Ewa I Chudyk1, Michael Beer1,2, Michael A L Limb1, Charlotte A Jones1, James Spencer2, Marc W van der Kamp1,3, Adrian J Mulholland1. 1. Centre for Computational Chemistry, School of Chemistry, University of Bristol, Cantock's Close, Bristol BS8 1TS, United Kingdom. 2. School of Cellular and Molecular Medicine, University of Bristol Medical Sciences Building, University Walk, Bristol BS8 1TD, United Kingdom. 3. School of Biochemistry, University of Bristol Medical Sciences Building, University Walk, Bristol BS8 1TD, United Kingdom.
Abstract
β-lactam antibiotic resistance in Gram-negative bacteria, primarily caused by β-lactamase enzymes that hydrolyze the β-lactam ring, has become a serious clinical problem. Carbapenems were formerly considered "last resort" antibiotics because they escaped breakdown by most β-lactamases, due to slow deacylation of the acyl-enzyme intermediate. However, an increasing number of Gram-negative bacteria now produce β-lactamases with carbapenemase activity: these efficiently hydrolyze the carbapenem β-lactam ring, severely limiting the treatment of some bacterial infections. Here, we use quantum mechanics/molecular mechanics (QM/MM) simulations of the deacylation reactions of acyl-enzyme complexes of eight β-lactamases of class A (the most widely distributed β-lactamase group) with the carbapenem meropenem to investigate differences between those inhibited by carbapenems (TEM-1, SHV-1, BlaC, and CTX-M-16) and those that hydrolyze them (SFC-1, KPC-2, NMC-A, and SME-1). QM/MM molecular dynamics simulations confirm the two enzyme groups to differ in the preferred acyl-enzyme orientation: carbapenem-inhibited enzymes favor hydrogen bonding of the carbapenem hydroxyethyl group to deacylating water (DW). QM/MM simulations of deacylation give activation free energies in good agreement with experimental hydrolysis rates, correctly distinguishing carbapenemases. For the carbapenem-inhibited enzymes, free energies for deacylation are significantly higher than for the carbapenemases, even when the hydroxyethyl group was restrained to prevent interaction with the DW. Analysis of these simulations, and additional simulations of mutant enzymes, shows how factors including the hydroxyethyl orientation, the active site volume, and architecture (conformations of Asn170 and Asn132; organization of the oxyanion hole; and the Cys69-Cys238 disulfide bond) collectively determine catalytic efficiency toward carbapenems.
β-lactam antibiotic resistance in Gram-negative bacteria, primarily caused by β-lactamase enzymes that hydrolyze the β-lactam ring, has become a serious clinical problem. Carbapenems were formerly considered "last resort" antibiotics because they escaped breakdown by most β-lactamases, due to slow deacylation of the acyl-enzyme intermediate. However, an increasing number of Gram-negative bacteria now produce β-lactamases with carbapenemase activity: these efficiently hydrolyze the carbapenem β-lactam ring, severely limiting the treatment of some bacterial infections. Here, we use quantum mechanics/molecular mechanics (QM/MM) simulations of the deacylation reactions of acyl-enzyme complexes of eight β-lactamases of class A (the most widely distributed β-lactamase group) with the carbapenem meropenem to investigate differences between those inhibited by carbapenems (TEM-1, SHV-1, BlaC, and CTX-M-16) and those that hydrolyze them (SFC-1, KPC-2, NMC-A, and SME-1). QM/MM molecular dynamics simulations confirm the two enzyme groups to differ in the preferred acyl-enzyme orientation: carbapenem-inhibited enzymes favor hydrogen bonding of the carbapenem hydroxyethyl group to deacylating water (DW). QM/MM simulations of deacylation give activation free energies in good agreement with experimental hydrolysis rates, correctly distinguishing carbapenemases. For the carbapenem-inhibited enzymes, free energies for deacylation are significantly higher than for the carbapenemases, even when the hydroxyethyl group was restrained to prevent interaction with the DW. Analysis of these simulations, and additional simulations of mutant enzymes, shows how factors including the hydroxyethyl orientation, the active site volume, and architecture (conformations of Asn170 and Asn132; organization of the oxyanion hole; and the Cys69-Cys238 disulfide bond) collectively determine catalytic efficiency toward carbapenems.
Antibiotic resistance is a serious
medical problem on all continents, affecting healthcare systems and
economies.[1−4] A particular threat is the rapid global increase in infections caused
by Gram-negative bacteria, such as Enterobacterales (including Escherichia coli and Klebsiella pneumoniae) and Pseudomonas
aeruginosa.[5−7] An important contributory factor
is the activity of class A β-lactamases,[8] enzymes that can destroy the β-lactam rings of several classes
of β-lactam antibiotics, such as penicillins (e.g. benzylpenicillin, Chart B), cephalosporins
and carbapenems (e.g. meropenem, Chart A).[9−12] In recent years, even the carbapenems, previously known as last-resort
β-lactam antibiotics, because of lack of resistance, have become
susceptible to β-lactamases.[13−15] This threatens treatment
for many bacterial infections.[16−18] Such is the seriousness of this
threat that the U.S. Centers for Disease Control and Prevention (CDC)
have classified carbapenem-resistant Enterobacterales as Urgent Antimicrobial Resistance Threat pathogens.[19]
Chart 1
Structures of Antibiotics Used in This Study,
Meropenem (A) and Benzylpenicillin
(B)
β-Lactamases are divided into four classes
by the Ambler
classification system based on sequence similarity: serine β-lactamases
of classes A, C, and D and class B, in which zinc ion(s) are involved
in catalysis.[20,21] Serine β-lactamases are
believed to have evolved from the main targets of β-lactam antibiotics,
the penicillin-binding proteins (PBPs), which catalyze the transpeptidation
step in bacterial cell wall synthesis.[22,23] PBPs are inhibited
by β-lactams through the formation of a stable acyl-enzyme.[23] In class A, C and D β-lactamases, however,
deacylation of the acyl-enzyme can occur efficiently, leading to the
release of the hydrolyzed β-lactam ring, preventing PBP inhibition.
Class A enzymes, including the TEM, CTX-M, and KPC families, are currently
the most widespread β-lactamases in the clinic.[22−28]The β-lactam hydrolysis mechanism starts with acylation
which,
in class A enzymes, occurs through a nucleophilic attack of the active
site Ser70 on the carbonyl carbon of the β-lactam ring. In carbapenem-inhibited
class A β-lactamases, including TEM-1, SHV-1, BlaC, and CTX-M-16,
the formation of a long-lasting carbapenem acyl-enzyme complex (Scheme A) is the reason
for inhibition: the deacylation rate in these enzymes is low.[29,30] In contrast, enzymes such as KPC-2 (now widely distributed in K. pneumoniae in the clinic), SFC-1, NMC-A, and SME-1
have the ability to deacylate significantly faster and confer bacterial
resistance through efficient deactivation of carbapenem antibiotics.
