit solvent representation would not be advantageous at the same time that many details of the sodium channel transmembrane portion and local electrostatic potential are not still well established, furthermore facing computational and time limitations. Although this representation of the LIII-IV environment is simplified, it constitutes a first approach to study the dynamics of the loop with special emphasis on the fact that the membranous and aqueous environments have different dielectric properties.
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MATERIALS AND METHODS |
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Structure prediction
For the construction of different structural models for the 53 amino acid sequence LIII-IV, we made use of
Prelude (Rooman et al., 1991
), a software for protein structure
prediction based on a protein library (Wintjens et al., 1996
). Outputs
are given in terms of seven backbone structure assignments:
A, B, C, G, E,
O, and P, in which each letter defines a (
,
,
) domain for each residue (Rooman et al., 1991
). Assignments
A and C represent
and
310-helix conformations, respectively,
B and P correspond to extended structures with
B representing
strand conformations, domains
E and G have positive
and occur essentially
in glycine residues, and assignment O corresponds to
cis peptide conformations occurring almost exclusively in
proline residues.
Prelude allows one to consider distance constraints between residues.
To test the prediction robustness, different intervals of distance
between the C
atoms of the N- and C-terminal residues were set as constraint allowing variations only within the
fixed interval. As upper bound we considered the interval 90 to 95 Å.
Other intervals were studied, but the range of 10 to 15 Å was used as
constraint in most molecular dynamics (MD) simulation cases. This
vinculum is a valid one, because the LIII-IV is
part of the sodium channel located in the cytosol before and after the
putative transmembrane
-helical segments IIIS6 and IVS1,
respectively. Within the arrangement of transmembrane helices proposed
by Noda et al. (1986)
, segments IIIS6 and IVS1 are almost adjacent,
which is compatible with a distance constraint within the range of 10 to 15 Å. For the purpose of comparison, secondary structure
predictions were also performed using the software 3D-PSSM* (Kelley et
al., 2000
) and Nnpredict** (Kneller et al., 1990
; McClelland and
Rumelhart, 1988
), although these on-line programs do not allow the
consideration of distance constraints.
The three first lower energy Prelude output configurations, under the
constraint 10 to 15 Å, were used for the backbone construction of
theoretical models named TM1, TM2, and TM3, respectively. Side chains
were adjusted with the aid of the software SCWRL (Bower et al., 1997
)
for side chain adjustments based on a rotamer library (Dunbrack and
Cohen, 1997
; Dunbrack and Karplus, 1993
, 1994
). Minor improvements were
performed under optimization routines using the GROMOS 96 force field
parameters (Scott et al., 1999
), by means of the steepest descent and
conjugated gradient algorithms (Press et al., 1992
), implemented in the
software THOR developed at our laboratory (Pascutti et al. 1999b
; Moret
et al., 1998
; Arêas et al. 1995
). To check the stereochemical
quality of the theoretical models here proposed, we used the software
Procheck (Rullmann, 1996
; Laskowski et al., 1993
).
A sequence of 21 residues, from Q1486 to S1506 in the 53 amino acid
sequence that constitutes the inactivation gate of rat brain type IIA,
had its structure elucidated by NMR in solution (Rohl et al., 1999
),
accessible under the Protein Data Bank (Berman et al., 2000
) ID code
1byy. Therefore, we further compared the available NMR data with the
corresponding residues in the theoretical models by means of root mean
square deviation analysis. A hypothetical average structure based on
the coordinates of all residues constituting the 10 available NMR
structures was calculated. The deviation of each NMR and each
theoretical model with respect to the NMR average structure was
computed for two cases: one considering the 21 C
atoms coordinates only and the other all the
backbone atoms.
