Mrinal Shekhar1, Chitrak Gupta2, Kano Suzuki3, Chun Kit Chan2, Takeshi Murata3,4,5, Abhishek Singharoy2. 1. Center for Development of Therapeutics, Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, Massachusetts 02142, United States. 2. School of Molecular Sciences, Arizona State University, 797 East Tyler Street, Tempe, Arizona 85281, United States. 3. Department of Chemistry, Graduate School of Science, Chiba University, Inage-ku, Chiba, 1-33 Yayoi-cho, Inage, Chiba 263-8522, Japan. 4. Membrane Protein Research and Molecular Chirality Research Centers, Chiba University, Inage-ku, Chiba, 1-33 Yayoi-cho, Inage, Chiba 263-8522, Japan. 5. Structure Biology Research Center, Institute of Materials Structure Science, High Energy Accelerator Research Organization (KEK), Tsukuba, 1-1 Oho, Ibaraki 305-0801, Japan.
Abstract
The mechanism of rotatory catalysis in ATP-hydrolyzing molecular motors remains an unresolved puzzle in biological energy transfer. Notwithstanding the wealth of available biochemical and structural information inferred from years of experiments, knowledge on how the coupling between the chemical and mechanical steps within motors enforces directional rotatory movements remains fragmentary. Even more contentious is to pinpoint the rate-limiting step of a multistep rotation process. Here, using vacuolar or V1-type hexameric ATPase as an exemplary rotational motor, we present a model of the complete 4-step conformational cycle involved in rotatory catalysis. First, using X-ray crystallography, a new intermediate or "dwell" is identified, which enables the release of an inorganic phosphate (or Pi) after ATP hydrolysis. Using molecular dynamics simulations, this new dwell is placed in a sequence with three other crystal structures to derive a putative cyclic rotation path. Free-energy simulations are employed to estimate the rate of the hexameric protein transformations and delineate allosteric effects that allow new reactant ATP entry only after hydrolysis product exit. An analysis of transfer entropy brings to light how the side-chain-level interactions transcend into larger-scale reorganizations, highlighting the role of the ubiquitous arginine-finger residues in coupling chemical and mechanical information. An inspection of all known rates encompassing the 4-step rotation mechanism implicates the overcoming of the ADP interactions with V1-ATPase to be the rate-limiting step of motor action.
The mechanism of rotatory catalysis in ATP-hydrolyzing molecular motors remains an unresolved puzzle in biological energy transfer. Notwithstanding the wealth of available biochemical and structural information inferred from years of experiments, knowledge on how the coupling between the chemical and mechanical steps within motors enforces directional rotatory movements remains fragmentary. Even more contentious is to pinpoint the rate-limiting step of a multistep rotation process. Here, using vacuolar or V1-type hexameric ATPase as an exemplary rotational motor, we present a model of the complete 4-step conformational cycle involved in rotatory catalysis. First, using X-ray crystallography, a new intermediate or "dwell" is identified, which enables the release of an inorganic phosphate (or Pi) after ATP hydrolysis. Using molecular dynamics simulations, this new dwell is placed in a sequence with three other crystal structures to derive a putative cyclic rotation path. Free-energy simulations are employed to estimate the rate of the hexameric protein transformations and delineate allosteric effects that allow new reactant ATP entry only after hydrolysis product exit. An analysis of transfer entropy brings to light how the side-chain-level interactions transcend into larger-scale reorganizations, highlighting the role of the ubiquitous arginine-finger residues in coupling chemical and mechanical information. An inspection of all known rates encompassing the 4-step rotation mechanism implicates the overcoming of the ADP interactions with V1-ATPase to be the rate-limiting step of motor action.
V-type ATPase from Enterococcus hirae is a prototypical
ATP-driven rotary molecular motor. It harnesses energy from ATP hydrolysis
to pump ions across biological membranes.[1] Crystallographic studies reveal that V-ATPases possess an overall
three-dimensional structure, composed of a hydrophilic domain (V1) and a membrane-embedded, ion-transporting domain (Vo) connected by a central and peripheral stalk(s).[2−8] The V1 domain consists of an A3B3 ring (composed of 3 repeats of A and B subunits) and a central stalk
(Figure ). Ubiquitous
to all rotary ATPases, including the famous F1-ATP synthase,
V1-ATPases partake in “rotatory catalysis”,[1] a catalytic mechanism wherein the chemical reactions,
e.g., ATP hydrolysis, occur through conformational rotation of the
A3B3 ring and physical rotation of the central
stalk.[2,3]
Figure 1
Structure of the 2(ADP·AlF4)V1-bound
V1 complex. (A) Side view of 2(ADP·AlF4)V1. (B) Top view of the C-terminal domain (shown in panel
A at the transparent surface) of 2(ADP·AlF4)V1 from the cytoplasmic side. Red arrows indicate the nucleotide-binding
sites. The bound ADP and AlF4– molecules
are shown in a space-filling representation and colored orange and
cyan, respectively. Superimposed structure at the N-terminal β-barrel
region (white) of three structures of A subunits (C) and B subunits
(D) in 2(ADP·AlF4)V1. A subunits are colored
light blue (A1 or Ae), dark blue (A2 or Ab),
and darker blue (A3 or At) in order of openness. Similarly
for the B subunits: dark purple (B1 or Be), light purple
(B2 or Bb), and darker purple (B3 or Bt). The
P-loops are shown in yellow. (E–G) Magnified view of the nucleotide-binding
sites of 2(ADP·AlF4)V1, corresponding to
the red box of panel C. The positions of the nucleotide-binding sites
correspond to the symbol written in panel B. The |Fo| – |Fc|
maps calculated without ADP:Mg2+ and aluminum fluoride
molecules at the binding pockets contoured at 4.0 sigma are shown
in red (negative) and green (positive).