Scheme 1
Proposed Carbapenem Deacylation Mechanism for Class A β-Lactamases;[31−34] In the Acyl-enzyme, (A) Proton Transfer from Deacylating Water (DW,
Red) to Glu166, with Subsequent Nucleophilic Attack on the Carbapenem
Acylenzyme Carbonyl Carbon, Results in Formation of a Tetrahedral
Intermediate (B). Collapse of this Oxyanion Gives the Hydrolyzed Carbapenem
(C).
The deacylation mechanism (Scheme ) is now widely accepted.[35,29] The deacylating water (DW) plays a crucial role in the reaction
by attacking the carbonyl carbon of the acyl-enzyme, assisted by abstraction
of a proton by Glu166.[36] Formation of the
tetrahedral intermediate (TI) (Scheme B) is thought to be rate-limiting in deacylation.[37] The collapse of the tetrahedral intermediate
is accompanied by three proton transfers: transfer of a proton from
Ser130 to the Ser70 side-chain oxygen with simultaneous transfers
of protons from Lys73 to Ser130 and from Glu166 to Lys73 (Scheme B). This restores
the resting state of the enzyme and the cleaved product, devoid of
antibiotic activity, is released from the active site.Whilst
the rates of carbapenem deacylation differ significantly
between carbapenem hydrolyzing and carbapenem inhibited Class A enzymes,
crystal structures do not show large differences between enzymes with
these different activities.[38,39] The main structural
differences within the class A β-lactamases (and their carbapenem
acyl-enzymes) include the environment of the carbapenem 6α-1R-hydroxyethyl
group and its interactions with the DW and Asn132; subtle shifts in
the positions of active site residues such as Asn170, Ser130, and
Ser70; changes in the distances between components of the oxyanion
hole (i.e., the backbone amide groups of Ser70 and Ala/Ser/Thr237);
and the presence/absence of a disulfide bridge between Cys69 and Cys238.[38]Previously, we have shown that quantum
mechanics/molecular mechanics
(QM/MM) umbrella sampling simulations of the rate-limiting first step
of deacylation (formation of the TI, Scheme B) can distinguish between carbapenemases
and carbapenem-inhibited class A β-lactamases.[40,41] In that work, meropenem breakdown efficiency is correctly captured
using Glu166 as the general base for the deacylation reaction. Here,
we use a similar approach in a detailed computational investigation
into the origins of the differences in activity between the two groups
of enzymes. We compare the carbapenemases KPC-2, SFC-1, SME-1, and
NMC-A with the carbapenem-inhibited BlaC, TEM-1, SHV-1, and CTX-M-16
class A β-lactamases. We extend our simulations to several variants
(including SFC-1 Asn132Gly, BlaC Gly132Asn, and SFC-1 Cys238Gly) to
investigate the influence of specific interactions on deacylation
activity. Establishing how subtle differences between enzymes able
to destroy carbapenems and those that cannot affect turnover of carbapenems
may guide the design of new β-lactam antibiotics that are more
resistant to breakdown by currently circulating β-lactamase
enzymes.
Results
Free Energy Reaction Path Calculations
For the 8 enzymes
investigated, the differences in calculated activation free energy
barriers for the first step of deacylation (acyl-enzyme modeled as
Δ2 tautomer, see Figure ) show good correspondence with differences in apparent barriers
derived from published kinetic experiments (kcat values, Table S1). Our previous
results[40] indicated that activation energy
barriers for meropenem deacylation lower than around 13 kcal/mol are
found for carbapenemases at this level of theory, while barriers above
approximately 17 kcal/mol are calculated for carbapenem-inhibited
enzymes. These calculated barrier heights are slightly underestimated
compared to apparent experimental barriers (due to the SCC-DFTB method),
but the discrimination between carbapenem-inhibited and carbapenem-hydrolyzing
enzymes is well reproduced.[40,41] This demonstrates that
our simulation approach can serve as a starting point for the analysis
of factors affecting energy barriers in the enzymes considered here.
Figure 1
Free energy
surfaces (SCC-DFTB/AMBER12SB QM/MM) for TI formation
in the deacylation reaction of the acyl-enzymes (A) TEM-1/benzylpenicillin;
(B) SFC-1/meropenem; and (C) TEM-1/meropenem. Energies are relative
to the acyl-enzyme, in kcal/mol. AC, acyl-enzyme; TI, tetrahedral
intermediate; and RC, reaction coordinate. The proton transfer reaction
coordinate refers to the distance between the Glu166 side chain oxygen
OE2 and the DW proton H2 minus the distance between the DW oxygen
and DW proton H2, for example, in the TI, the proton transfer RC is
1 Å distance between Glu166 OE2 and DW proton H2 minus the 1.8
Å distance between DW oxygen and DW H2, resulting in a proton
transfer RC of −0.8 Å. The nucleophilic attack RC is the
distance between the DW oxygen and the carbonyl carbon of meropenem
(Figure A, Chart S1). For the SFC-1/meropenem free energy
surface, the corresponding final values for the hydroxyethyl dihedral
angle (see Figure ) are shown in (D).
Free energy
surfaces (SCC-DFTB/AMBER12SB QM/MM) for TI formation
in the deacylation reaction of the acyl-enzymes (A) TEM-1/benzylpenicillin;
(B) SFC-1/meropenem; and (C) TEM-1/meropenem. Energies are relative
to the acyl-enzyme, in kcal/mol. AC, acyl-enzyme; TI, tetrahedral
intermediate; and RC, reaction coordinate. The proton transfer reaction
coordinate refers to the distance between the Glu166 side chain oxygen
OE2 and the DW proton H2 minus the distance between the DW oxygen
and DW proton H2, for example, in the TI, the proton transfer RC is
1 Å distance between Glu166 OE2 and DW proton H2 minus the 1.8
Å distance between DW oxygen and DW H2, resulting in a proton
transfer RC of −0.8 Å. The nucleophilic attack RC is the
distance between the DW oxygen and the carbonyl carbon of meropenem
(Figure A, Chart S1). For the SFC-1/meropenem free energy
surface, the corresponding final values for the hydroxyethyl dihedral
angle (see Figure ) are shown in (D).
