David P Martin1, Patrick G Blachly, J Andrew McCammon, Seth M Cohen. 1. Departments of Chemistry and Biochemistry, ‡Pharmacology, and §Howard Hughes Medical Institute, University of California, San Diego , 9500 Gilman Drive, MC 0358, La Jolla, California 92093, United States.
Abstract
The binding of a series of metal-binding pharmacophores (MBPs) related to the ligand 1-hydroxypyridine-2-(1H)-thione (1,2-HOPTO) in the active site of human carbonic anhydrase II (hCAII) has been investigated. The presence and/or position of a single methyl substituent drastically alters inhibitor potency and can result in coordination modes not observed in small-molecule model complexes. It is shown that this unexpected binding mode is the result of a steric clash between the methyl group and a highly ordered water network in the active site that is further stabilized by the formation of a hydrogen bond and favorable hydrophobic contacts. The affinity of MBPs is dependent on a large number of factors including donor atom identity, orientation, electrostatics, and van der Waals interactions. These results suggest that metal coordination by metalloenzyme inhibitors is a malleable interaction and that it is thus more appropriate to consider the metal-binding motif of these inhibitors as a pharmacophore rather than a "chelator". The rational design of inhibitors targeting metalloenzymes will benefit greatly from a deeper understanding of the interplay between the variety of forces governing the binding of MBPs to active site metal ions.
The binding of a series of metal-binding pharmacophores (MBPs) related to the ligand 1-hydroxypyridine-2-(1H)-thione (1,2-HOPTO) in the active site of humancarbonic anhydrase II (hCAII) has been investigated. The presence and/or position of a single methyl substituent drastically alters inhibitor potency and can result in coordination modes not observed in small-molecule model complexes. It is shown that this unexpected binding mode is the result of a steric clash between the methyl group and a highly ordered water network in the active site that is further stabilized by the formation of a hydrogen bond and favorable hydrophobic contacts. The affinity of MBPs is dependent on a large number of factors including donor atom identity, orientation, electrostatics, and van der Waals interactions. These results suggest that metal coordination by metalloenzyme inhibitors is a malleable interaction and that it is thus more appropriate to consider the metal-binding motif of these inhibitors as a pharmacophore rather than a "chelator". The rational design of inhibitors targeting metalloenzymes will benefit greatly from a deeper understanding of the interplay between the variety of forces governing the binding of MBPs to active site metal ions.
Metalloenzymes, those
which require a metal ion cofactor to function,
are an emerging class of therapeutic targets.[1,2] Inhibitors
targeting carbonic anhydrases (CAs, Zn2+-dependent),[3] angiotensin converting enzyme (ACE, Zn2+-dependent),[4] histone deacetylases (HDACs,
Zn2+-dependent),[5] 5-lipoxygenase
(5-LO, Fe2+/3+-dependent),[6] and
HIV integrase (HIV1-IN, Mg2+-dependent)[7] are clinically approved for the treatment of glaucoma,
hypertension, cutaneous T-cell lymphoma, asthma, and HIV infection,
respectively. Furthermore, inhibitors targeting these and other metalloenzymes
are in various stages of clinical trials for the treatment of a wide
variety of ailments including bacterial and viral infection, hypertension,
cancer, and inflammation. For the most part, metalloenzyme inhibitors
contain pharmacophores that bind directly to the catalytic metal ion
of the target.[8] Given the extensive structural
optimization that goes into clinical candidates, it is surprising
how little diversity there is in the metal-binding pharmacophores
(MBPs) utilized in metalloenzyme inhibitor design; thiols, carboxylic
acids, phosphates, and hydroxamic acids have historically dominated
the chemical landscape for binding active site metal ions. However,
this has begun to change as illustrated by the emergence of inhibitors
targeting HIV1-IN that utilize innovative hetrocyclic MBPs as well
as HDAC inhibitors containing the unconventional N-(2-aminophenyl)benzamideMBP.[9] The latter
example is especially interesting because it is a scaffold that would
not be considered a strong metal-binding motif but nonetheless strongly
inhibits certain HDAC isoforms by maximizing other interactions with
the active site. In addition, for nearly a decade, our laboratory
has proposed alternative metal-binding scaffolds, which have been
evaluated against a wide range of metalloprotein targets.[10−16]The utilization of novel MBPs has the potential to improve
both
the target specificity and pharmacokinetic properties of metalloenzyme
inhibitors, thereby improving the clinical success rate of this class
of therapeutics. Numerous studies have demonstrated that MBP optimization
can aid in designing selective and/or potent inhibitors for a variety