Molecular dynamics simulations
Once we constructed the theoretical models, we performed MD
simulations, by means of software THOR, starting from each one of the
three different conformations (models TM1, TM2, and TM3). The GROMOS 96 force field was also considered for the MD simulations as it was for
the optimization routines. All simulations were performed treating the
environment either as a homogeneous medium characterized by a
dielectric constant
or as an inhomogeneous one with a dielectric
discontinuity (
= 80 in the semispace x < 0 and
= 2 otherwise, hence, the interface is given by the y-z plane). The value
= 80 for the
dielectric constant was used to represent a hydrophilic environment,
whereas
= 2 was used for a hydrophobic one. To take into
account the presence of two media with different dielectric constants
separated by a planar layer, which modifies the Coulomb's term of the
interaction potential energy between charges (Pascutti et al., 1999a
),
the electrostatic images method was applied. The method basically
consists in the substitution of the real configuration involving the
point charges and the induced polarization charges at the surface by a
simpler configuration formed by the point charges and their images
(Griffiths, 1989
). This representation has already been applied to the
study of different biological systems (Cassiano and Arêas, 2001
;
Pascutti et al., 1999a
,b
; Arêas et al., 1995
) providing results
consistent with experimental evidence. Facing the simplicity of this
description where the environment is not treated explicitly, additional
vincula are required (Arêas et al., 1995
). Here, hydrogen bonds
in
-helix structures were set as harmonic potentials. Therefore, the
-helix secondary structures present in the
LIII-IV were stable during the simulations. In
addition, backbone atoms of residues D1474 and D1526 had their atomic
coordinates kept fixed along the MD simulations to mimic the fact that
the LIII-IV is attached to putative transmembrane helices.
The temperature of the system, proportional to the total kinetic
energy, is controlled by appropriately scaling the velocity of each
atom periodically. First, the temperature is raised at 5 K/ps up to 300 K in
= 80. After equilibration at 300 K, the interface of
discontinuity is introduced, changing consequently the force field as
described above. Different initial conditions were used. These include
the distance and the orientation adopted by the different
LIII-IV structural models (TM1, TM2, and TM3) in
= 80 facing the dielectric discontinuity interface in the y-z plane at x = 0.
We define a spreading index S through the expression
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i are the atomic position
vectors,
cm the position vector for the
peptide center of mass, and N the number of atoms
considered. Index S is related to the polar momentum of inertia and provides a measure of the degree in which a given structure
is unfolded: the lower S, the higher the folding degree. S was used to investigate the global backbone deformation
during MD simulations. For a local analysis of the deformation, both curvature and torsion angles were computed, considering only the backbone defined by C
. The curvature angle,
calculated over 3 consecutive C
atoms, shows
how much a curve deviates from the straight line. The torsion angle,
like the dihedral in classical force fields, accounts for the angle
between two planes formed by four consecutive
C
. The temporal deviation of curvature and
torsion angles can be interpreted as a measure of flexibility.
Many results from MD simulations are illustrated through the outcomes from model TM2, as they are representative of the results obtained by starting from the other two theoretical models as well.
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RESULTS |
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Structure prediction
The secondary structure prediction, proposed by Prelude, for the
case where the distance between the C
atoms of
the N and C termini was constrained to the range of 10 to 15 Å, is
plotted in Fig. 1 a. This
figure shows a specific-position frequency distribution of the
assignments occurrence in the first 500 backbone structures. The higher
relative energy difference among the first 500 predicted structures is
only 2.6%, therefore frequencies were computed by direct counting
without the need of weights. This statistical analysis predicts the
very stable
-helix between residues T1491 and K1502 also observed by
NMR in solution. In addition, a shorter
-helix near the N terminus
involving residues F1476 through K1482 is further proposed. The
statistics shows a slightly lower frequency for the
-helix near the
N terminus than for the
-helix elucidated by NMR (Rohl et al.,
1999
), indicating the possibility that the small
-helix formation is
more dynamic and therefore more difficult to be experimentally
measured. The protein database used by Prelude is a very general one
covering proteins of different sizes and with high-resolution
structures (better than 2 Å). Although these structures were obtained
in solution, some proteins may contribute with portions that provide a
hydrophobic environment, similar to the one in the vicinity of the
LIII-IV. Like in synthetic antimicrobial peptides
(Oh et al., 2000
), this short
-helix might require a hydrophobic
neighborhood for its stability, being unstable in aqueous environment.
