Samanta Makurat1, Zoe Cournia2, Janusz Rak1. 1. Faculty of Chemistry, University of Gdańsk, Wita Stwosza 63, 80-308 Gdańsk, Poland. 2. Biomedical Research Foundation, Academy of Athens, 4 Soranou Ephessiou, 11527 Athens, Greece.
Abstract
Despite its importance in the nucleoside (and nucleoside prodrug) metabolism, the structure of the active conformation of human thymidine kinase 1 (hTK1) remains elusive. We perform microsecond molecular dynamics simulations of the inactive enzyme form bound to a bisubstrate inhibitor that was shown experimentally to activate another TK1-like kinase, Thermotoga maritima TK (TmTK). Our results are in excellent agreement with the experimental findings for the TmTK closed-to-open state transition. We show that the inhibitor induces an increase of the enzyme radius of gyration due to the expansion on one of the dimer interfaces; the structural changes observed, including the active site pocket volume increase and the decrease in the monomer-monomer buried surface area and of the number of hydrogen bonds (as compared to the inactive enzyme control simulation), indicate that the catalytically competent (open) conformation of hTK1 can be assumed in the presence of an activating ligand.
Despite its importance in the nucleoside (and nucleoside prodrug) metabolism, the structure of the active conformation of human thymidine kinase 1 (hTK1) remains elusive. We perform microsecond molecular dynamics simulations of the inactive enzyme form bound to a bisubstrate inhibitor that was shown experimentally to activate another TK1-like kinase, Thermotoga maritima TK (TmTK). Our results are in excellent agreement with the experimental findings for the TmTK closed-to-open state transition. We show that the inhibitor induces an increase of the enzyme radius of gyration due to the expansion on one of the dimer interfaces; the structural changes observed, including the active site pocket volume increase and the decrease in the monomer-monomer buried surface area and of the number of hydrogen bonds (as compared to the inactive enzyme control simulation), indicate that the catalytically competent (open) conformation of hTK1 can be assumed in the presence of an activating ligand.
Human thymidine kinase
1 (hTK1) is a phosphotransferase that catalyzes
phosphoryl transfer from adenine triphosphate (ATP) to thymidine (T)
using glutamic acid, Glu98, as a proton acceptor (Figure ).[1] The enzyme, crucial for nucleoside metabolism related to DNA synthesis,
is also clinically important for the activation of otherwise nontoxic
prodrugs such as azidothymidine, cytarabine, acyclovir,[1,2] and potentially radiosensitizing nucleosides that have to be incorporated
into DNA prior to its radiation-induced damage. The latter nucleosides
are being developed in our lab,[3,4] and 5-iodo-4-thio-2′-deoxyuridine,
5-selenocyanato-2′-deoxyuridine, and 5-trifluoromethanesulfonyl-2′-deoxyuridine
comprise the most recent ones.[5,6]
Figure 1
hTK1 (PDB code: 2ORV,
violet) overlapped with TmTK (PDB code: 2ORW, orange).[12] Only one
monomer is shown for each protein. hTK1 is cocrystallized with TTP
and TmTK with the bisubstrate inhibitor, 4TA. The
phosphoryl transfer reaction catalyzed by hTK1 that leads to thymidine
monophosphate (TMP) formation is shown in the frame. Glu98 serves
as a base accepting the proton of the 5′-OH-group of T.
hTK1 (PDB code: 2ORV,
violet) overlapped with TmTK (PDB code: 2ORW, orange).[12] Only one
monomer is shown for each protein. hTK1 is cocrystallized with TTP
and TmTK with the bisubstrate inhibitor, 4TA. The
phosphoryl transfer reaction catalyzed by hTK1 that leads to thymidine
monophosphate (TMP) formation is shown in the frame. Glu98 serves
as a base accepting the proton of the 5′-OH-group of T.Despite being one of the essential enzymes in the
nucleoside salvage
pathway, hTK1 is also intriguing because of its different evolutionary
origin compared to the remaining deoxyribonucleoside kinases.[7] However, the mechanistic details of enzymatic
reactions catalyzed by the protein have not been elucidated so far.