Figure 2
(A)Dihedral
measured to describe the rotation of the hydroxyethyl
group in the class A β-lactamases with carbapenem antibiotics,
relative to the carbonyl carbon (CC). (B) Newman projection showing
the relative position of the hydroxyl component of the 6α-1R-hydroxyethyl
group in carbapenem acyl-enzyme crystal structures of β-lactamases
considered in this study that have been deposited in the PDB. Dihedral
angle values can be found in Table S3,
while Figure S2 shows representative acyl-enzyme
complex structures in each dihedral position.
Figure 3
Conformations of the 6α-1R-hydroxyethyl group in class A
β-lactamase/meropenem acyl-enzymes. Top: Histogram of the dihedral
angles from 3 independent 1ns QM/MM molecular dynamics simulations
of all 8 enzymes. Bottom: Schematic indication of the three dihedral
positions of the 6α-1R-hydroxyethyl group, including common
hydrogen bond interactions of the hydroxyl (−OH) group. CC:
carbonyl carbon and Cring: carbon from the five-membered
ring.
The overall shapes of the free energy surfaces
for the first step
in carbapenem deacylation by all enzymes, except for TEM-1 with meropenem
(Figure C), are similar,
indicating that the reaction in the different enzymes proceeds in
a similar manner. The SFC-1/meropenem free energy surface shown in Figure B is representative
of those for all enzyme/meropenem complexes, other than that of TEM-1.
The TEM-1/benzylpenicillin and TEM-1/meropenem surfaces are also shown
due to their differing in the substrate or appearance of the free
energy surface, respectively. Starting from the acyl-enzyme
state (with reaction coordinate values for nucleophilic attack and
for proton transfer of 3.5 and 0.8 Å, respectively), the reaction
follows a minimum energy pathway toward the TI (reaction coordinate
values for nucleophilic attack and proton transfer of 1.5 and −0.8
Å, respectively), reaching a transition state that is typically
located at values around 1.7 and −0.2 Å, except TEM-1/meropenem
at approximately 1.8 and −0.6 Å. The shape of those energy
surfaces, with the transition state generally in the central part
of the plot, indicates that the proton transfer and nucleophilic attack
happen concertedly, rather than stepwise. (Of note, similar behavior
is also observed for the reaction of TEM-1 with the good substrate
benzylpenicillin, as shown in Figure A).The QM/MM barrier differences and similarity
in free energy surfaces
suggest that the activity difference between carbapenemases and carbapenem-inhibited
enzymes arises from differences in the interactions of the carbapenem
with its immediate environment. The active site of class A β-lactamases
is reasonably well conserved between different family members, with
shared structural motifs (Figure S1). Aside
from the catalytic residues Ser70 and Glu166, the active site components
that are key for carbapenemase activity are the oxyanion hole (formed
by the backbone amides of Ser70 and Ala/Ser/Thr237) and residues neighboring
Glu166 and the DW (Lys73, Asn132, Asn170).[38,42] In addition, interactions involving the 6-1R-hydroxyethyl group
(i.e., part of the carbapenem core) may influence carbapenemase activity:
it can form hydrogen bonds with active site residues as well as with
the DW.[43,44] In the following sections, we assess how
these different factors affect the deacylation of the carbapenem acyl-enzyme
complex.
Role of the 6α-1R-Hydroxyethyl Group
The rotamer
position of the carbapenem 6α-1R-hydroxyethyl group in the β-lactamase
acyl-enzyme has been previously suggested to be one of the main differences
between carbapenemase enzymes and those that are inhibited by carbapenems.[38,45,46] Crystal structures of class A
carbapenem acyl-enzymes show various conformations of this group (summarized
in Figure ). Three main conformations of the hydroxyethyl group
are observed, with dihedral values (between atoms C7, C6, the methyl
carbon of the C6 hydroxyethyl group, and the hydroxyl oxygen of the
C6 hydroxyethyl group, Figure ) of approximately 50, 200, and 290°, referred to here
as Positions I, II, and III, respectively. These three conformations
involve different interactions within the active site. In Position
I, the hydroxyl of the 6α-1R-hydroxyethyl group forms a direct
hydrogen bond with the DW. In Position II, the methyl group is directed
toward DW and Glu166, and the hydroxyl group is rotated away from
the active site, hydrogen bonding with the -NH2 of the
Asn132 sidechain. In Position III, the hydroxyl group is close to
Glu166 and DW, but hydrogen bonds only with Oδ1 of Asn132.(A)Dihedral
measured to describe the rotation of the hydroxyethyl
group in the class A β-lactamases with carbapenem antibiotics,
relative to the carbonyl carbon (CC). (B) Newman projection showing
the relative position of the hydroxyl component of the 6α-1R-hydroxyethyl
group in carbapenem acyl-enzyme crystal structures of β-lactamases
considered in this study that have been deposited in the PDB. Dihedral
angle values can be found in Table S3,
while Figure S2 shows representative acyl-enzyme
complex structures in each dihedral position.The conformational dynamics of the hydroxyethyl
group over time
were explored during repeated independent 1 ns unrestrained QM/MM
MD simulations of each of the eight meropenem acyl-enzymes. Those
simulations showed that the hydroxyethyl group occupies different
positions in carbapenem-inhibited enzymes (TEM-1, SHV-1, CTX-M-16,
and BlaC) from that in carbapenemases (SME-1, SFC-1, KPC-2, and NMC-A),
that is, Positions I and II, respectively (Figure ). Position III occurs for both carbapenemases and inhibited
enzymes. Although Position II was also observed in one of the simulations
of CTX-M-16, structural analysis showed that the methyl component
of the 6α-1R-hydroxyethyl group replaces DW in the active site
(moving DW > 5 Å from its original position). This trajectory,
due to the resulting absence of the nucleophile in the active site,
is, therefore, a hydrolytically inactive complex and was consequently
not included in Figure .Conformations of the 6α-1R-hydroxyethyl group in class A
β-lactamase/meropenem acyl-enzymes. Top: Histogram of the dihedral
angles from 3 independent 1ns QM/MM molecular dynamics simulations
of all 8 enzymes. Bottom: Schematic indication of the three dihedral
positions of the 6α-1R-hydroxyethyl group, including common
hydrogen bond interactions of the hydroxyl (−OH) group. CC:
carbonyl carbon and Cring: carbon from the five-membered
ring.The influence of the hydroxyethyl group on activation
free energy
was also investigated, which, for some systems, required restraining
the dihedral to positions not observed in X-ray structures or QM/MM
MD simulations. Three enzymes were chosen as representatives of slightly
different class A β-lactamase active site arrangements: SFC-1
(carbapenemase), TEM-1 (carbapenem-inhibited), and BlaC (Asn132 substituted
by Gly). Umbrella sampling QM/MM MD simulations of the reaction were
performed as described above but with a restraint on the hydroxyethyl
group dihedral to maintain it in position I, II, or III. Results for
these simulations are also presented in Table . For the TEM-1/meropenem complex, Position
I dominated both in QM/MM MD simulations of the acyl-enzyme and the
reaction. The barrier for this system is not affected by applying
a restraint to keep the dihedral in position I (17.3 kcal/mol compared
to an average of 17.1 kcal/mol without restraint), this is as expected
because the dihedral adopts this conformation without restraints.