Structure of the 2(ADP·AlF4)V1-bound
V1 complex. (A) Side view of 2(ADP·AlF4)V1. (B) Top view of the C-terminal domain (shown in panel
A at the transparent surface) of 2(ADP·AlF4)V1 from the cytoplasmic side. Red arrows indicate the nucleotide-binding
sites. The bound ADP and AlF4– molecules
are shown in a space-filling representation and colored orange and
cyan, respectively. Superimposed structure at the N-terminal β-barrel
region (white) of three structures of A subunits (C) and B subunits
(D) in 2(ADP·AlF4)V1. A subunits are colored
light blue (A1 or Ae), dark blue (A2 or Ab),
and darker blue (A3 or At) in order of openness. Similarly
for the B subunits: dark purple (B1 or Be), light purple
(B2 or Bb), and darker purple (B3 or Bt). The
P-loops are shown in yellow. (E–G) Magnified view of the nucleotide-binding
sites of 2(ADP·AlF4)V1, corresponding to
the red box of panel C. The positions of the nucleotide-binding sites
correspond to the symbol written in panel B. The |Fo| – |Fc|
maps calculated without ADP:Mg2+ and aluminum fluoride
molecules at the binding pockets contoured at 4.0 sigma are shown
in red (negative) and green (positive).The rotatory catalysis mechanism was originally proposed by Boyer
in the 1980s,[9] and Walker and colleagues
spent the following two decades finding key structural intermediates
(popularly known as dwell states) along the ATP hydrolysis
pathway,[10−15] which is also supported by Senior’s mutational and biochemical
analysis of the motor.[16] However, molecular
details of a contiguous reaction pathway linking the individual dwell
states are being uncovered only recently by using a combination of
fast single-molecule experiments[17] and
multiscale molecular dynamics simulations.[18−20] Contributing
to this body of information, we have determined the crystal structures
of the so-called “catalytic dwell”, “ATP-binding
dwell”, and “ADP-release dwell” of the motor
and have proposed the V1-ATPase rotational mechanism model
based on the crystal structures and molecular simulations.[21,22]Illustrated in Figure S1, our proposed
multisite catalytic mechanism includes the following: (i) ATP hydrolysis
into ADP and inorganic phosphate (or Pi) in the tight AB domains of the A3B3 ring
within the catalytic dwell [PDB: 3VR6][2] is accompanied
by a loosening of the tight AB interface and straightening
of the DF stalk subunit. (ii) After the hydrolysis reaction, the ADP
remains bound to the tight interface, and the neighboring empty AB domains open up to become bindable for accepting a new ATP in the pocket, transforming to the ATP-binding
dwell [PDB: 5KNB].[3] (iii) The new ATP binds to this bindable
site making it half-closed, and the motor transforms
to the ADP-release dwell [PDB: 5KNC].[3] (iv) Following
ADP release, the DF stalk undergoes a deformation and subsequent 120°
rotation, so the symmetry of the system is reset back to the catalytic
dwell [PDB: 3VR6], completing one cycle of rotatory catalysis.[3]The hydrolysis-product release step is implicated
as rate-determining
in other related motors, such as the hexameric helicases[23] and even in F-type ATPases.[18] However, the crystallographic structures of V1-ATPase determined so far did not include states immediately after
ATP hydrolysis and before Pi release, keeping details of
this key step of the catalytic cycle elusive. In this study, we report
the crystal structure of E. hirae V1 ATPase
(EhV1), in which the aluminum fluoride (or AlF4–) and ADP molecules are bound at two nucleotide-binding
sites. It has been discussed that the aluminum fluoride and ADP-bound
structure mimics the transition state of ATP hydrolysis. Analogous
to the structures of myosin,[24] F1-ATPase,[12] and other ATPases that have
been obtained with aluminum fluoride bound, we seek the posthydrolysis
mechanism of the V1 motor action. Compared with the crystal
structure in the catalytic dwell state that has an ATP-bound tight
AB pair, we find the model with an ADP·AlF4–-bound AB pair to be marginally open. This AB interface is open enough
to allow Pi release but not as wide to allow release of
the ADP. We therefore interpret that the ADP·AlF4–-bound ATPase structure corresponds to a state of waiting
for Pi release following ATP hydrolysis and label this
state as the “Pi-release dwell”. Starting
from the crystal structure of the catalytic dwell, we performed molecular
dynamics and free-energy simulations to model the Pi release
pathway following ATP hydrolysis. An allosteric mechanism is described
that connects product release from the tight pocket with increased
ATP affinity in the neighboring bindable pocket. This way, using simulations,
we place the Pi-release dwell in the sequence of events
lining the overall rotatory catalysis mechanism in EhV1 and complete the first molecular description of the entire conformational
cycle joining four X-ray crystallographically determined intermediates.
A kinetic analysis of the product release mechanism offers insights
on the rate-determining step of molecular motor action.
Results
In what follows, first, the EhV1 with ADP and aluminum
fluoride is crystallized, and the 3D-structure of the ADP·AlF4–-bound V1 is determined employing
X-ray crystallography. Second, local and global structural differences
between this ADP·AlF4–-bound V1 model and that from the ATP-binding catalytic dwell state
are computed to ascertain the location of the Pi-release
dwell along the rotatory catalysis cycle (Figure ). Third, molecular dynamics simulations
reveal a mechanism of Pi release, which couples the Pi-release dwell with the following ATP-binding and ADP-release
dwells. Finally, noting that the path ensuing from this ATP-binding
dwell to ADP-release dwell resetting back to another catalytic dwell
is already established in our previous studies,[22,25,26] a complete model for rotatory catalysis
in V-type ATPases is accomplished.
Figure 2
Comparison of the structures of 2 ADP·AlF4–-bound and 2 AMP·PNP-bound V1complexes.
(A, B) The structures of 2(ADP·AlF4)V1 (colored)
are superposed on the AMP·PNP-“bound”
or 2(AMP·PNP)V1 conformations (shown in
gray). (A) Side view and (B) top view of the C-terminal domain from
the cytoplasmic side. The bound AlF4– and ADP molecules are shown in space-filling representation and
colored cyan and orange, respectively. (C–E) The “empty” (C), “bound”
(D), and “ADP·P-bound” (E) forms in 2(ADP·AlF4)V1 (colored) are superimposed on those of 2(AMP·PNP)V1 (shown in transparent gray) at A subunits (residues
67–593). (left) Magnified views of the nucleotide binding sites,
corresponding to the green box of middle panels. (middle) Side views
of AB pairs. (right) Magnified views of the interface of C-terminal
domains, corresponding to the red box of the middle panels. Red (2(ADP·AlF4)V1) and black (2(AMP·PNP)V1) dotted lines indicate the distances (Å) between
Cα atoms. The numbers outside the panel represent
the value of the lengths of the red dotted lines minus the lengths
of the black dotted lines.
Comparison of the structures of 2 ADP·AlF4–-bound and 2 AMP·PNP-bound V1complexes.
(A, B) The structures of 2(ADP·AlF4)V1 (colored)
are superposed on the AMP·PNP-“bound”
or 2(AMP·PNP)V1 conformations (shown in
gray). (A) Side view and (B) top view of the C-terminal domain from
the cytoplasmic side. The bound AlF4– and ADP molecules are shown in space-filling representation and
colored cyan and orange, respectively. (C–E) The “empty” (C), “bound”
(D), and “ADP·P-bound” (E) forms in 2(ADP·AlF4)V1 (colored) are superimposed on those of 2(AMP·PNP)V1 (shown in transparent gray) at A subunits (residues
67–593). (left) Magnified views of the nucleotide binding sites,
corresponding to the green box of middle panels. (middle) Side views
of AB pairs. (right) Magnified views of the interface of C-terminal
domains, corresponding to the red box of the middle panels. Red (2(ADP·AlF4)V1) and black (2(AMP·PNP)V1) dotted lines indicate the distances (Å) between
Cα atoms. The numbers outside the panel represent
the value of the lengths of the red dotted lines minus the lengths
of the black dotted lines.