The topology of TK1-like enzymes (structurally related TKs from other
organisms) differs from that of other deoxynucleoside kinases. They
form a dimer of dimers in their most active state,[8] with two distinct protein–protein interfaces (referred
to as weak and strong dimer interfaces) of which one is being stabilized
by the protein–ligand interactions.[7,9] The
ATP-dependent dimer-to-tetramer transition is associated with 30-fold
higher catalytic efficiency.[10] The difficulty
in describing the structural details of the mechanism of action of
hTK1 mainly arises from the difficulty in crystallizing its active
state in an open conformation. Thus far, the 3D structure of this
enzyme in its active form has not been obtained.[11] However, it has been suggested for another TK1-like enzyme
from hyperthermophilic bacteria, Thermotoga maritima TK (TmTK), for which the crystal structure of both
inactive and active states is solved, that in the absence of a substrate
in the phosphoryl donor-binding site the enzyme preferentially exists
in a closed conformation. Upon ATP binding, the TmTK enzyme significantly changes its quaternary structure leading
to the catalytically competent (open) conformation.[11] On the other hand, hTK1 is readily inhibited (and the enzyme
conformation assumes then its closed form) by the feedback inhibitor,
thymidine triphosphate (TTP), which binds to the phosphoryl acceptor-binding
site.[12]These traits, along with
the fact that for hTK1-like enzymes the
reaction occurs between the weak dimer interface (ATP adenosyl moiety
in one monomer is stabilized by the amino acids of the neighboring
monomer) and a flexible lasso loop on the other side (Figure ),[12] make the crystallographic structural investigations unusually difficult.
Indeed, structural data available for hTK1 are limited. Namely, the
Protein Data Bank (PDB)[13] lists only four
structures (PDB codes: 2WVJ,[14] 2ORV,[12] 1W4R,[9] and 1XBT[7]), none being in the active conformation. Moreover,
none of the deposited hTK1 structures has both native ligands bound
(only the product of phosphorylation of T bound at the phosphoryl
acceptor site was observed in X-ray experiments).[7,9,11−14] Finally, only one of the PDB
structures (1W4R) includes the full amino acid sequence of the active
site.Because of these inherent difficulties in obtaining structural
data for hTK1, all investigations on the active structure and conformational
changes of hTK1 are mostly based on the TmTK crystal
structure. TmTK exhibits 36% identity and 55% similarity
at the sequence level with hTK1 but, unlike hTK1, it crystallizes
not only in the presence of TTP but also with the bisubstrate inhibitor
P1-(5′-adenosyl)P4-(5′-(2′-deoxy-thymidyl))tetraphosphate
(4TA, see Figure ).[12] The 4TA ligand, that occupies both sides of
the enzymatic pocket, induces the active conformation of the protein.
Unfortunately, crystallization of hTK1 with 4TA did not succeed, and
only a complex with TTP in the inactive conformation of hTK1 was solved
for the human enzyme. Such a conformation is not suitable for performing
drug-design-related studies because the enzymatic pocket is closed
and any attempts of docking ATP, which is the native ligand of hTK1
on the donor-binding site, fail. Access to a reliable active conformation
of hTK1 is crucial for a hybrid, QM/MM approach leading to a sound
description of thermodynamics and kinetics of the enzymatic phosphorylation.In this study, we perform microsecond-long molecular dynamics (MD)
simulations using available (inactive) hTK1 structures and the 4TA
ligand (known to promote the active conformation in TmTK) to computationally “activate” the hTK1 enzyme and
observe the related conformational changes of the inactive-to-active
transition.