For the carbapenemase SFC-1 (and indeed also for KPC-2 and NMC-A),
both positions II and III are observed (Figure ). When restraints are applied to the position,
a slightly higher barrier is observed with the dihedral in position
III, whereas a decrease in barrier by 3 kcal/mol (compared to an unrestrained
simulation) is observed with the group in position II. Reaction simulations
for TEM-1 with a restraint holding the group in Position II were also
performed and showed an increased activation barrier (by 2 kcal/mol).
For BlaC, reaction simulations without dihedral restraints and with
the dihedral restrained to position II gave similar activation free
energies (Table ).
This indicates that, by itself, maintaining the hydroxyethyl group
in position II is not sufficient to confer carbapenemase activity.
Table 1
Calculated Free Energy Barriers for
Meropenem Deacylation in the Class a β-lactamases SFC-1, BlaC,
and TEM-1, Including Mutants and Restraints on the 6α-1R-Hydroxyethyl
Group. All Free Energy Barriers Were Calculated at the SCC-DFTB/ff12SB
Level Using Umbrella Sampling and the Weighted Histogram Analysis
Method[47]
enzyme
calculated
free energy barrier (kcal/mol)a
SFC-1WT(no restraints)
10.9b
SFC-1WT position
III
10.5
SFC-1WT position II
7.7
SFC-1Cys238Gly position II
13.8
SFC-1Asn132Gly(no restraints)
12.5
SFC-1Asn132Gly position II
14.1
SFC-1Asn132Gly position III
15.2
SFC-1 Asn132Gly/Cys238Gly (no restraints)
16.2
BlaC WT(no restraints)
17.9b
BlaC position II
17.5
BlaC Gly132Asn(no restraints)
18.2
BlaC Gly132Asn position
II(no restraints)
15.7
BlaC Gly132Asn
position
II
14.9
TEM-1WT(no restraints)
17.1b
TEM-1WT position I
17.3
TEM-1WT position II
19.1
TEM-1Asn132Gly(no restraints)
16.4
TEM-1Asn132Gly position I
17.8
TEM-1Asn132Gly position II
25.2
Dihedral restrained to initial position
(unless stated otherwise) with a harmonic force constant of 100 kcal
mol–1 Å–2.
Data taken from Chudyk et al. 2014.[40]
Dihedral restrained to initial position
(unless stated otherwise) with a harmonic force constant of 100 kcal
mol–1 Å–2.Data taken from Chudyk et al. 2014.[40]The main structural difference between benzylpenicillin
and meropenem
that is likely to affect mechanistically important interactions within
the β-lactamase active site is the presence of the C6 benzamido
and 6α-1R-hydroxyethyl groups, respectively. Although the benzamido
group of benzylpenicillin is much larger than the 6α-1R-hydroxyethyl
group of meropenem, it does not form any direct hydrogen bonds with
the DW or Glu166 and is oriented away from the immediate reaction
center. In contrast, the hydroxyl of the 6α-1R-hydroxyethyl
group is able to form a direct hydrogen bond with the DW (Figure ), which has been
suggested to influence its nucleophilic properties.[38,45,46] To further investigate the possible importance
of interactions involving the carbapenem 6α-1R-hydroxyethyl
group, the behavior of the DW was compared in simulations of the TEM-1
benzypenicilin and meropenem acyl-enzymes. A hydrogen bond to the
DW donated by the carbapenem 6α-1R-hydroxyethyl group (in position
I) influences the distance between the DW and antibiotic carbonyl
carbon (nucleophilic attack reaction coordinate). As shown in Figure C, unrestrained QM/MM
MD simulations find the acyl-enzyme minimum distances at values of
2.5 and 3.5 Å for the TEM-1 benzylpenicillin and meropenem complexes,
respectively. The longer nucleophilic attack distance probably influences
the barrier for deacylation: the DW is closer to the carbonyl carbon
in the more reactive acyl-enzyme (benzylpenicillin). Based on the
free energy surfaces (Figure A,C), bringing the DW to around 2.5 Å in the meropenem
complex costs ∼5 kcal/mol. The remaining difference between
TEM-1/benzylpenicillin and TEM-1/meropenem activity (∼2.5 kcal/mol)
may be related to the reduced nucleophilicity of the DW due to its
acceptance of a H-bond from the carbapenem 6α-1R-hydroxyethyl
group. This situation is similar to what we recently reported for
carbapenem hydrolysis by the Class D enzyme OXA-48: a higher barrier
for deacylation of OXA-48/meropenem compared to OXA-48/imipenem is
related to the 6α-1R-hydroxyethyl group (in position I) donating
a H-bond to DW. When the 6α-1R-hydroxyethyl group instead accepts
a H-bond from the DW (as observed with OXA-48/imipenem), hydrolysis
is more efficient.[48]
Figure 4
Effect of the 6α-1R-hydroxyethyl
group on the nucleophilic
attack reaction coordinate in (A) TEM-1/benzylpenicillin; and (B)
TEM-1/meropenem acyl-enzymes. The 6α-1R-hydroxyethyl group forms
a direct hydrogen bond with the DW. This additional interaction displaces
the DW, increasing the distance between the DW and CC (Figure ) of meropenem compared to
the benzylpenicillin acyl-enzyme (C); values are obtained from three
independent 1 ns QM/MM MD simulations of each system.
Effect of the 6α-1R-hydroxyethyl
group on the nucleophilic
attack reaction coordinate in (A) TEM-1/benzylpenicillin; and (B)
TEM-1/meropenem acyl-enzymes. The 6α-1R-hydroxyethyl group forms
a direct hydrogen bond with the DW. This additional interaction displaces
the DW, increasing the distance between the DW and CC (Figure ) of meropenem compared to
the benzylpenicillin acyl-enzyme (C); values are obtained from three
independent 1 ns QM/MM MD simulations of each system.