In solution, this very small
-helix may be either unstable or fold
and unfold so quickly in time that the NMR technique cannot detect.
Hence, new NMR experiments either in the presence of micelles or in an
organic solvent could clarify the existence of this small
-helix,
which has been theoretically predicted.
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Because the precise distance between N and C termini is unknown, it is
necessary to cover a broad range of options for the distance hindrance.
Therefore, we repeated the statistics of Fig. 1 a, obtained
with the constraint 10 to 15 Å, using different restriction ranges. We
observed that, up to a constraint range of 90 to 95 Å, results are
almost insensitive to this hindrance, yielding histograms essentially
similar to those exhibited in Fig. 1 a. Constraints as large
as 110 to 115 Å do not allow computation, probably due to geometric
incompatibilities, as the peptide is only 53 residue long. In
particular, we exhibit in Fig. 1 b the
-helix relative
frequency analysis for different constraint intervals. This figure
illustrates the robustness of the secondary structure prediction under
conditions where the distance between termini varies from 10 to 95 Å.
The predictions performed using 3D-PSSM and Nnpredict were consistent
with the Prelude prediction as shown in Table
1, evidencing also the possibility of a
shorter
-helix formation near the N terminus. Nevertheless, for
models construction, we used the Prelude predictions, because they
satisfy constraints on the distance between the N and C termini.
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The stereochemical quality of the theoretical models is presented through the Ramachandran plot statistics for all three models in Table 2. After adjusting side chains and optimizing as described in the methodology section, we obtained the models shown in Fig. 2 a.
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The comparison between the experimental NMR (Rohl et al., 1999
) and our
theoretical models through root mean square deviation analysis is
presented in Table 3. Inspection of this
table shows that the deviation of the theoretical structures is within
the NMR deviation range for backbone atoms.
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Molecular dynamics simulations
After the optimized theoretical structures were heated up to and
equilibrated at 300 K in
= 80, all of them packed to
structures of spreading index S
0.12, having
started within the range 0.19 to 0.23. However, all structures were
very flexible along heating and equilibration, showing no specific
folding (Fig. 2 b), except for the region involving residues
T1491 through P1512, which is very well conserved in time, adopting the
shape similar to a hairpin in all theoretical models studied (Fig.
3). In Fig.
4 we show the deviation of the curvature
and torsion angles computed along time and averaged over the three
models for both heating and equilibration at 300 K in
= 80. Although the residues preceding the long
-helix showed a coil-coiled
conformation, they were all in a flexible structure kept parallel to
the
-helix (Fig. 3). On the other hand, local flexibility did not
occur within the
-helix, because of the H-bond constraints described
in methodology. The local flexibility of the hairpin structure observed
in the simulations could be the reason why the NMR (Rohl et al., 1999
)
could not measure all parameters needed for the hairpin motif
determination, albeit sufficient to determine the stable
-helix
portion. The presence of the hairpin motif was observed also for the
case where a distance of 30 Å was used as constraint along
simulations. To mimic a more realistic articulation of the termini, in
one simulation, 10 residues were added to each terminus, reproducing
part of the putative IIIS6 and IVSI helices, respectively. They
were kept fixed along MD simulations and their atomic charges were
taken as zero. Even in this case, the motif was stable as well (data not shown). It is noteworthy that this motif presents a particular pattern of charges as exhibited in Fig. 3.
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Residues G1484, G1485, P1512, P1514, and P1516 were described as
involved in the hinge mechanism necessary for normal rapid inactivation
(Kellenberger et al., 1997
). Interestingly, none of those residues
belong to the region of the motif here proposed (T1491-P1512), except
for P1512, which is located precisely at its end. In Fig. 4 it can be
observed that, besides all glycine residues, a few residues preceding
F1489 also present high flexibility, which may aid fitting the F1489
into its receptor site.