Results and Discussion
To cross-check and validate
the reproducibility of the results
and the simulation protocol, five different models were constructed
and simulated in several replicas. Four control simulations (Table ) were constructed
as follows: (i) hTK1 complexed with TTP (hTK1-TTP) in the closed form,
based on 1W4R[9] with small refinements using
the 1XBT[7] structure, (ii) hTK1-TTP in the
apo form having the ligand TTP removed from the structure (hTK1-apo),
(iii) TmTK complexed with 4TA (TmTK-DIM) in the active form, the dimer of 2ORW,[12] and (iv) the TmTK-DIM duplicated to form
a homotetramer (TmTK-TET), which was created after
observing high instability of the adenosine moiety in the TmTK-DIM simulation, possibly due to the lack of a weak
dimer interface that constitutes the adenosine-binding site. Finally,
the simulation in which we expected to observe conformation opening
was performed using the closed form of the hTK1 tetramer (as in hTK1-TTP),
where the TTP ligand was replaced by the 4TA ligand (hTK1-4TA). Three
independent copies starting from the same restart file after minimization,
heating, and equilibration were run for most systems.
Table 1
List of Simulated Systems
name
protein
ligand
simulation
time
remarks
hTK1-TTP
tetramer of chain A of 1W4R PDB structure
TTP
1 μs, three replicas
closed (inactive) conformation
from crystal structure—control simulations
hTK1-apo
tetramer as in hTK1-TTP
700 ns, one replica
TmTK-DIM
dimer resembling 2ORW PDB structure
4TA
1 μs, three replicas
open (active) conformation from
crystal structure—control simulations
TmTK-TET
TmTK-DIM
duplicated to form a tetramer
4TA
1 μs,
three replicas
hTK1-4TA
tetramer
as in hTK1-TTP
4TA
1.3 μs, three
replicas
closed enzyme conformation bound to the inhibitor
Conformational changes
in TK-1-like enzymes induced by ATP involve
the increase of the total volume of the tetrameric complex along the
weak dimer interface,[11,12,15] which is surmised to be critical for the proper orientation of ATP,
as otherwise there is no space to fit the adenosine moiety. Indeed,
the radii of gyration of all Cα atoms are on average ∼1
Å3 lower for hTK1-TTP and hTK1-apo simulations than
for the hTK1-4TA simulations ones despite the same amino acid composition
(Figure S1). Selected atom pair distances
were evaluated for both hTK1 systems (reported in Figure , Figure S2, and Table S1) showing that on average the distances in
the strong dimer interface differ between the compared complexes by
no more than 1 Å during the whole simulation, while the dimension
across the weak dimer interface expands by an average of 2.5 ±
2.4 to 4.6 ± 1.0 Å for hTK1-4TA (unlike for hTK1-TTP). This
result is in excellent agreement with the crystal structures in closed
and open states reported by Segura-Peña et al. for TmTK. In these experimental studies, the distance across
the weak dimer interface is reported to increase from ∼51 to
∼56 Å between the closed and open states[11] and suggests that a transition to the open, catalytic state
has been obtained in our simulations. This conformational change is
also accompanied by the change of the binding pocket cavity volume
(defined by the binding site amino acids from Welin et al.[7]), as measured with the EPOCK[16] VMD[17] plugin for all hTK1 trajectories.
The average cavity volume varies from 680.1 ± 54.1 to 925.7 ±
194.5 Å3 for hTK1-4TA and from 405.6 ± 58.0 to
494.3 ± 76.3 Å3 for hTK1-TTP, depending on the
chain and replica (see Table S2 and Figure S3) despite the same protein starting points for all simulations.
Figure 2
Overlap
of hTK1-4TA (pink) and hTK1-TTP (green) most populated
cluster representatives (first replica). In the top view of the tetramer,
B and D monomers in the hTK1-4TA structure are visibly shifted down
because of the expansion on the weak dimer interface. Additionally,
the strong and weak dimer interfaces’ front views are shown.