Role of Asn132
The most significant difference between
BlaC and other class A β-lactamase active sites is the lack
of Asn132 in the former, in which it is replaced by Gly.[49,50] Asn132 may help keep the 6α-1R-hydroxyethyl dihedral in Position
II (Figure ), thereby
lowering the barriers to reaction in carbapenemases. Previous structural
and computational studies have suggested that interactions of Asn132
with the 6α-1R-hydroxyethyl group are important in determining
carbapenemase activity.[38,43,51,52] Comparisons between enzymes here
(e.g. SFC-1 and TEM-1), show that this residue is less flexible in
carbapenem-inhibited enzymes than carbapenemases, due to increased
interaction between Asn132 and the 6α-1R-hydroxyethyl in the
carbapenem hydrolyzing enzymes. The effects of Asn132 were, therefore,
investigated, using QM/MM MD, for three mutated systems with meropenem,
SFC-1 Asn132Gly, BlaC Gly132Asn, and TEM-1 Asn132Gly, and compared
with the wild-type enzymes.
Figure 5
Hydrogen bond network involving the hydroxyl
of the 6-1R-hydroxyethyl
group in Position II in (A) WT SFC-1, (B) WT BlaC, and (C) WT TEM-1
meropenem acyl-enzymes. Lys73, Glu166, and Asn132/Ile103 are the crucial
members of this network. Representative structures from simulations
are shown. The hydrogen bonds found are shown with black dotted lines.
Hydrogen bond network involving the hydroxyl
of the 6-1R-hydroxyethyl
group in Position II in (A) WT SFC-1, (B) WT BlaC, and (C) WT TEM-1
meropenem acyl-enzymes. Lys73, Glu166, and Asn132/Ile103 are the crucial
members of this network. Representative structures from simulations
are shown. The hydrogen bonds found are shown with black dotted lines.SFC-1, BlaC, and TEM-1 carrying mutations at position
132 showed
significantly different conformational dynamics of the 6α-1R-hydroxyethyl
group compared to the respective wild-type enzymes (Figure S3). For the SFC-1 Asn132Gly mutant, Position III of
the dihedral dominates. Position II, the dominant position in the
wild type enzyme (∼66% of the simulation time), is only present
for about 2.5% of the time in simulations of the mutant enzyme. This
is due to the loss of the hydrogen bond between Asn132-ND2 and the
hydroxyl moiety of the 6α-1R-hydroxyethyl group. For the BlaC
Gly132Asn mutant, the dihedral in Position II is observed for a considerable
amount of simulation time (about the same time as for Position III
(Figure S3), whereas this orientation was
not observed in the wild-type acyl-enzyme. In simulations of TEM-1,
while Position I dominates the conformational distribution for the
wild-type enzyme, the Asn132Gly mutant is able to sample all three
positions during 3 ns of MD simulation of the meropenem acyl-enzyme.
In Position II, however, the methyl of the 6α-1R-hydroxyethyl
group displaces the DW from the active site (as also observed for
CTX-M-16, see above and Figure ), and this trajectory can thus be considered inactive.As the dihedral occupies Position II for a significant amount of
the duration of unrestrained MD simulations of the BlaC Gly132Asn
mutant, the possibility of hydrogen bond formation between the meropenem
6α-1R-hydroxyethyl group and Asn132 (as observed for SFC-1)
was investigated. In a 1 ns trajectory, where the dihedral is permanently
in Position II (Figure ), a hydrogen bond between the 6α-1R-hydroxylethyl hydroxyl
group and ND2 of Asn132 was occupied for 45% of the simulation time.
Two different conformations of the Asn132 side chain were identified
(Figure S4), with the highest occupied
conformation similar to that observed in the crystal structure of
the SFC-1 meropenem acyl-enzyme, and the other similar to that observed
in profiles obtained for wild-type TEM-1 when the 6α-1R-hydroxyethyl
group is restrained to position II.Free energy surfaces were
calculated for the three mutant enzymes
to investigate the effect of Asn132 on the energy barrier for meropenem
deacylation in SFC-1, TEM-1, and BlaC. The loss of Asn132 increased
the barrier for SFC-1 from 10.5 to 12.5 kcal/mol. For the BlaC Gly132Asn
mutant, the energy barrier is similar to the wild-type (18.2 vs. 17.9
kcal/mol). However, when the 6-1R-hydroxyethyl group is restrained
to position II, the barrier for the mutant enzyme drops to 15.7 kcal/mol.
A further reduction (to 14.9 kcal/mol) is observed when a hydrogen
bond between Asn132-ND2 and the 6α-1R-hydroxyl is enforced.
For the TEM-1 Asn132Gly mutant, when the 6-1R-hydroxyethyl group is
restrained to Position I (as observed in the wild-type) the barrier
is only slightly higher than in the wild type (17.8 vs 17.1 kcal/mol).
However, the absence of Asn132 lowers the activation energy barrier
to 16.4 kcal/mol when the 6α-hydroxyethyl group dihedral is
unrestrained and can exchange conformations between Positions I and
III. Notably, the barrier increases significantly for TEM-1 Asn132Gly
(to 25.2 kcal/mol) when the dihedral is restrained to Position II.
Role of the Oxyanion Hole and Disulfide Bridge
The
oxyanion hole and Asn170, which are located on opposite sides of the
active site, are responsible for the stabilization of the groups that
change formal charge during the reaction: that is, the carbonyl oxygen
and Glu166 (See Scheme ). During the reaction, the negative charge is transferred from the
carboxyl group of Glu166 to the DW, and then onto the carbonyl oxygen
when the TI is formed. For this reason, the residues of the oxyanion
hole (the backbone amide NH groups of Ser70 and Ala/Ser/Thr237) are
expected to stabilize the TI relative to the acyl-enzyme (and thereby
lower the barrier for deacylation).[44,51,53,54] Asn170 is expected
to have the opposite effect: it stabilizes the deprotonated state
of Glu166 (present in the acyl-enzyme) by donating a hydrogen bond.The oxyanion hole stabilizes the negative charge concentrated on
the carbonyl oxygen during the nucleophilic attack (Figure ). We quantify this stabilization
by comparison of electrostatic interactions between the oxyanion hole
and the reacting β-lactam in the acyl-enzyme and the TI (Figure C). The stabilization
of the TI by the oxyanion hole is stronger in carbapenemases than
in carbapenem-inhibited enzymes. This is primarily due to different
contributions of Ala/Ser/Thr237, which contribute similarly to Ser70
in carbapenemases, but significantly less in the carbapenem-inhibited
class A enzymes.
Figure 6
Comparison of features relevant for carbapenem deacylation
in different
class A β-lactamases. (A) Sequence alignment indicating conservation
of active site residues with the following highlights: blue for residues
directly involved in the reaction (Ser70 and Glu166), green for those
involved in promoting deacylation, and brown for those that disfavor
deacylation (by stabilizing the acyl-enzyme). (B) Important residues
and their interactions (black dotted lines) in the SFC-1-meropenem
acyl-enzyme. (C) Calculated electrostatic stabilization of TI relative
to acyl-enzyme of active site components (ΔΔGelecTI–AC). Oxyanion hole: green line (separate components shown in dark and
light green bars); Asn170: red line. TEM-1/b denotes TEM-1 with benzylpenicillin;
SFC-1/M denotes the SFC-1 Cys238Gly mutant. Values can be found in Table S3.