Crystallization
of V1-ATPase with ADP and Aluminum
Fluoride Reveals a New Intermediate
It has been reported
that the ATPase activity of bovine mitochondrial F1-ATPase
is inhibited in the presence of ADP and aluminum fluoride.[12] In this study, we purified EhV1 in
the presence of ADP and AlF4–, analogous
to the case of the bovine F1-ATPase (see the Methods section). The ATP hydrolysis activity of the purified
EhV1 was not observed, suggesting that the EhV1 was indeed inhibited by binding of ADP·AlF4– in the nucleotide-binding site(s). We crystallized
the inhibited EhV1 and obtained a crystal structure at
3.8 Å resolution on an R factor of 22.7% and
a free R factor of 26.6% (Table ). We note, however, that although the number
of dwell states in EhV1 and mammalian F1 appears
to be the same, these V1 and F1 motors show
clear differences in the release order of cleavage products, rotational
arrest points, dynamics, and conformational changes.[3] Thus, the ADP·AlF4–-inhibited
V1 and F1 motors need not yield similar functional
states. A physical interpretation of the stationary AlF4–-inhibited V1 structure is hence derived
by comparison with only the other known crystallographic V-type models
(and not the F-type ones), followed by computer simulations.
Table 1
Data Collection and Refinement Statistics
Data
Collection
space group
P212121
cell dimensions: a, b, c (Å)
127.7, 128.9, 231.6
cell dimensions: α, β, γ (deg)
90.0, 90.0, 90.0
resolution (Å)
46.13–3.82 (4.05–3.82)
Rmerge
0.172 (0.953)
I/σI
7.61 (1.54)
completeness
(%)
99.5 (99.0)
redundancy
3.9 (3.8)
Refinement
Rwork/Rfree (%)
22.69/26.56
R.m.s. deviations: bond
lengths (Å)
0.003
R.m.s. deviations:
bond
angles (deg)
0.509
Ramachandran
plot statistics
(%): favored regions
97.8
Ramachandran plot statistics
(%): allowed regions
2.1
Ramachandran
plot statistics
(%): outliers
0.0
Structure of the V1 Complex with ADP and Aluminum
Fluoride
The obtained crystal structure was composed of a
hexagonally arranged A3B3 complex and a central
axis DF complex as the previously reported structures of EhV1[2] (Figure A,B). We superimposed the N-terminal β-barrel
domain of the three A or B subunits to evaluate the conformational
differences in the EhV1 complex because the β-barrel
domain should be fixed to form an alternatively arranged ring[2] (Figure C,D). All A and B subunits showed different conformations,
suggesting that this inhibited EhV1 is also formed in an
asymmetric structure as the other published structures of EhV1. Three nucleotide-binding sites are at the interface between
the A and B subunits. Two strong electron density peaks were observed
in two nucleotide-binding sites (Figure E–G).
ADP:Mg2+ and AlF4– molecules
were fitted well into both density peaks. Therefore, we denote this
structure as 2(ADP·AlF4)V1 from here on.Structural differences between 2 ADP·AlF4–-bound and 2 AMP·PNP-bound V1 complexes highlight
molecular conformations before and after Pi release. We
previously reported that 2 AMP-PNP-bound EhV1 (denoted
as 2(AMP·PNP)V1), corresponding to the
catalytic dwell state during rotatory catalysis, consists of three
different conformation AB pairs: empty (site that
cannot bind nucleotides), bound (site that can bind
ATP), and tight (site waiting for ATP hydrolysis).
The structures of 2(ADP·AlF4)V1 and 2(AMP·PNP)V1 are compared in Figure . The overall structure of
2(ADP·AlF4)V1 was very similar to that
of bV1 (root-mean-square deviation: RMSD = 0.78 Å)
(Figure A, B). In
particular, the empty site of the 2(AMP·PNP)V1 is very similar to the AB pair with no nucleotide of
2(ADP·AlF4)V1 (RMSD = 0.51 Å): these
nucleotide-binding sites are almost identical, and the distances between
the C-terminal domains of the AB pairs are also very similar (Figure C). The bound site of 2(AMP·PNP)V1 is also similar
to an AB pair which binds ADP:Mg2+ and AlF4– in 2(ADP·AlF4)V1 (RMSD
= 0.51 Å): these nucleotide-binding sites bind different substrates,
but the structures of the binding sites and the distances between
the AB pairs are very similar (Figure D).In contrast, the remaining third AB pair-bound
ADP:Mg2+ and AlF4– molecules
of 2(ADP·AlF4)V1 show prominent local differences
when compared with
the tight site-bound AMP·PNP:Mg2+ of 2(AMP·PNP)V1, although the overall
RMSD between these two AB pairs is 0.62 Å. Illustrated in Figure E, we find that the
conformations of the conserved residues of E261 and R262 of A subunit
and the Arg-finger (R350 in B subunit) are deviated by 1.1–1.8
Å, which is probably induced by binding of the AlF4– molecule instead of the gamma-phosphate of AMP·PNP;
such conformational differences were much lesser (between 0.1 and
0.6 Å) with the empty and bound sites of the 2(ADP·AlF4)V1 structure
relative to 2(AMP·PNP)V1, as seen in Figure C,D. Furthermore,
the C-terminal domain of the AB pair shows a slightly open conformation
that may allow Pi release but not as wide to allow the
release of the ADP (Figure E). From these findings, we designated the AB pair, which
was more open than the tight, as ADP·P-bound form and interpreted
that the structure corresponds to the state of waiting for Pi release (denoted as “Pi-release dwell”)
following ATP hydrolysis.