The corresponding distances between the monomers (as measured between
chosen atom-pairs distances averaged over the last 900 ns of each
replica) and hydrogen bonds (averaged over the last 900 ns of each
replica) and the buried surface area (BSA) (averaged over all replicas
most populated representatives) between monomers are shown in respective
pink and green colors for hTK1-4TA and hTK1-TTP.
Overlap
of hTK1-4TA (pink) and hTK1-TTP (green) most populated
cluster representatives (first replica). In the top view of the tetramer,
B and D monomers in the hTK1-4TA structure are visibly shifted down
because of the expansion on the weak dimer interface. Additionally,
the strong and weak dimer interfaces’ front views are shown.
The corresponding distances between the monomers (as measured between
chosen atom-pairs distances averaged over the last 900 ns of each
replica) and hydrogen bonds (averaged over the last 900 ns of each
replica) and the buried surface area (BSA) (averaged over all replicas
most populated representatives) between monomers are shown in respective
pink and green colors for hTK1-4TA and hTK1-TTP.Transition to the open state is also indicated by the changes related
to BSAs. The latter were calculated between the monomers of the most
populated clusters with dr_sasa.[18] Decreasing
the BSA upon opening the conformation (from an average of 1086.9 ±
78.1 Å2 for hTK1-TTP clusters to an average of 510.6
± 39.1 Å2 for the hTK1-4TA clusters) in the weak
dimer interface and stable BSA for the strong dimer interface (1201.8
± 42.8 and 1184.0 ± 84.2 Å2 for hTK1-TTP
and hTK1-4TA, respectively) is consistent with the experimental values
for TmTK (Figure , Table S3; 370/1030 (weak
dimer interface) and 1050/1030 Å2 (strong dimer interface)
are reported for TmTK open/closed states).[11]Finally, principal component analysis
(PCA) was performed for all
hTK1 replica backbone atoms to identify the most important modes of
motion.[19,20] The PCA method also provides a metric to
compare the conformational space of the different trajectories, as
the protein motional modes can be represented by the first two principal
components (PCs).[21] The first two PCs correspond
here to the opening and twisting of the hTK1 monomers, respectively,
as shown in Figure . The PC projection calculated for the overlap of hTK1-TTP and hTK1-apo
replicas occupies the same region (Figure ), which shows that the closed and untwisted
state of the tetramer remains stable during the simulations. For the
hTK1-4TA replica simulations, more PC variance is shown. Indeed, while
for hTK1-4TA all replicas are in the open state (depicted on the right
of Figures and 3A), the second replica of hTK1-4TA is additionally
twisted compared to the other ones (see Figures and 3B). This difference
is in line with other observations (cf. Tables S1–S4, Figure S3). These may be related to the expected
twist (the twist of ∼11°, which was previously described
for the TmTK structure in the literature[11]) or could potentially describe the loss of the
weak monomer interaction that finally leads to the tetramer-to-dimer
transition.
Figure 3
First (A) and second (B) PCs of hTK1 simulations are opening and
twisting the tetrameric structure, as shown by the arrows.
Figure 4
PC projection of the replica simulations shows a great overlay
for hTK1-TTP and hTK1-apo structures and the expected closed state
for hTK1-TTP and the open state for hTK1-4TA simulations.
First (A) and second (B) PCs of hTK1 simulations are opening and
twisting the tetrameric structure, as shown by the arrows.PC projection of the replica simulations shows a great overlay
for hTK1-TTP and hTK1-apo structures and the expected closed state
for hTK1-TTP and the open state for hTK1-4TA simulations.The number of hydrogen bonds between monomers on the weak
dimer
interface is reduced to half in the hTK1-4TA structure (4.0 ±
1.2 hydrogen bonds) with respect to the hTK1-TTP one (8.3 ± 1.8
hydrogen bonds), averaged over the whole simulation time and all replicas.
For the strong dimer interface, the number of hydrogen bonds (∼17)
does not depend on the ligand, 4TA or TTP (cf. Figure and Table S4).