Comparison of features relevant for carbapenem deacylation
in different
class A β-lactamases. (A) Sequence alignment indicating conservation
of active site residues with the following highlights: blue for residues
directly involved in the reaction (Ser70 and Glu166), green for those
involved in promoting deacylation, and brown for those that disfavor
deacylation (by stabilizing the acyl-enzyme). (B) Important residues
and their interactions (black dotted lines) in the SFC-1-meropenem
acyl-enzyme. (C) Calculated electrostatic stabilization of TI relative
to acyl-enzyme of active site components (ΔΔGelecTI–AC). Oxyanion hole: green line (separate components shown in dark and
light green bars); Asn170: red line. TEM-1/b denotes TEM-1 with benzylpenicillin;
SFC-1/M denotes the SFC-1 Cys238Gly mutant. Values can be found in Table S3.A significant structural difference between carbapenemases
and
inhibited enzymes investigated here is the disulfide bond between
Cys69 and Cys238 (Figure S1). This disulfide
bond constrains the protein backbone around the oxyanion hole and,
therefore, may influence its stabilization of the TI.[44] This disulfide has been identified as potentially essential
for the carbapenemase activity of SME-1, and mutations that disrupt
the disulfide bond affect enzyme stability in both NMC-A and SFC-1
carbapenemases.[42,55] However, the disulfide itself
does not confer carbapenem-hydrolyzing activity upon all Class A enzymes,
see for example GES-5.[42,52,56] To investigate its role in TI stabilization, the SFC-1 Cys238Gly
mutant was constructed (Gly238 is observed in the carbapenem-inhibited
enzyme BlaC). Reaction simulations were carried out for the SFC-1
Cys238Gly mutant, with the 6-hydroxyethyl dihedral restrained to Position
II (see next section), enabling a direct comparison with wild-type
SFC-1 in which this group adopts the same orientation. The calculated
barrier for SFC-1 Cys238Gly is 13.5 kcal/mol, 5.4 kcal/mol higher
than for the wild-type enzyme, confirming the importance of the disulfide
bond in modulating TI stabilization.Comparison of the electrostatic
stabilization by individual residues
in SFC-1 Cys238Gly and wild-type SFC-1, and other class A β-lactamases,
reveals that the largest differences lie in the contributions of components
of the oxyanion hole (Figure C), and of Thr237 in particular (TI stabilization by Thr237
drops from −6.8 to −4.3 kcal/mol between wild-type SFC-1
and SFC-1 Cys238Gly). A small decrease was also observed for the Ser70
amide (from −7.0 to −6.4 kcal/mol). Together, these
changes make SFC-1 Cys238Gly similar to the carbapenem-inhibited enzymes
with regard to interactions involving the oxyanion hole. The lack
of the disulfide bridge in the Cys238Gly SFC-1 (and in carbapenem-inhibited
enzymes) causes a slight relaxation of the structure around the active
site, increasing the distance between the Thr237 backbone amide and
the carbonyl oxygen. However, in none of the simulations of any of
the enzymes did the carbonyl oxygen of meropenem move out of the oxyanion
hole.
Role of Asn170
Electrostatic calculations also confirm
that Asn170 has a destabilizing effect on TI formation (i.e., increasing
the barrier of reaction) for all the class A β-lactamases studied
here (Figure C). This
destabilizing effect is weaker in carbapenemases than in carbapenem-inhibited
enzymes, however, with a difference of up to 5 kcal/mol (between NMC-A
and most carbapenem-inhibited enzymes). This difference can be explained
by a slight movement of Asn170 away from Glu166 and DW in carbapenemases
relative to its position in carbapenem-inhibited enzymes; this movement
is apparent from crystal structures.[38] In
addition, this repositioning of Asn170 allows the 6α-1R-hydroxyethyl
group to more readily adopt dihedral Position II, by increasing the
active site volume and thus preventing steric clashes with the 6α-1R-hydroxyethyl
group that would otherwise occur.
Discussion
There is an urgent need to understand the
molecular determinants
of growing bacterial resistance to carbapenems caused by β-lactamases.
Identification of factors contributing to carbapenemase activity may
facilitate understanding of the basis for resistance mediated by such
enzymes, and, therefore, provide a basis for antibiotic (re)design
in order to overcome this growing clinical problem. Crystal structures
in the PDB[38,43,46,57−61] provide insight into active site interactions in
the acyl-enzyme state, but the details of why some enzymes are able
to efficiently hydrolyze carbapenems, rather than forming stable acyl-enzymes,
are unclear. Answering this question requires an analysis of the reactivity
of the acyl-enzymes.Here, we have used multiscale simulations
to model the rate-limiting
first step of the carbapenem deacylation reaction for a panel of class
A β-lactamases that differ in activity toward these important
antibiotics. The QM/MM simulations correctly discriminate between
carbapenemases and enzymes that are inhibited by carbapenems. The
results help explain why some class A β-lactamases readily hydrolyze
carbapenem antibiotics, whereas other, very similar, enzymes do not.
Several subtle structural effects, not evident from visual inspection
of either the active sites of carbapenemases or of the acyl-enzyme
complexes, are identified from our QM/MM simulations. Electrostatic
interactions dominate catalysis in enzymes.[62−64] For the β-lactamases
studied here, electrostatic interactions within their active sites
were analyzed, several important residues that affect the activity
of the enzymes studied were identified, and their effects on the TI
were studied. These include components of the oxyanion hole (backbone
amide NH groups of Ala/Ser/Thr237 and Ser70), the adjacent disulfide
bridge, as well as Asn170, Lys73, and Asn132. Interactions involving
the carbapenem 6α-1R-hydroxyethyl group, and its rotameric position,
were also of considerable importance, exerting their effects upon
the Glu166 general base and the DW molecule as well as on the residues
mentioned above.We performed further QM/MM simulations of mutants,
and also enforced
specific conformations, to test the effects on the reaction barrier.