Pi-Release Dwell—A New
Step in the Rotational
Mechanism
Here, we integrate the Pi-release dwell
into the rotational mechanism model for V1-ATPase based
on all available crystal structures (see Figure S1 and Figure ): The rotation mechanism model starts with a catalytic dwell in
which V1-ATPase binds two ATP molecules at the bound and tight sites. Since the Arg-finger
residue R350 in the tight site is in close proximity
to the ATP gamma-phosphate, this ATP is waiting for hydrolysis. The
cycle begins with the hydrolysis of this ATP (Figure A). The ATP in the tight site is hydrolyzed and produces ADP and Pi, which induce
the conformational change to the ADP·P-bound form, waiting for Pi release from the binding site; this state represents the Pi-release dwell in Figure B. The product, Pi, is released from the slightly
open conformation of this ADP·P-bound site. Then,
the resulting ADP-bound ATPase, complexing with just
one ADP, is created. Herein, a conformational transition of the empty site (120° apart from the ADP-bound site) renders
it to a bindable form. The empty site has a low affinity to bind nucleotides;[2] however, due to this conformational change, a new ATP becomes accessible
to the bindable form. This structure is, therefore,
referred to as the “ATP-binding dwell”, waiting for
new ATP binding (Figure C) to subsequently enable the rotation of the central stalk (Figure S1).[8] In the
following, we evaluate the proposed model with molecular dynamics
or MD simulations.
Figure 3
Proposed model of the rotation mechanism of E.
hirae V1-ATPase. (A–C) The structure models
are based
on the crystal structures of catalytic dwell (2(AMP·PNP)V1 in panel A), Pi-release dwell (2(ADP·AlF4)V1 in panel B), and ATP-binding dwell (2ADPV1 in panel C). The ATP indicated with a yellow terminal
Pi is committed to hydrolysis.
Proposed model of the rotation mechanism of E.
hirae V1-ATPase. (A–C) The structure models
are based
on the crystal structures of catalytic dwell (2(AMP·PNP)V1 in panel A), Pi-release dwell (2(ADP·AlF4)V1 in panel B), and ATP-binding dwell (2ADPV1 in panel C). The ATP indicated with a yellow terminal
Pi is committed to hydrolysis.
Transition from Catalytic Dwell to Pi-Release Dwell
Is Spontaneous after ATP Hydrolysis
We replaced the AMP·PNP
in the tight pocket of the catalytic dwell (3VR6)
model with an ADP·Pi (Pi modeled as H2PO4–) and simulated the system
in explicit solvent using all-atom MD for 500 ns. Each simulation
was replicated thrice, wherein the empty site was
left nucleotide-free and the bound site included
in ATP (list of simulations provided in Table S1). Similar simulations were also performed with the tight AMP·PNP replaced by an ATP.[25] To construct these simulation models, the ATP, ADP, and
AMP are aligned based on the geometry of the adenine ring and the
first phosphate moiety.[26]As illustrated
in Figure A, prior
to hydrolysis, the ATP remains bound to the G235, G237, K238, R262,
and F425 residues of the A subunit of the tight pocket
and the Arg-finger R350 residue of the B subunit (denoted At and Bt, and a similar site-wise nomenclature is followed
for all other AB pairs). Consequently, the correlated dynamics of
the At and Bt subunits is regulated by the interface-bound
ATP (Figure C). On
breaking the covalent bond to the terminal phosphate, the ADP stays
connected to the A subunit, while the Pi interacts primarily
with the Arg-finger of the B-subunit. Thus, the communication across
the bound ATP is lost (Figure D), resulting in a looser ADP·Pi-bound AB
interface. This looseness of the ADP·Pi-bound interface
is reflected in elevated fluctuations of the At subunit
posthydrolysis (Figure S2).
Figure 4
ATP hydrolysis breaks
the dynamic coupling between A- and B-subunits.
(A) ATP is bound to the binding pocket, formed by G235, G237, K238,
R262, and F425 of the A-subunit and R350 of the B-subunit, prior to
hydrolysis. In this state, the At- and Bt-subunits
are tightly coupled due to the presence of the ATP. (B) Upon hydrolysis
and prior to release of the inorganic phosphate (Pi), the
ADP and Pi moieties interact primarily with the A- and
B-subunits, breaking the tight coupling seen in panel A. (C) Network
model showing correlated movements between the A- and B-subunits before
hydrolysis, with R350 of the B-subunit highlighted in blue. Tight
binding of the subunits gives rise to a strong network. (D) Correlated
movements between the A- and B-subunits after hydrolysis, with R350
of the B-subunit highlighted in blue. Breakage of the tight coupling
between the subunits results in a weakly coupled network.
ATP hydrolysis breaks
the dynamic coupling between A- and B-subunits.
(A) ATP is bound to the binding pocket, formed by G235, G237, K238,
R262, and F425 of the A-subunit and R350 of the B-subunit, prior to
hydrolysis. In this state, the At- and Bt-subunits
are tightly coupled due to the presence of the ATP. (B) Upon hydrolysis
and prior to release of the inorganic phosphate (Pi), the
ADP and Pi moieties interact primarily with the A- and
B-subunits, breaking the tight coupling seen in panel A. (C) Network
model showing correlated movements between the A- and B-subunits before
hydrolysis, with R350 of the B-subunit highlighted in blue. Tight
binding of the subunits gives rise to a strong network. (D) Correlated
movements between the A- and B-subunits after hydrolysis, with R350
of the B-subunit highlighted in blue. Breakage of the tight coupling
between the subunits results in a weakly coupled network.The RMSD between the simulated ADP·Pi-bound
models
and the Pi-release dwell X-ray structure (i.e., the 2(ADP·AlF4)V1 model) is peaked ∼1.4 Å,
which is lesser than the 1.7 Å RMSD between the catalytic dwell
(i.e., the 2AMP·PNPV1 model) model (PDB: 3VR6) and our simulated
ADP·Pi-bound model. Though small, the differences
between the ADP·Pi-bound model and the catalytic dwell
model are statistically significant (Figure S3). This trend is amplified when we compare RMSD values between the
simulated ADP·Pi-bound model with those from the ATP-binding
dwell following the release of Pi (PDB: 5KNB). Our simulated
ADP·Pi-bound model is found to be deviated from the 5KNB model by 2.3 Å,
which is more than its deviation from the catalytic dwell seen in Figure S3. Noting that RMSD between the tight forms of 3VR6 and 5KNB is ∼3 Å; we find that the V1 models with
ADP·Pi-bound to AtBt are close
to yet distinct from the structure of the catalytic dwell and are
also deviated from the ATP-binding dwell, thus justifying its own
dwell state.MD simulations of the V1 motor after
ATP hydrolysis
therefore spontaneously deforms the structure from the catalytic dwell
to the ADP·AlF4–-bound model, suggesting
that, indeed, the crystal structure represents a state following ATP
hydrolysis but preceding product release. The simulated ADP·Pi-bound model also possesses a remarkable similarity with structures
from our previous string simulations,[25] wherein we found that the presence of ADP·Pi in
the AtBt pocket entraps the V1 rotor
in a deep energy minimum and inhibits further rotation of the central
stalk (Figure S4) prior to product release.