Similarly, the control simulations for the active TmTK-TET, bonded with the 4TA ligand, exhibit an average of 11.3 ±
2.4 hydrogen bonds on the strong dimer interface and 3.5 ± 1.3
on the weak one.As expected, the adenosine in 4TA, which was
introduced into hTK1
to induce the conformational changes leading to an open conformation,
occurs in syn conformation and interacts with the
neighboring monomer in all simulations. On average, one hydrogen bond
is formed between the adenosine in 4TA and the neighboring protein
chain for hTK1-4TA. Adenosine oxygen atoms interact with Arg41 of
the neighboring monomer for more than 50% of simulation time for most
monomers. Additionally, Arg42, Ile45, and Ala46 form hydrogen bonds
for up to 10% of simulation time each (Figure C). In the experimental studies performed
for TmTK, two hydrogen bonds are reported between
the adenosine moiety and a neighboring subunit.[12] Interestingly, without these interactions, the adenosine
moiety assumes a different conformation from that in the crystal structure,
as indicated by simulations for TmTK-DIM (see Figure A,B for the overlap
of the representative ligand-binding sites, the ligand dihedral angle
analysis is shown in Figure S4). Other
stabilizing interactions for hTK1-4TA are the interactions with Val152
and Phe29 (of the same subunit as the ligand). These correspond to
Val139 and Tyr13 described for TmTK in the literature.[11]
Figure 5
(A,B) Representative structure (first replica and chain
A only)
binding site overlaps with the 2ORW crystal structure (chain B, cyan):
hTK1 structures (A, pink: hTK1-4TA and green: hTK1-TTP) and TmTK control systems (B, gray: TmTK-DIM
and blue: TmTK-TET). (C) Stereo view of the active
center of the hTK1-4TA representative (chain A) with the flexible
loops discussed in the text marked orange (amino acids no. 56–61)
and green (166–180).
(A,B) Representative structure (first replica and chain
A only)
binding site overlaps with the 2ORW crystal structure (chain B, cyan):
hTK1 structures (A, pink: hTK1-4TA and green: hTK1-TTP) and TmTK control systems (B, gray: TmTK-DIM
and blue: TmTK-TET). (C) Stereo view of the active
center of the hTK1-4TA representative (chain A) with the flexible
loops discussed in the text marked orange (amino acids no. 56–61)
and green (166–180).Thymidine, being bound at a more buried site, is not expected to
change over the course of simulation because all crystal structures
used to prepare the simulations were bound to this substrate on that
site. Indeed, the loop responsible for thymidine binding (166–180)
is stable in all simulations (see root mean square fluctuation (RMSF)
plots in Figure S5). This loop is more
stable (up to 2 Å RMSFs) for most amino acids compared to residues
56–61 of the phosphate- and adenosine-binding site, which exhibit
an RMSF of ∼3 Å, and the ligand atoms’ RMSF (Figure S6) shows major fluctuations (up to 4
Å) only at the deoxyadenosine atoms.The thymidine moiety
in the hTK1 structures is positioned in the
hydrophobic pocket (Figure C) and is hydrogen bonded to atoms of Phe128, Val172, Val174,
and Gly176 and Asp58, additionally stacked against the conserved Arg165
and Tyr181 in the lasso-domain site and to two phenylalanines (Phe133
and Phe101) on the other site.[7] Nine atom
pair distances corresponding to these interactions were measured (see Table S5, Figure ), demonstrating distance differences of up to 1.4
± 1.1 Å on average over the last 900 ns of both the hTK1-4TA
and hTK1-TTP simulations for all residues except Asp58. The sidechain
oxygens of Asp58 are placed on average 7.8 ± 0.4 Å from
the O3′ atom of thymidine in TTP; however, this distance measures
only 3.6 ± 0.4 Å in 4TA.Asp58 resides in a loop responsible
for phosphate binding. The
4TA-containing simulations show at least two distinct conformations
in the loop (56–61), as shown in the RMSD-2D plots (Figure S7). On the other hand, these distinct
conformations are not evident in any of the hTK1-TTP simulations.