It has been previously suggested that the carbapenem 6α-1R-hydroxyethyl
group can retard the deacylation rate by forming H-bonds with the
DW, which weakens its nucleophilicity.[61,65] Our simulations
indicate that the 6α-1R-hydroxyethyl group being oriented in
positions I or III (seen in carbapenem-inhibited enzymes) leads to
a higher deacylation barrier. These positions somewhat displace the
DW, preventing efficient nucleophilic attack upon the acyl-enzyme
carbonyl carbon. Of the three distinct rotamers for the carbapenem
6α-1R-hydroxyethyl group, only position II allows the polar
component (the hydroxyl group) to point out of the binding site, leading
to lower reaction barriers. Position II is observed, both in X-ray
structures and during our QM/MM MD calculations, only for carbapenem
complexes of carbapenem-hydrolyzing enzymes.[38,57] We further note the possibility that elimination of the hydroxyethyl
group may, under some circumstances, occur on reaction with class
A beta-lactamases. This would diminish the unfavorable hydroxyethyl-DW
interactions seen in carbapenem-inhibited enzymes; although it has
not been widely reported and is yet to be observed crystallographically.[66]Close contacts between the hydroxyethyl
group and Asn132 and/or
DW were also observed in our simulations. In carbapenemases, the Asn132
side chain can form a hydrogen bond to the carbapenem hydroxyethyl
group, keeping it in the (carbapenemase-specific) Position II. The
importance of avoiding steric clashes involving the hydroxyethyl group
was suggested by investigations of the TEM-1 Asn132Ala mutant (PDB
ID 1JVJ).[61] Removal of the Asn132 side chain led to less
strained interactions within the carbapenem binding site and a different
orientation of bound imipenem with respect to the oxyanion hole (with
the carbonyl oxygen pointing into the oxyanion hole, as opposed to
its position in the X-ray structure of the complex with the wild-type
enzyme[46]). Positional shifts of Asn132
observed in various crystal structures, as well as the simulations
performed here of the Asn132Gly substitution in BlaC, support the
importance of residue 132, which indirectly influences reaction barriers.[67,68]It has been suggested that the stronger stabilization effect
of
the oxyanion hole in carbapenemases relates to the Cys69-Cys238 disulfide
bridge located just behind the oxyanion hole.[31,42] Indeed, the SME-1 Cys69Ala mutant shows a lack of imipenemase activity.[39,67] In our simulations, the SFC-1 Cys69Gly mutant has a higher barrier
(14.1 kcal/mol), associated with weaker TI interactions with the oxyanion
hole, and a stronger destabilizing effect of Asn170 on the TI than
was found for wild-type SFC-1. This highlights the importance of the
Cys69-Cys238 disulfide bridge for carbapenemase activity: disruption
of this places SFC-1 Cys69Gly above the ∼13 kcal mol–1 activation energy barrier discriminator for carbapenemase activity.[40,41]The destabilization of the TI relative to the acyl-enzyme
by Asn170
is due to its coordination of the DW and Glu166 in the acyl-enzyme:
Asn170 forms two hydrogen bonds with the DW and Glu166. This stabilizes
the carboxylate form of Glu166 but lowers the nucleophilicity of the
DW similarly to interactions involving the hydroxyethyl group.[65,69] The increased destabilization of the TI compared to the acyl-enzyme
by Asn170 correlates well with the calculated free energy barriers.
Asn170 contributes the least to the destabilization of the TI in NMC-A,
which has both the lowest (calculated and experimentally determined)
free energy barrier to deacylation. All carbapenem-inhibited enzymes
other than BlaC (including SFC-1 Cys238Gly) experience greater destabilization
of the TI by Asn170 compared to carbapenemase enzymes, indicating
the importance of Asn170 destabilization of the TI in inhibiting carbapenemase
activity. Furthermore, kinetic and structural studies on GES-type
class A β-lactamases, comparing Asn170 in GES-2 with Gly170
and Ser170 in GES-1 and GES-5, respectively, in the context of otherwise
identical active sites, also show the role of Asn170 in coordinating
the DW.[52] It has been suggested that the
formation of a carbapenem acyl-enzyme complex with GES-1 and -5 causes
a displacement of the DW, suggesting that a water molecule from bulk
solvent would have to enter the active site to facilitate deacylation.
In contrast, the DW remains in the GES-2 active site due to an additional
interaction with the Asn170 side chain, not present in GES-1 or -5.
This interaction, however, reduces the nucleophilicity of the DW,
attenuating the nucleophilic attack on the acyl-enzyme complex. The
result is that GES-2 displays poor, but measurable, carbapenemase
activity. GES-5, despite requiring a bulk solvent molecule to enter
the active site and take the position of the displaced DW, does not
attenuate the nucleophilic attack because a serine rather than an
asparagine is present at position 170. This results in deacylation
being more efficient in GES-5 than GES-2.[52,70] Alternatively, an N170A substitution in KPC-2 significantly reduces
the carbapenemase activity of the enzyme.[30] Clearly, the balance between maintaining a DW in the active site
to participate in deacylation and reducing its nucleophilicity is
subtle and can significantly affect β-lactam breakdown efficiency,
as is also the case in the OXA-48-like β-lactamases, and as
has been shown in KPC-2 variants.[30,71,72] As these results show, simulations of reactivity
(e.g. with QM/MM methods) can play a crucial part in identifying determinants
of activity.
Conclusions
Our results explain the differences between
class A β-lactamases
that are efficient carbapenemases and those that are inhibited by
carbapenems. The results point to a combination of synergistic interactions
conferring carbapenemase activity. The combination of multiple, subtle,
changes to active site structure and dynamics results in the enhanced
carbapenem hydrolysis rates of carbapenemases. Important factors include
the oxyanion hole, the Cys69-Cys238 disulfide bridge, interactions
involving Asn132 and Asn170, as well as changes in the orientation
of the 6α-1R-hydroxyethyl group of the carbapenem scaffold.
Our simulations indicate that, while disruption of any single contributor
can lead to loss of carbapenemase activity in an enzyme such as SFC-1,
individual factors (constraining the carbapenem hydroxyethyl group
into an orientation associated with hydrolysis, or introduction of
Asn132 into the BlaC enzyme) are, on their own, insufficient to confer
carbapenemase activity on an inactive scaffold. Exploiting the interactions
identified here may provide direction for routes to develop new β-lactam
antibiotics able to evade the activity of class A carbapenemases,
and, thus ultimately present new treatment options for infections
by resistant Gram-negative bacteria.
Methods
Construction of Hydrolysis Models and Free Energy Calculations
The protein/ligand complexes in the acyl-enzyme state were prepared
based on the respective crystal structures following protocols described
previously.[40] The following β-lactamases
were set up for QM/MM calculations: SFC-1, KPC-2, NMC-A, SME-1, TEM-1,
SHV-1, BlaC and CTX-M-16, the single mutants SFC-1 Asn132Gly, BlaC
Gly132Asn, SFC-1 Cys238Gly, TEM-1 Asn132Gly and the double mutant
SFC-1 Asn132Gly/Cys238Gly. TEM-1 was prepared with acyl-enzymes of
two different ligands, benzylpenicillin and meropenem, and the other
β-lactamases were set up as meropenem acyl-enzyme complexes.