Altogether, the similarity between the ADP·Pi-bound
structures derived from the current set of MD simulations, the ones
from our previous string simulations showing rotational inhibition,
and the ADP·AlF4–-bound X-ray model,
as well as their common difference from the ATP-bound AtBt (in catalytic dwell) and ADP-bound AtBt (in ATP-binding dwell), suggest the identification of a new
Pi-release dwell.It is worth noting that the MD
simulations began with a model of
the catalytic dwell, namely, 3VR6 (2.6 Å resolution), and arrived at models similar
to the crystal structure of the Pi-release dwell. This
computational result suggests, on one hand, a minimal impact of initial
model bias on our inferences, while on the other hand, biological
relevance of the 2AMP·PNPV1 model despite
its 3.8 Å resolution.
Transition from Pi-Release Dwell
to ATP-Binding Dwell
Involves Two Different Pathways
If the hydrolysis product
remains in the binding pocket, the rotation of the central stalk is
hindered, and the motor is inhibited.[27] Thus, the next step after hydrolysis is considered to be the release
of the ADP and Pi products, which is suggested as the rate-determining
bottleneck of the rotatory cycle in V-type as well as the more ubiquitous
F-type ATPase motors.[28] Interaction energy
analysis from the MD simulations revealed that the protonated inorganic
phosphate has the weakest interaction with the AtBt protein pocket, while ADP has much stronger electrostatic
interactions with this pocket (Figure S5). Building on this initial insight, we performed 512 ns of replica
exchange with solute tempering or REST2 simulation using 16 replicas
(see the Methods section). This enhanced sampling
simulation brought to light some initial stages of the product release,
wherein the Pi to ADP distance increased from 4 to 8 Å;
however, a complete detachment of Pi was not observed due
to the finite time scale of the computation (Figure S6).To determine a mechanism of product release, we
therefore resorted to well-tempered Funnel metadynamics simulations.[29] A vector suggesting the direction of Pi release was already identified in the REST2 simulations (arrow shown
in Figure ). Two 0.4
and 2 μs metadynamics simulations were performed, one biased
toward the central stalk akin to the REST2 results, denoted the inward direction, and another biased in the opposite outward direction. The outward pathway led to complete detachment
of the Pi and its release in the solvent, while along the
inward path, the Pi did detach from the binding pocket
but found a transient secondary site close to the central stalk. After
the Pi-release from the outward pathway, the RMSD between
our simulated ADP-bound At state (relaxed with an additional
100 ns of MD) with that of the ATP-binding dwell 5KNB is ∼1.5 Å
(Figure S3).
Figure 5
Pathways of Pi release. The two simulated pathways for
phosphate release are either (A) outward (away from
the stalk) or (B) inward (toward the stalk). The
first event of phosphate release captured using funnel metadynamics
is shown; Pi molecules are shown as orange spheres with
the white arrow depicting the direction of egress. The free energy
for the phosphate release computed by funnel metadynamics along the
funnel and orthogonal axes is shown for the (C) outward pathway and
(D) inward pathway. The outward Pi-release pathway is energetically
less expensive. In the vicinity of the binding pocket, the inward
pathway is more constrained and encompasses higher barriers following
disengagement of Pi from the pocket. Exemplary traces of
a diffusive particle on these surfaces determined using BD simulations
reveal that traversal of the inward pathway is ∼10-fold slower;
BD time steps for probing the inner pathway are 1 ps, and those for
the outer are 3 ps, as the former is found to be more rugged (see Figure S7).
Pathways of Pi release. The two simulated pathways for
phosphate release are either (A) outward (away from
the stalk) or (B) inward (toward the stalk). The
first event of phosphate release captured using funnel metadynamics
is shown; Pi molecules are shown as orange spheres with
the white arrow depicting the direction of egress. The free energy
for the phosphate release computed by funnel metadynamics along the
funnel and orthogonal axes is shown for the (C) outward pathway and
(D) inward pathway. The outward Pi-release pathway is energetically
less expensive. In the vicinity of the binding pocket, the inward
pathway is more constrained and encompasses higher barriers following
disengagement of Pi from the pocket. Exemplary traces of
a diffusive particle on these surfaces determined using BD simulations
reveal that traversal of the inward pathway is ∼10-fold slower;
BD time steps for probing the inner pathway are 1 ps, and those for
the outer are 3 ps, as the former is found to be more rugged (see Figure S7).Free-energy profiles along both pathways have comparable local
energy barriers of height 6–7 kcal/mol for initial product
release (Figure S7). However, the inward
release pathway has a number of unbinding intermediates (Figure and Movie S1), which are missing from the outward
release mechanism. The transient trapping of Pi in these
intermediates suggests that, in the solvated protein environment,
the inward release path out of the ATPase motor can be slower than
the outward release mechanism, which we examine using the 2D free-energy
profiles and Brownian dynamics or BD simulations (see the Methods section). Stochastic sampling of the outward
path using BD reveals that a 20 Å long displacement of the Pi from the binding site into the bulk solvent takes an estimated
time of 4.2 ± 2.2 μs. In comparison, displacement of the
Pi by 15 Å from the catalytic site along the inward
release pathway requires 65.9 ± 29.3 μs (Figure S7). The inward pathway requires lesser rearrangement
of the product-containing AB interface than the outer one, thus allowing
for a small aperture for rapid Pi release from the pocket.
However, the Pi still remains nonspecifically bound to
parts of the stalk–A interface. This result of incomplete Pi unbinding finds support from the experimental observation
of “noncatalytic” phosphate binding sites in F-type
ATP synthase, also somewhere in the A-subunit.[49] Nucleotide binding to these sites is expected to play a
regulatory role.[50] Though the exact locations
of the noncatalytic Pi sites are yet unknown, our simulation
now shows the possibility of electrostatically driven secondary Pi binding in V-ATPase, beyond the primary ATP site and traditional
Pi-binding loop (Movie S1 and Figure S8). Two more repeats of the metadynamics
along the inward path reproduced a similar observation.We note
that this analysis is semiquantitative, given that the
BD treatment of a low-dimensional energy profile misses the contributions
of alternate pathways and hidden barriers on the rate, especially
when the profile does not necessarily guarantee a minimum free-energy
pathway. However, the barriers seen in the metadynamics simulations,
despite reflecting our bias on the choice of displacement-based reaction
coordinates, remain well within 13 kcal/mol—an upper bound
of energy barriers for molecular dynamics within ATP motors set by
the net energy released from ATP hydrolysis.[9] These values are also comparable to the ones reported for F-type
ATPase in ref (18).