The dielectric discontinuity interface is introduced at
x = 0, i.e., at the y-z plane,
with
= 80 for x < 0 and
= 2 otherwise, whereas the linker is positioned at the semispace
x < 0 (hence
= 80). Because the precise value
for the x coordinate, let us call it
, of the loop ends
(taken the same for both C
) with respect to
the interface is not known, we considered different values as initial
condition when adding the interface. The choice of
is crucial to
the dynamics of the loop: for
below a threshold, the loop core does
not approach the interface, whereas for
above the threshold, it
moves toward the interface, as can be seen in Fig.
5 by following the evolution of the
center of mass x coordinate for
= 0 Å and
=
10 Å. This effect is mainly due to the presence of
negative charged residues at the termini and can be understood through
the potential energy profile that results when the structure is rigidly
translated along the x axis (Fig.
6). The potential energy in Fig. 6 is
calculated over a static and rigid structure, (i.e., all internal
coordinates are kept fixed) at a given position, along the x
axis, in front of the interface. When the structure has its termini in
= 80 far from the interface, the force on the center of mass
is in the opposite direction to the interface, whereas for the ends
sufficiently close to it, the center of mass feels a force toward the
low dielectric moiety. For intermediate values, the potential barrier
can be overcome through a conformational change of the loop.
Furthermore, as the loop enters a region of low dielectric constant,
the formation of salt bridges, involving mainly the residue pairs E1492
through K1495 and E1493 through K1496, yields the observed reduction of
the potential energy, therefore stabilizing the loop in such
environment.
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Our result suggests that the conformational change that the channel suffers when passes from one state to another (particularly from open to inactivated) may yield immersion, at the angstrom scale, of the loop termini through the membrane interface with consequent movement of the loop toward a polar/nonpolar environment.
We also investigated the consequences, on the dynamics, of
changing the orientation of the loop with respect to the plane of the
interface for fixed
. From several simulations, we observed that the
angle
that the hairpin structure forms with the interface plane, as
defined in Fig. 7 b, is the
relevant variable concerning the orientation of the linker as a whole.
In Fig. 7 a, we show the electrostatic potential energy
profile that results when the hairpin, by separate, is rigidly moved
along the x axis (fixed internal coordinates), considering
different orientations with respect to the interface. The most
favorable orientations, when close to the interface, are those
corresponding to
in the range of 90° to 180°, whereas for
orientations of the hairpin with its turn pointing to the interface, as
for
=
90°, a potential barrier forbids the approximation
of the motif. In fact, in dynamics simulations, when the initial
structure has its hairpin oriented as in Fig. 8 a (
30°)
with
= 0, the structure does not approach the interface
immediately, whereas with an initial orientation as in Fig. 8
b (
0°) it does. Plots of the potential energy
and the center of mass x coordinate as a function of time,
for dynamics simulations starting from configurations as in Fig. 8,
a and b, are shown in Fig.
9. As illustrated in Fig. 8, b
through d, following the case
0°, for initial
orientations of the hairpin with
approximately in the range 0° to
180°, the structure soon comes closer to the low dielectric medium
changing orientation, toward the most favorable one, in such a way that
the hairpin drives the IFM motif toward the low dielectric environment.
This movement can be interpreted as the approximation of the IFM to its
hydrophobic receptor site in the channel.
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It has been already suggested in the literature (Catterall, 2000
)
that the rigid
-helix serves as a scaffold to present the IFM motif
and T1491 to a receptor in the mouth of the pore as the gate closes.
Here, we propose that the T1491 to P1512 hairpin motif serves to orient
the F1489 to its site. The presence of image charges due to the
dielectric interface, without considering additional electrostatic
potentials, may be, at least partially, responsible for furnishing the
long range interaction that guides the IFM toward its hydrophobic
receptor site.