The dihedral φ, ψ, and χ angle measurements of all
amino acids in this region suggest that Asp58 induces these different
conformations (Figure S8). The sidechain
of the amino acid is pushed back if 4TA is present, which is probably
caused by the fact that 4TA resembles the product state. Finally,
the catalytic site configuration shows that the Glu98, which is said
to serve as a catalytic base, and the Met28 constraining the 5′
position in the nucleoside (see Figure ) do not differ on average between hTK1-4TA and hTK1-TTP
(up to −0.4 ± 0.2 Å, averaged for last 900 ns of
each replica), and only the Arg60 responsible for stabilizing the
transition state of the reaction is pushed further (∼3.2 ±
1.0 Å, Table S6), which is also probably
caused by the fact that 4TA resembles more of a product state.The average number of hydrogen bonds formed by the 4TA ligand inside
its monomer for all hTK1-4TA simulations is 8.9 ± 1.1 and is
mostly created by the thymidine site of the ligand. Residues that
contribute to the above-mentioned hydrogen bonds are Val172, Val174,
Phe128, and Asp58, which are hydrogen bonded for 40–90% of
simulation time, but also Phe29 binds for more than 90% for all simulations,
Lys32 (>70%) and Gly21, Thr34 (>50%). In the literature, a total
of
eight hydrogen bonds is reported between 4TA and TmTK: two hydrogen bonds are present within the adenosine site and
six in the thymidine site.[11] The phosphate
groups of 4TA are bound to the P-loop of the subunit: the first phosphoryl
group binds to Ser64 and the fourth phosphoryl group is bound to Ser62
and Arg60, and additionally, Ser30 and Lys32 are found to contribute
to the binding energy, as shown by GBSA analysis. Finally, the phosphate
position is also stabilized by the water network and the magnesium
ion. The ion is liganded by two phosphate groups, three water molecules,
and Ser33.The approximate free energy of binding of the 4TA
and TTP ligands
to the protein was calculated with MM-GB(PB)SA[22] (Table S7), indicating
that both 4TA and TTP ligands bind with a high affinity to hTK1. Values
of −186.5 ± 10.8 (GB) and −134.2 ± 12.2 (PB)
kcal/mol were found for 4TA and −216.9 ± 10.5 (GB) and
−230.8 ± 32.7 (PB) kcal/mol for TTP if the standard calculation
protocol is used (with the internal dielectric constant equal to 1
and neglecting entropy effects). Thus, the interaction energy for
TTP was larger than that for 4TA, which is easy to understand analyzing
the structures of both species: 4TA has a charge of 3– and is also more rigid (as bounded by the adenosine), while the
charge of TTP is 4– and the phosphates are free
to interact with different parts of the protein. Indeed, the value
of total binding energy was found to be highly affected by the internal
(solute) dielectric constant (Figure S9). Studies suggest that values up to 20 could be used depending on
the residues in protein.[23] We partially
addressed this problem by testing various (ε = 2–10)
values of internal dielectric constant for one of the ligands in the
MM-PBSA model (Figure S9) and found out
that the binding energy is highly dependent on it, yet always favorable,
being still equal to −58.2 kcal/mol for the highest applied
constant value of 10. The contribution to the energy is mostly electrostatic,
although varying from 80 to 70% of the total energy for dielectric
constant equal to 1 and 10, respectively. For both 4TA and TTP, binding
is mostly favored by the electrostatic contributions. For the 4TA-ligand,
majority of binding energy comes from the thymidine site of 4TA and
the interaction between the phosphate groups and the enzyme P-loop.