Thus, inferring from the BD trajectories of a probe particle across
multiple barriers of heights 6–7 kcal/mol, we attribute within
errors the lifetime of the product release dwell to be in the sub-millisecond
regime, which enables the diffusion of Pi out of the ATP
pocket. Driving the Pi further, i.e., completely out of
the protein via the inward path, can take even longer, making it computationally
more expensive to model. Taken together, our comparison of the rates
suggests that Pi unbinds before ADP (Figure S5), and the duration of the Pi-release
dwell will be controlled by the kinetics of the inward release pathway.
Approximately 10-fold slower than the outer pathway, this inner route
of Pi unbinding still remains thermodynamically accessible
on the 30–100 μs time scales and will offer a bottleneck
for ATP activity by the V-type motor. Noting that single-molecule
experiments have now reached the time resolution of microseconds only
very recently,[8] it is expected that this
new dwell can also be seen in future experiments.A transfer
entropy or so-called mutual information analysis (see
the Methods section) along the inward pathway
further reveals that information is exchanged between the backbone
RMSD of the AB binding interface residues and the reaction coordinate
vector of the product release (Figure S9).[30] In particular, coupling of the Arg
finger R350 conformations and the residues in its vicinity with the
hinge movements of the ADP·Pi-bound Bt-subunit
is roughly 2-fold more pronounced than the coupling between any other
B-subunit residues with the global interface changes. This correlation
between local and global changes mediated specifically by R350 decreases
from the Bt to Bb to Be conformations.
Based on this systematic difference in side chain information between
the Bt and Be sites, it is inferred that disengagement
of the Pi from R350 will break the correlation between
local and global conformations of the B-subunit. Since the breaking
of such information channels is energetically expensive,[31] the unbinding of Pi from the Arg
finger is expected to offer a rate-determining barrier for the transformation
of the Pi-release dwell into the ATP-binding dwell.According to Boyer’s “binding change” model
in the hydrolysis direction, any of the three catalytic sites on the
enzyme first unbind ADP and/or phosphate in sequence and, second,
undergo a conformational change so as to intake and subsequently bind
a new ATP.[9] Akin to the first step of this
model, originally proposed for F-type ATPases, our results now show
that, even in the V1 motor, the enzyme unbinds phosphate
and ADP in a sequence from the At sight, and not simultaneously.
Next, to complete the second step of Boyer’s model for V-type
ATPase, i.e., to move from the Pi-release dwell to the
ATP-binding dwell of Figure , it is necessary that information is transferred from the
At site to the Ae site so a new ATP can enter
the motor from the e site after the product is released
from the t site. However, such information exchange
between local ligand changes and global conformational changes (ala induced fit) is less feasible at the Ae site,
where neither ATP nor ADP·Pi binding is significant.[2] Thus, we probe protein–protein interface
changes between the neighboring 120° apart t and e sites to elucidate how product release enables
new reactant entry.After phosphate release, we find that the
interaction between the
At and the central stalk loosens, making the stalk more
flexible. This additional mobility of the stalk also alleviates its
interactions with the Ae and Be (Figure ). Consequently, the solvent-accessible
surface area of the Ae pocket increases by ∼25%,
allowing space for potential entry of a new ATP and completing the
Pi-release dwell → ATP-binding dwell transition.
The flexibility of the central stalk has been an issue of major contention
in the F-ATPase area. While the crystallographers found no evidence
of a deformed stalk in the molecular models, the single-molecule imaging
and computational studies found evidence of a spatially dependent
elastic modulus of the stalk[32] in the F1 motor, indicating flexibility and potential deformation of
the stalk during rotation. The central stalk of the V1-ATPase
was already crystallographically shown to be deformed.[5] Here, we find a design advantage of such stalk mobility
that allows information transfer between Pi release from
the tight pocket and reactant entry in the neighboring empty pocket.
Figure 6
Interface energy analysis. Upon Pi release, interaction
energy reduces (becomes less negative) between the stalk and subunit
AeBe (top panel, left), BeAt (middle panel, left), and AtBt (bottom panel,
left). Concomitantly, the solvent-accessible surface area (SASA) of
the empty pocket (top panel, right), non-nucleotide binding pocket
(middle panel, right), and ADP·Pi-bound pocket (bottom
panel, right) undergoes an increase. This increase in SASA of the
empty pocket allows it to accept a new ATP molecule to reset the rotatory
catalysis cycle.
Interface energy analysis. Upon Pi release, interaction
energy reduces (becomes less negative) between the stalk and subunit
AeBe (top panel, left), BeAt (middle panel, left), and AtBt (bottom panel,
left). Concomitantly, the solvent-accessible surface area (SASA) of
the empty pocket (top panel, right), non-nucleotide binding pocket
(middle panel, right), and ADP·Pi-bound pocket (bottom
panel, right) undergoes an increase. This increase in SASA of the
empty pocket allows it to accept a new ATP molecule to reset the rotatory
catalysis cycle.
Discussion
Almost
four decades after Boyer and Walker’s proposal of
a rotatory catalysis mechanism in ATPases, we are still in the middle
of molecular biophysics investigations resolving the details of the
ATP activity.[33] Static snapshots determined
using X-ray crystallography and MD simulation pictures of the V1 rotary motor from E. hirae are presented
and compared in the schematic of Figure . Simulation studies provide a complementary
view of the rotation and ATP hydrolysis, by connecting the static
intermediate structures during rotation. We had already established
that after the empty form (in the catalytic dwell)
changes to the bindable form (in the ATP-binding
dwell), new ATP is bound to induce further conformational changes
to drive the central stalk rotation, which appears to undergo a wringing
movement during rotation to reset back to a new catalytic dwell.[25] The time scale of the rotation of the central
stalk was determined to be of the order of 1.4 ms, but only after
both the ADP and Pi were released from the tight pocket.
Figure 7
Coupling scheme for ATP hydrolysis of E. hirae V1-ATPase. Each cycle in the figure represents the chemical
state of the nucleotide-binding site from the cytoplasmic side. The
central arrows in the ellipses represent the orientation of the central
axis beginning from the 12 o’clock position, which corresponds
to the catalytic dwell. ATP* represents an ATP molecule that is committed
to hydrolysis. We have identified the final, ADP-release step as rate-limiting.
See the text for additional details.
Coupling scheme for ATP hydrolysis of E. hirae V1-ATPase. Each cycle in the figure represents the chemical
state of the nucleotide-binding site from the cytoplasmic side. The
central arrows in the ellipses represent the orientation of the central
axis beginning from the 12 o’clock position, which corresponds
to the catalytic dwell. ATP* represents an ATP molecule that is committed
to hydrolysis. We have identified the final, ADP-release step as rate-limiting.