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DISCUSSION AND CONCLUSIONS |
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We performed a theoretical prediction of the topology of the
intracellular loop LIII-IV of rat brain type II
sodium channels. The results shown in Fig. 1 and Table 1 indicate the
presence of two helical segments (F1476-K1482 and T1491-K1502). The
latter helix had already been observed by NMR measurements of the
linker in aqueous solution (Rohl et al., 1999
), whereas the former was not detected by the same technique. The software Prelude (Rooman et
al., 1991
) used for predictions yielded results consistent with those
of other secondary structures predictors and partially consistent with
the NMR measurements of the LIII-IV in solution. This prediction tool was very useful when studying the region that the
NMR could not determine as a stable structure. The statistics presented
in Fig. 1 indicates that the small
-helix near the N terminus is a
bit less frequent than the one elucidated by NMR. Although the Prelude
databank is composed of proteins whose structures were obtained in
solution, they may include hydrophobic portions, which can be
representative of the LIII-IV neighborhood. That is why as a result of Prelude analysis, what comes out is the structure
of LIII-IV contemplating different environments,
instead of resulting exactly the same structure experimentally observed when the loop is in solution. Here we propose that the formation of the
helix close to the N terminus is influenced by the proximity of a
hydrophobic environment, such as the biological membrane, having low
stability in solution, reason why it was not detected in the
above-mentioned NMR experiments. This proposal could be elucidated by
carrying out NMR experiments of the linker, either in an organic
solvent or in the presence of micelles.
MD simulations were developed by treating the environment as a continuous and linear dielectric, either homogenous or with a jump at a planar interface. In this continuum model, the heterogeneous properties of the solution and mainly of the protein are neglected. However, bearing in mind the complexity of the medium inhabited by the LIII-IV and its surroundings (e.g., transmembrane protein segments, intracellular loops, phospholipid bilayer, ionic diffuse double layers, etc.), our effort constitutes a first approach toward understanding the dynamics of the linker.
Our results from MD indicate the formation of a hairpin motif (T1491-1512). This motif can be responsible for providing the long-range interactions, which optimize the approximation of the hydrophobic triad IFM toward its docking site, probably, of hydrophobic nature. This function would explain, at least partially, the presence of evolutionary well-conserved charges in this region of the channel. Our results show that the orientation of the hairpin motif with respect to the polar/nonpolar interface is important for determining the approximation of the IFM to the plane of the interface. At the same time, the precise localization of the loop termini with respect to that plane is also shown to influence the folding of the loop toward it. It is worth recalling that electrostatic potentials may be overestimated because the shielding due to the density distribution of small ions is not being considered in the present model.
The G1505 is the only glycine residue that was not classified in the
list of residues participating in the hinge mechanism as proposed by
Kellenberger et al. (1997)
. Coincidentally, G1505 is found to be the
element responsible for the hairpin motif turn following the
-helix.
By substituting G1505 by alanine, valine, or proline (data not shown),
a similar hairpin motif is formed after heating and equilibration MD,
although starting conformations are extended. This indicates once more
the tendency that the segment T1491 through P1512 has to form the
hairpin motif with its characteristic charge pattern. Ionic pairs
between atoms of the hairpin side chains and the
-helix backbone
allow the hairpin formation, despite the excess of positive charges. On
the other hand, it is probable that the motif also interacts with the
voltage-sensing device similarly as discussed in the work of Patton et
al. (1992)
. A change in the electric field across the membrane
may produce conformational changes in regions of the channel, such as
the voltage sensor. These changes, in turn, alter the electric field
felt by the intracellular loop. A different electrostatic field, as
such present during activation, could induce unfolding of the hairpin
motif, a movement that can be required at that stage of channel
operation. In any case, flexibility at position 1505 is important for
proper inactivation. In fact, "cut" and "cut/addition" mutants
at position 1505 (Stühmer et al., 1989
) yield dramatic decrease
in the rate of inactivation. Also mutants G1505A and G1505V had their
fast inactivation unaltered and slightly diminished, respectively, as
reported in the literature (Kellenberger et al., 1997
), whereas G1505P
presented drastically diminished inactivation, besides macroscopic
activation being affected in all these mutants (Kellenberger et al.,
1997
). Because proline confers rigidity to structures, as its side
chain is attached to the protein backbone, this might be the reason why
the major effects are observed for mutant G1505P.