The AMBER ff12SB force field[73−75] was used for all calculations,
as implemented in the AMBER12 software package.[74,75]The procedure for system setup and parameterization has been
described and tested in detail.[40] In short,
meropenem was parametrized using RESP charges and GAFF small molecule
parameters. Each protein was prepared according to a similar procedure:
the protonation states of ionizable residues were assigned based on
calculated pKa values, most crystallographic
water molecules (apart from the deacylating water) were deleted and
the solvent was then added to the system using the AmberTools program
tLEaP.[74,75] Each system was neutralized with appropriate
counterions and solvated with a TIP4P water box extending at least
10 Å from any protein atom. The acyl-enzymes were divided into
QM and MM regions for QM/MM calculations at the SCC-DFTB/ff12SB level:
for systems containing meropenem, the QM region consists of 41 atoms
and 3 link atoms. The Glu166 sidechain (from the CG atom), and the
DW molecule, were treated at the QM level. The meropenem covalently
bound to Ser70 was also included in the QM region, from the CB of
Ser70 to the S atom of the meropenem C2 substituent; the remainder
of the C2 group is far from the catalytic residues (and mostly exposed
to bulk solvent). For the TEM-1 complex with benzylpenicillin, the
QM region consisted of 54 atoms and 2 link atoms and included Ser70
from CB onward and the entire antibiotic.To compare the carbapenemase
activity of SFC-1, KPC-2, SME-1, and
NMC-A with carbapenem-inhibited TEM-1, SHV-1, CTX-M-16, and BlaC enzymes,
we simulated the rate-limiting first step of deacylation[29] of the acyl-enzymes formed on reaction of these
eight class A β-lactamases with the carbapenem meropenem using
the QM/MM (SCC-DFTB/ff12SB) umbrella sampling QM/MM method. For comparison,
deacylation of the acyl-enzyme of TEM-1 with the good substrate benzylpenicillin
was also simulated.A standard QM/MM equilibration protocol[40,41] was used in all cases, including minimization, heating in the NVT ensemble, and QM/MM MD in the NPT ensemble. 300 ps unrestrained
SCC-DFTB/ff12SB MD was carried out prior to reaction calculations.
In addition, three independent 1 ns QM/MM MD simulations per system
were performed to investigate interactions in the acyl-enzyme state.The first step of deacylation was investigated by calculating a
2D free energy surface. 20 ps of MD was run at each window, resulting
in 4.1 and 7.5 ns of QM/MM MD for a single surface of the benzylpenicillin
and meropenem reaction simulations, respectively. The reaction coordinates
used to model the proton transfer and TI formation (nucleophilic attack)
are shown in Chart S1. All reaction simulations
were performed in the forward direction, starting with the acyl-enzyme,
and finishing with the TI. The inclusion of harmonic distance restraints
with a force constant of 100 kcal mol–1 A–2) led to umbrella sampling windows with good overlap. The weighted
histogram analysis method (WHAM)[47,76] was used to
calculate the potential of mean force. Reaction simulations were also
performed with harmonic distance restraints (with a force constant
of 100 kcal mol–1 A–2) between
the 6α-1R-hydroxyethyl group oxygen and Asn132 ND2, which were
carried out to keep this group in a specific orientation (target values
of 50, 200, or 290°) (Figure ).
Electrostatic Contributions of Active Site Amino Acids to Catalysis
To analyze the differences in catalytic activity between the various
class A β-lactamases, the contribution to the stabilization
of every active site residue in the reaction was evaluated. As shown
previously, electrostatics is central in biological catalysis.[63,77,78] We analyzed the stabilization
of the TI because this high-energy minimum is representative of the
two transition states involved in the deacylation reaction (and its
formation is believed to be rate-limiting). The stabilizing effect
was calculated as the difference in electrostatic interaction energy
between a residue and the QM region in the acyl-enzyme (AC) and the
TI, using an average of over 1000 snapshots generated during 20 ps
of QM/MM MD simulation of each state:A negative value of ΔΔGelecTI–AC thus indicates stabilization of the TI with respect to the acyl-enzyme,
and vice versa. For these calculations, we considered stabilization
of the complete QM region excluding the meropenem C2 substituent beyond
the S atom (i.e., the five-membered ring with a negatively charged
carboxylate group). The exclusion of the latter avoided noise from
the strong interactions between the carboxylate group and the enzyme
environment. While these interactions should be essentially identical
between the AC and TI, any variations in the trajectories sampled
could overshadow the stabilization of atoms actively involved in the
reaction. The reaction coordinate values of the compared states were
deliberately kept constant (0.8, 3.5 Å) and (−0.8, 1.4
Å) for the AC and TI, respectively, to enable direct comparison
between different enzymes/variants. Trajectories for the AC were taken
from the reaction simulations. To generate comparable structures,
avoiding large structural changes around the active site, trajectories
for the TI were generated as follows: (1) minimization of the system
starting from the AC endpoint with the new reaction coordinate restraints
(−0.8, 1.4 Å) applied, (2) heating from 50 to 300 K in
50 ps (as in ref (40)), and (3) 20 ps of QM/MM umbrella sampling MD at the new reaction
coordinate. Mulliken charges for the QM atoms at each snapshot were
collected for electrostatic interaction calculations, which were performed
with the SIRE software.[79] Mulliken charges
have well-known limitations for describing electrostatic potentials
but are useful here as the focus is on the change in charge (and the
associated change in interaction) between the two states.
Authors: Ewa I Chudyk; Edyta Dyguda-Kazimierowicz; Karol M Langner; W Andrzej Sokalski; Alessio Lodola; Marco Mor; Jitnapa Sirirak; Adrian J Mulholland Journal: J Phys Chem B Date: 2013-05-28 Impact factor: 2.991
Authors: Stephen J Tomanicek; Robert F Standaert; Kevin L Weiss; Andreas Ostermann; Tobias E Schrader; Joseph D Ng; Leighton Coates Journal: J Biol Chem Date: 2012-12-18 Impact factor: 5.157
Authors: Ewa I Chudyk; Michael A L Limb; Charlotte Jones; James Spencer; Marc W van der Kamp; Adrian J Mulholland Journal: Chem Commun (Camb) Date: 2014-12-07 Impact factor: 6.222
Authors: Ian M Furey; Shrenik C Mehta; Banumathi Sankaran; Liya Hu; B V Venkataram Prasad; Timothy Palzkill Journal: J Biol Chem Date: 2021-05-19 Impact factor: 5.157