See the text for additional details.Here, we focus specifically on the V-ATPase’s product-release
process. We find that the unique asymmetry of the A3B3 ring with three identical AB pairs facilitates Pi release and the introduction of a new ATP into the hexameric motor
prior to this stalk rotation. The ATP hydrolysis intermediate, which
is trapped here using ADP·AlF4–,
spontaneously relaxes an At pocket to a marginally open
conformation creating a Pi-release dwell. This new intermediate
in turn facilitates the formation of a small aperture for releasing
the Pi either internally toward or away from the stalk.
Residues required for the ATP binding and hydrolysis are also the
ones found responsible for coupling the Pi-induced binding
pocket reorganization with larger-scale conformational transformations
of the A-subunits. In particular, disengagement of Pi from
the Arg350 finger residue is deemed a rate-determining step of the
product release process. Noting that the Arginine finger is ubiquitous
across many AAA+ ATP-hydrolyzing motors that use the so-called Walker
motif,[34] the Pi-release mechanism
presented here is generalizable to these systems.The ADP-bound
conformation formed after the Pi reduces
the stalk–A-subunit interaction, opening up a neighboring AB
interface for accepting a new ATP. Through molecular simulations,
we find how the two ATP/ADP·Pi-sites communicate with
each other for synchronizing the protein conformations necessary for
product release with the ones needed for ATP entry. Evidence of such
multisite conformational allostery was not included in the original
binding-change model. Therefore, our joint structure-determination
and computational work brings to light how the cooperativity between
the AB proteins works inside a hexameric architecture to connect the
Pi-release dwell with the ATP-binding dwell.Finally,
comparing all of the available kinetic data, we note that
the ATP-binding event and a 120° rotation back to the catalytic
dwell takes ∼1.4 ms,[25] which is
slower than the cumulative time of the spontaneous catalytic dwell
→ Pi-release dwell transition that takes <500
ns of MD, and Pi-release → ATP-binding dwell transition
that takes at least between 30 and 100 μs of BD following the
inward release path (Figure S7K). The Pi exit outward from the central stalk is even ∼10-fold
faster taking 2–6 μs of BD. It is worth noting that errors
in these computational rate estimates can arise from a number of factors
including the choice of collective variables for metadynamics simulations
of Pi unbinding, convergence of free-energy profiles due
to computational time limitations, or the size of the BD time steps.
Nonetheless, the stated kinetic trend will still hold even if we assume
that the current rate estimates of Pi release are within
an order of magnitude of uncertainty. Thus, given that the turnover
time of V1 in the hydrolysis direction is within ∼100
s–1, the only remaining molecular events that can
be attributed to be the slowest along the entire rotary-catalysis
cycle is associated with ADP unbinding dwell. Since ATP entry to a bindable pocket is spontaneous, through inspection of all
of the steps, we can now pinpoint that ADP-release is the rate-limiting
step of V1-ATPase turnover. This finding is in line with
single-molecule experiments that have implicated ADP accumulation
and inhibition as the central cause for stoppage in the rotatory movement
of V-type motors.[8,35] Now, our proposed mechanism of
rotary-catalysis brings to light the molecular origins of the inhibition
as well as activity of V1-ATPase.
Methods
Protein Preparation
The A3B3 and
DF complexes were expressed in an Escherichia coli system, as described previously.[36] This
system employs a mixture of plasmids containing the corresponding
genes. A3B3DF complex (EhV1) was
reconstituted and purified as follows:[37] purified A3B3 and DF complexes in buffer A
[20 mM Tris-HCl, 150 mM NaCl, and 2 mM dithiothreitol (DTT); pH 8.0]
were mixed in a 1:4 molar ratio with the addition of MES (100 mM final
concentration; pH 6.0) with 5 mM ADP and 5 mM MgSO4. After
1 h, AlCl3 (1 mM final concentration) and NaF (5 mM final
concentration) were added and incubated for 30 min at room temperature.
V1-ATPase was purified using a Superdex 200 10/300 GL (GE
Healthcare) column equilibrated with buffer B (20 mM MES, 10% glycerol,
100 mM NaCl, 5 mM MgSO4, and 2 mM DTT; pH 6.5). Purified
complex was concentrated with an Amicon Ultra 30 K unit (Merck Millipore).
Measurement of ATP Activity
ATP hydrolysis activities
of the EhV1 were measured using an ATP regenerating system.[2,3] ATP hydrolysis rates were determined in terms of the rate of NADH
oxidation, which was measured for 1 min as a decrease in absorbance
of 340 nm at room temperature, and the measurement was repeated three
times. Protein concentrations were determined using the Pierce BCA
protein assay kit (Thermo Fisher Scientific) with bovine serum albumin
as the standard.
Protein Crystallization and Structure Determination
Crystals of EhV1 were obtained by mixing 0.5 μL
of purified protein solution (17 mg mL–1 protein
in buffer B) with 0.5 μL of reservoir solution (0.1 M bis-tris
propane, 0.2 M NaF, 20.8% PEG-3350; pH 6.5), using the sitting-drop
vapor diffusion method at 296 K. Crystals were soaked in the solution
(0.1 M bis-tris propane, 21% PEG-3350, 5 mM ADP, 1 mM AlCl3, 5 mM NaF, 3 mM MgCl2, 0.28 M NaCl, and 20% glycerol;
pH 6.5) for 1 min, mounted on cryoloops (Hampton Research, Aliso Viejo,
CA), flash-cooled, and stored in liquid nitrogen.The X-ray
diffraction data were collected from a single crystal at a cryogenic
temperature (100 K) on BL-17A (λ = 0.9800 Å) at the Photon
Factory (Tsukuba, Japan). The collected data were processed using
XDS[38] software. The structure was solved
by molecular replacement with Phaser[39] as
a search model for nucleotide-free V1-ATPase (PDB: 3VR5). The atomic model
was built using Coot[40] and iteratively
refined using Phenix[41] and REFMAC5.[42] TLS (Translation/Libration/Screw) refinement
was performed in late stages of refinement. The refined structures
were validated with RAMPAGE.[43] All molecular
graphics were prepared using PyMOL (The PyMOL Molecular Graphics System,
Version 2.1.1, Schrodinger, LLC, New York, NY).