of metalloenzyme targets.[17−22] The use of structure-aided design can be invaluable to this process,
but due to the complexity of the metal–inhibitor interaction,
computational protocols to accurately predict the binding mode and
potency of MBPs have been elusive.[23−25] Consequently, in the
absence of explicit structural data, assumptions (e.g., bond lengths
and coordination geometry) must be made about the MBP–metalloenzyme
interaction. In some cases, these parameters have been estimated based
on the structure of MBPs bound to small-molecule model complexes,
but these models do not account for the constrained environment and
nuanced features found in a metalloenzyme active site.[11,26−30] Consistent with the aforementioned limitations, previous studies
have shown that the coordination modes of α-mercaptoketone (mono-
vs bidentate coordination), N-hydroxyurea (N-hydroxyl vs carbonyl monodentate coordination), and 3-hydroxy-(1H)-pyridin-2-one (orientation of bidentate coordination)
MBPs can be changed based on relatively subtle changes in the structure
of the inhibitor backbone,[31−33] an effect that would not be recapitulated
in model compounds.Because of many characteristics including
its rigid structure,
stability, and ease of crystallization, humancarbonic anhydrase II
(hCAII) is an excellent protein model system for examining MBP–metalloenzyme
interactions.[34] The active site consists
of a His3-bound Zn2+ ion that sits in a relatively
solvent-exposed depression (Figure 1). Arylsulfonamide
MBPs are used in CA inhibitors and are prime examples of the effect
that the active site environment can have on enhancing MBP binding.
Although the sulfonamide MBP shows little activity against other metalloprotein
targets, it has very high activity against CAs, which has been attributed
to the MBP being optimally positioned for hydrogen bonding with active
site residues upon metal binding (Figure 2A).
Recently, we reported that in the active site of hCAII, 3-hydroxy-(4H)-pyran-4-thione derivatives differing only in the presence
or position of a single methyl group show different binding modes
(Figure 2B–D), including unexpected
monodentate coordination to the Zn2+ ion by thiomaltol
(TM, Figure 2D).[35]
Figure 1
Structure
of hCAII (PDB 3KS3). The active site Zn2+ ion (shown in bronze)
sits at the bottom of a cone-shaped depression containing both hydrophobic
and hydrophilic walls.
Figure 2
Diagram of MBP binding modes in the active site of hCAII. (A) Aryl
sulfonamides are positioned for hydrogen bonding upon metal coordination.
(B) 1-Hydroxypridine-2-(1H)-thione (1,2-HOPTO, PDB 3M1K) acts as a bidentate
ligand. (C) The MBP allothiomaltol (PDB 4MLX) also shows bidentate coordination, but
its isomer thiomaltol (D, PDB 4MLT), which differs only in the position
of a methyl group, adopts monodentate coordination.
Structure
of hCAII (PDB 3KS3). The active site Zn2+ ion (shown in bronze)
sits at the bottom of a cone-shaped depression containing both hydrophobic
and hydrophilic walls.Diagram of MBP binding modes in the active site of hCAII. (A) Aryl
sulfonamides are positioned for hydrogen bonding upon metal coordination.
(B) 1-Hydroxypridine-2-(1H)-thione (1,2-HOPTO, PDB 3M1K) acts as a bidentate
ligand. (C) The MBP allothiomaltol (PDB 4MLX) also shows bidentate coordination, but
its isomer thiomaltol (D, PDB 4MLT), which differs only in the position
of a methyl group, adopts monodentate coordination.To understand the origin of the unique coordination
mode adopted
by TM in the active site of hCAII and, more generally, gain greater
insight into the influence of active site environments on MBP–metalloprotein
interactions, this study examines the binding of a series of related
MBPs based on 1-hydroxypyridine-2-(1H)-thione (1,2-HOPTO,
Figure 2) to hCAII. This MBP was chosen because
it has been previously reported to be a moderate inhibitor of hCAII,
binding in a bidentate fashion to the active site Zn2+ ion
(Supporting Information, Figure S2), and
derivatives with substituents on the ring of the ligand can be readily
synthesized.[36] We find that a methyl group
appended to the 1,2-HOPTO scaffold in a position analogous to that
of TM results in the MBP (6-CH3-1,2-HOPTO) adopting a similar
monodentate coordination mode. Furthermore, we show that the unexpected
coordination modes of these MBPs are likely the result of a significant
energetic penalty for disrupting the highly ordered water network
within the active site and are stabilized by favorable interactions
with the hydrophobic wall of the active site. The relationship between
metal coordination and other MBP–metalloenzyme interactions
is examined, showing that no single interaction is dominant, but rather
that the binding of these molecules is influenced by a combination
of a number of interdependent forces. The results show that canonical
metal “chelators” used in metalloenzyme inhibitors are
better described as malleable pharmacophores, hence our suggestion
of the term “metal-binding pharmacophore”.