Conclusions
The comparison of the open and closed forms of hTK1, as shown in
the hTK1-4TA and hTK1-TTP simulations, respectively, shows similar
trends to the experimentally reported differences between the closed
and open forms of the TmTK enzyme.[11] The overall volume of the enzyme is increasing upon binding
the bisubstrate inhibitor, as the enzyme expands on the weak dimer
interface. These changes are accompanied by a decrease in the number
of hydrogen bonds and BSA in this dimer interface. On the contrary,
as expected, the strong dimer interface does not show any dramatic
changes. Also, as shown in the apo simulation and literature,[11] the thymidine moiety does not introduce any
major changes in the tetramer behavior. The main characteristics fall
in the same space for both hTK1-TTP and hTK1-apo simulations. We showed
that the catalytically competent (open) conformation of hTK1 can be
assumed in the presence of an activating bisubstrate inhibitor. With
the active form of the enzyme available, one may be able to describe
computationally the details of the hTK1-catalyzed phosphate transfer
mechanism, including the pathway (concerted or stepwise with a pentavalent
phosphorane or a metaphosphate anion intermediate) and the barriers,
as well as to predict if newly proposed thymine analogues are susceptible
to enzymatically controlled phosphorylation. This structure is ready
to be utilized for further QM/MM mechanistic studies, and docking
of new drug candidates yet before their, usually difficult and expensive,
chemical synthesis. It is difficult to overestimate the accessibility
of the hTK1 molecular structure for the rational design of modified
nucleosides with radiosensitizing, anticancer, or antiviral properties.
Computational
Methods.
The systems were prepared with Protein Preparation
Wizard[24] and Prime[25] of Maestro
Schrödinger[26] as well as AmberTools19.[27] The protonation states for the protein were
chosen based on the results of propKa[28] calculations, except the histidine in the binding pocket and cysteines
around Zn atoms. The bonded model of Zn was prepared with MCPB.py[29] script supported with Gaussian09[30] calculations. Protein parameters were assigned
according to the ff14SB[31] force field.
The 4TA protonation state was chosen to be 4TA4–.[32] Similarly, for the control system
with a feedback inhibitor, the TTP protonation state was chosen to
be TTP4–. The parameters for the ligands were taken
from existing DT3 (bsc1)[33] and A3 (OL3)[34] residues; only the RESP charges for the whole
molecules (4TA4– and TTP3–) were
calculated explicitly with Gaussian09[30] at the HF/6-31 + G(d) level of theory, to ensure the consistency
between its nucleoside and phosphate parts (additional polarization
functions were added to account for the charged system). The missing
angle parameters for the phosphate were taken from the study by Meagher,
Redman, and Carlson.[35] The detailed description
of protein preparation and charge derivation procedure can be found
in SI Sections 3.1 and 3.2.The system
was placed into a truncated octahedral box of TIP3P
water molecules with a 15 Å buffer around the protein.[36] Na+ and Cl– salt
ions were added to a 150 mM concentration.[37] The full description of protein preparation can be found in SI Sections 3.1 and 3.2. A set of energy minimizations
followed by 50 ps heating from 0 to 300 K, and 150 ps constant pressure
and temperature equilibration (300 K, 1 atm) were performed prior
to the 1.3 μs (for main simulation) or 1 μs (for control
systems) MD production runs in the GPU-accelerated PMEMD[39−41] module of AMBER18[27] with a timestep of
2 fs (minimization/equilibration procedure description can be found
in SI Section 3.3.).The trajectories
were visualized using VMD.[17] Analyses,
including the clustering procedure[38] (SI Section 4) and
global analyses (SI section 5), were performed
with the CPPTRAJ[42] module of AMBER18.[27] The BSA between the monomers of the most populated
clusters was calculated with dr_sasa[18] and
pocket volume—with EPOCK plugin.[16]
Authors: James A Maier; Carmenza Martinez; Koushik Kasavajhala; Lauren Wickstrom; Kevin E Hauser; Carlos Simmerling Journal: J Chem Theory Comput Date: 2015-07-23 Impact factor: 6.006