Molecular Dynamics
Simulations
The MD study is based
on a crystal structure of the V1-rotor from Enterococcus
hirae (PDB: 3VR6).[2] For simulation purposes, the artificial
ATP mimetics, namely, AMP·PNP, which are employed as inhibitors
for isolating crystals, are replaced by real ATP molecules in the
bound states (b) and ADP and an inorganic phosphate
or Pi (modeled as H2PO4–) in the tight state (t) (see Figure ). Structural analyses[2] have demonstrated that nonhydrolyzable AMP·PNP can
successfully mimic the ATP and ADP + Pi binding states
in F1-ATPase; different ATP analogues produced, in fact,
similar binding conformations.[27] The simulation
was performed for the entire V1-rotor.The V1-rotor is solvated in a water box of size 170 × 170 ×
190 Å3 with 150 mM NaCl; the simulation system size
is 0.49 M atoms. This structure was solvated and ionized in VMD, wherein
168 273 water molecules were added. After a 4000-step energy
minimization, the system is thermalized to 300 K in 50 ps at 1 atm,
employing harmonic positional restraints with a 1 kcal/(mol Å2) spring constant on heavy atoms. Keeping the same spring
constant, a 1 ns equilibration in the isobaric–isothermal ensemble
(1 atm at 300 K) is carried out, followed by a 4 ns canonical-ensemble
simulation, gradually decreasing the spring constant to zero during
the latter stage. All MD simulations in our study are performed using
NAMD 2.14[44] with the CHARMM36 force field
with correction for overcompensation for left-handed helix and CMAP
corrections. The CHARMM-compatible Pi force field parameters
were developed and used by us in previous studies.[23]
REST2 Simulations
The initial structure
of ATP-synthase
was obtained from the AlF4-bound crystal structure [resembling
intermediate 1′ of the ADP·Pi-bound state (Figure S4), previously determined using MD simulations[25]]. This structure was then minimized, heated
to 300 K, and equilibrated for 5 ns. REST2 simulation was performed
using 32 replicas scanning a temperature range 300–3000 K,
where the ADP·Pi was defined as the solute. Each of
the 32 REST2 replicas was simulated for 16 ns to attain a steady exchange-rate
of 40–80% (Figure S6).
Funnel Metadynamics
and Free-Energy Computations
In
order to accelerate the unbinding/binding of Pi, well-tempered
Funnel-metadynamics (FM)[29] was performed
for 2000 and 400 ns for dissociation away from or toward the stalk.
The FM simulations were performed in an NVT ensemble using the BioSimspace
implementation in OpenMM. Following the OpenMM flavor of FM, a history-dependent
bias was applied on two orthogonal CVs, namely, projection and extension,
that define the funnel potential. The projection CV which is collinear
to the funnel axis is defined by a vector connecting the center of
mass Ca of ILE322, GLU261, and ASP 329 (Po) and GLU126, GLU275, and
ASP364 (Px) for dissociation away from the stalk and GLY353 and PRO
268 for dissociation toward the stalk. The extension CV, on the other
hand, is orthogonal to the projection CV and is restrained by a sigmoidal
restraint function defined as follows:The
parameters used to define the sigmoidal
restraints are described in Table S2. For
the FM, Gaussians hills with an initial height of 0.6 KJ mol–1 was applied every ps, scaled by a WT scheme using a bias factor
of 30. The hill widths chosen for the projection and extension CVs
are 0.25 and 0.3 Å, respectively.
Brownian Dynamics
BD simulations were employed to model
the diffusion of a probe particle on the 2-dimensional free-energy
profile determined using the funnel metadynamics simulation. These
computations were performed on GPU-accelerated Atomic-Resolution Brownian
Dynamics (ARBD) software[45] using our established
protocols.[46−48] First, a probe particle is defined with the diffusion
coefficient of 1.5 Å2/ns and 5.10 Å2/ns for dissociation toward and away from the stalk on the basis
of a previous diffusion calculation of Pi by Okazaki et
al.[18] Second, the product-release landscape
was projected on a 2D grid with the same spacing as that of the original
PMFs. Third, using gradients of this profile and the stated diffusion
coefficient, the equation of motion is integrated over a time step
of 1 ps (for the more rugged inward release) and 3 ps (for the less
rugged outward release). Each simulation was repeated 100 times, stating
from random initial positions on the free-energy landscape. We monitor
the average time taken by the diffusive particle to exit the binding
pocket and reach either in the bulk solvent (20 Å along the funnel
axis on the outward pathway) or the stalk–A-subunit interface
(15–16 Å along the funnel axis on the inward pathway).
Distribution of these transition times is presented in Figure S7I–K, where we also compare the
timing with that of a random walker on a flat landscape with diffusion
coefficient identical to Pi. Finally, noting that the 2D
energy surfaces converge with numerical errors of 1–2 kcal/mol
after an almost 1 μs metadynamics simulation (see the 1D profiles
of Figure S7), the BD simulations for the
outward path were repeated with three different surfaces derived from
the last 150 ns of metadynamics, saved at increments of 50 ns. The
transition times on the corresponding surfaces are computed with BD,
and their distribution is presented in Figure S7J. A reasonable agreement between these distributions suggests
that the uncertainty in transition-time estimates arising due to the
numerical errors on the surfaces is lesser than that due to thermal
fluctuations at room temperature.
Allosteric Network Analysis
The allosteric network
analysis was performed with the NetworkView tool on VMD. The final
100 ns of the MD trajectories was strided by a factor of 10, creating
nearly 1000 frames. These frames were analyzed by CARMA to create
a covariance matrix, following which the allosteric networks are created
at the Cα-level of detail, and the community substructures
are analyzed using the Girvan–Newman method and default NetworkView
parameters on VMD. Edges are drawn between nodes whose residues are
within a cutoff distance of 4.5 Å for at least 75% of an MD trajectory.
Mutual Information Analysis
Given two random variables X and Y, mutual information is an information
theory metric that quantifies the interdependence between X and Y in terms of correlation (and not
directionality). Mutual information (MI) is commonly expressed asHere, P(X, Y) is the joint probability distribution
of X and Y and P(X) and P(Y) are
their
respective marginals. In order to understand the correlation between
protein dynamics and ligand release, MI was computed between the RMSD
of protein backbone and the position of Pi along the release
pathway. In this case, P(X, Y) is the joint probability distribution of RMSD of the
protein backbone and the position of the ligand along the release
pathway. We have in-house code to perform this analysis.
Authors: James C Phillips; David J Hardy; Julio D C Maia; John E Stone; João V Ribeiro; Rafael C Bernardi; Ronak Buch; Giacomo Fiorin; Jérôme Hénin; Wei Jiang; Ryan McGreevy; Marcelo C R Melo; Brian K Radak; Robert D Skeel; Abhishek Singharoy; Yi Wang; Benoît Roux; Aleksei Aksimentiev; Zaida Luthey-Schulten; Laxmikant V Kalé; Klaus Schulten; Christophe Chipot; Emad Tajkhorshid Journal: J Chem Phys Date: 2020-07-28 Impact factor: 3.488
Authors: Jonathan R Gledhill; Martin G Montgomery; Andrew G W Leslie; John E Walker Journal: Proc Natl Acad Sci U S A Date: 2007-09-25 Impact factor: 11.205