Results
Methyl 1,2-HOPTO
Derivatives
Previous studies have
shown that a single methyl substituent on the 3-hydroxy-(4H)-pyran-4-thioneMBP can alter its coordination mode in
the active site of hCAII.[35] It was hypothesized
that because the steric restrictions of the active site force MBPs
into nonideal coordination, other ligand–protein interactions
could influence the coordination mode. To further understand these
effects, a series of methyl derivatives of the 1,2-HOPTO scaffold
were synthesized (Figure 3) and their inhibitory
activity against hCAII was investigated (Table 1). The previously reported crystal structure of 1,2-HOPTO bound to
hCAII shows that the MBP coordinates the active site Zn2+ ion in a bidentate fashion, resulting in a distorted trigonal bipyramidal
geometry.[36] The sulfur atom of 1,2-HOPTO
acts as an equatorial donor while the oxygen atom acts as an axial
donor, orienting the sulfur toward the hydrophobic wall of the active
site (see Supporting Information, Figure S2). Derivatives of 1,2-HOPTO with a methyl group positioned toward
the hydrophobic wall (3-CH3-1,2-HOPTO and 4-CH3-1,2-HOPTO) show over a 10-fold increase in potency over unsubstituted
1,2-HOPTO (Table 1). When the substituent is
in a position that, based on the 1,2-HOPTO crystal structure, would
not be oriented toward either active site wall (e.g., 5-CH3-1,2-HOPTO), inhibition is only slightly improved. Importantly, when
a methyl group is positioned toward the hydrophilic side of the active
site (6-CH3-1,2-HOPTO), significantly weaker inhibition
is observed (Table 2) when compared to 1,2-HOPTO.
Figure 3
Structures
and naming of MBPs.
Table 1
Ki Values
(μM) of Methyl Derivatives of 1,2-HOPTO against hCAII
compd
Ki
compd
Ki
1,2-HOPTO
510 ± 90
5-CH3-1,2-HOPTO
260 ± 20
3-CH3-1,2-HOPTO
48 ± 5
6-CH3-1,2-HOPTO
2300 ± 200
4-CH3-1,2-HOPTO
38 ± 5
4,6-CH3-1,2-HOPTO
950 ± 100
Table 2
Ki Values
(μM) of 1,2-HOPTO Derivatives with Larger Substituents against
hCAII
compd
Ki
compd
Ki
3-CF3-1,2-HOPTO
64 ± 5
6-CF3-1,2-HOPTO
>10000
4-CF3-1,2-HOPTO
14 ± 3
2,1-HIQTO
2300 ± 200
5-CF3-1,2-HOPTO
270 ± 30
1,2-HOQTO
950 ± 100
Structures
and naming of MBPs.To understand the inhibition data reported in Table 2, the crystal structures of 3-CH3-, 4-CH3-, and 5-CH3-1,2-HOPTO bound in the active site of hCAII
were determined. All of these derivatives show bidentate coordination
by the MBPs (Figure 4), identical to that of
unsubstituted 1,2-HOPTO. The methyl group of 3-CH3-1,2-HOPTO
makes hydrophobic contacts with the side chains of Val143, Leu198,
and Val12 (see Supporting Information, Figure
S4), while the methyl group of 4-CH3-1,2-HOPTO is
positioned slightly further out of the active site, interacting with
Val121, Leu198, and Phe131 (see Supporting Information,
Figure S5). As predicted, the methyl group of 5-CH3-1,2-HOPTO does not make any significant contacts (<4.5 Å)
with the hydrophobic wall; the only active site residue in close proximity
to the methyl group is the side chain amide of Gln92 (3.7 Å,
see Supporting Information, Figure S6).