Concerning the pattern of charges in the hairpin motif, let us discuss
some results on deletions and point mutations involving charged
residues. All deletions in the work by Patton et al. (1992)
comprise a
region of 10 consecutive residues each, where deletion 1 starts at
N1475, deletion 2 at G1485 and so on, until deletion 5, whose last
residue is R1515. Deletions 2 through 4 involve the hairpin motif.
Deletions 2 and 3 were reported to fail in expressing functional
channels (Patton et al., 1992
). In deletion 4, activation was similar
to the wild type, but inactivation was very slow. Deletion 4, which did
not affect activation, could have had the hairpin motif positive
charges replaced by the charges present in the region corresponding to
deletion 5. The effect of diminished inactivation could have occurred
due to the presence of P1516 almost replacing G1505, similarly as
Kellenberger et al. (1997)
observed in mutant G1505P, where
inactivation was drastically diminished. Moreover, mutant
BQ (Patton et al., 1992
), which precisely neutralizes all the charges in the hairpin motif, presented a reminiscent current indicating that not all channels inactivated properly, which could be due to the inadequate IFM guidance.
Additionally, a phosphorylation site at S1506 (West et al., 1991
),
important for regulating the electric activity in excitable cells, is
located close to the motif turn. In the case of the delayed rectifier
K+ channel, phosphorylation affects voltage
gating by electrostatic interactions (Perozo and Bezanilla, 1990
).
Notice that phosphorylation of serine implies the presence of a
negative charge interrupting the pattern of positive charges.
The hairpin motif, besides optimizing the approximation of the
IFM to its docking site in the channel may interact with the voltage
sensor as suggested in the literature (Patton et al., 1992
). This point
could be elucidated by simulating the electrostatic field produced by
the voltage sensor at different stages of channel operation. Still, our
simplified model proved to be suitable for discussing molecular aspects
of the LIII-IV dynamics, whereas the
Na+ channel three-dimensional structure is yet to
be clarified at the angstrom scale.
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ACKNOWLEDGMENTS |
|---|
We thank Prof. Walter Stühmer for revising and discussing this manuscript and Prof. Jean-Marie Ruysschaert and Prof. Paulo M. Bisch for the fruitful discussions. This work was financially supported by FAPERJ and CNPq.
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FOOTNOTES |
|---|
.
Address reprint requests to Celia Anteneodo, UFRJ - CCS - Instituto de Biofísica Carlos Chagas Filho, Bloco G - s. G0-028 - Ilha do Fundão - Rio de Janeiro - RJ, 21949-900 Brazil. Tel.: 55-21-2562-6575; Fax: 55-21-2280-8193; E-mail: celia{at}cbpf.br.
Submitted July 3, 2001, and accepted for publication October 12, 2001.
Fernanda L. Sirota's present address is Service de Conformation de Macromolecules Biologiques et de Bioinformatique - Université Libre de Bruxelles, Bruxelles, Belgium. http://www.bmm.icnet.uk/~3dpssm/
Celia Anteneodo's present address is Centro Brasileiro de Pesquisas Físicas, Rio de Janeiro, Brazil. http://www.cmpharm.ucsf.edu/~nomi/nnpredict.html
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Biophys J, March 2002, p. 1207-1215, Vol. 82, No. 3
© 2002 by the Biophysical Society 0006-3495/02/03/1207/09 $2.00
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