Figure 4
Crystal
structures of 3-CH3-1,2-HOPTO (A), 4-CH3-1,2-HOPTO
(B), and 5-CH3-1,2-HOPTO (C) bound to
hCAII. All show bidentate coordination similar to unsubstituted 1,2-HOPTO
(Supporting Information, Figure S2). The
|2Fo – Fc| map (1.5σ) is shown in gray for the Zn2+ ion and
protein residues while the omit |Fo – Fc| map (4.0σ) is shown in red for the
ligands. For clarity, only the metal active site is shown.
Crystal
structures of 3-CH3-1,2-HOPTO (A), 4-CH3-1,2-HOPTO
(B), and 5-CH3-1,2-HOPTO (C) bound to
hCAII. All show bidentate coordination similar to unsubstituted 1,2-HOPTO
(Supporting Information, Figure S2). The
|2Fo – Fc| map (1.5σ) is shown in gray for the Zn2+ ion and
protein residues while the omit |Fo – Fc| map (4.0σ) is shown in red for the
ligands. For clarity, only the metal active site is shown.The crystal structure of 6-CH3-1,2-HOPTO
bound in the
active site of hCAII reveals that its decreased inhibitory activity
is accompanied by a shift to monodentate coordination in the active
site of hCAII (Figure 5A). The Zn–S
distance (2.3 Å) is consistent with those in previously reported
structures of monodentate sulfur donors bound to active site Zn2+ ions.[37] The hydroxyl group, which
is 3.5 Å from the metal ion, remains oriented toward the hydrophilic
side of the active site, forming a close interaction with the side
chain of Thr200 (2.9 Å, Supporting Information,
Figure S7). The change in coordination also places 6-CH3-1,2-HOPTO closer to the hydrophobic wall so that the ring
of the ligand makes contacts with Val121 and Val143 in addition to
an improved interaction with Leu198 (∼0.2 Å closer) relative
to unsubstituted 1,2-HOPTO (see Supporting Information,
Figure S7). Because a methyl group in the 6-position appears
to destabilize bidentate coordination, 4,6-CH3-1,2-HOPTO,
which has methyl groups in the 4- and 6-position, was synthesized.
While this MBP shows more than a 20-fold decrease in affinity relative
to 4-CH3-1,2-HOPTO, the crystal structure of 4,6-CH3-1,2-HOPTO bound to hCAII shows that bidentate coordination
is maintained with the 6-methyl group extending toward the hydrophilic
region of the active site (Figure 5).
Figure 5
Crystal structure
of 6-CH3-1,2-HOPTO (A) bound to hCAII
shows monodentate coordination while that for 4,6-CH3-1,2-HOPTO
(B) shows that bidentate coordination is stabilized by the presence
of a methyl group in the 4-position. The |2Fo – Fc| map (1.5σ)
is shown in gray for the Zn2+ ion and protein residues
while the omit |Fo – Fc| map (3.5σ) is shown in red for the ligands. For
clarity, only the metal active site is shown.
Crystal structure
of 6-CH3-1,2-HOPTO (A) bound to hCAII
shows monodentate coordination while that for 4,6-CH3-1,2-HOPTO
(B) shows that bidentate coordination is stabilized by the presence
of a methyl group in the 4-position. The |2Fo – Fc| map (1.5σ)
is shown in gray for the Zn2+ ion and protein residues
while the omit |Fo – Fc| map (3.5σ) is shown in red for the ligands. For
clarity, only the metal active site is shown.
Larger Hydrophobic Substituents
The relatively solvent-exposed
methyl group of 5-CH3-1,2-HOPTO and the monodentate coordination
of 6-CH3-1,2-HOPTO when bound to hCAII suggest that there
is a significant penalty for swapping the position of the coordinating
atoms of 1,2-HOPTO. That is, rotation of the MBP by 180° so that
the oxygen atom is on the hydrophobic side of the active site and
the sulfur atom is on the hydrophilic side would position the methyl
groups of these two ligands to make favorable hydrophobic interactions
similar to those made by 3-CH3-1,2-HOPTO and 4-CH3-1,2-HOPTO. However, this change in donor atom position is not observed.
We reasoned that if functional groups could be added to the 1,2-HOPTO
scaffold that improve these hydrophobic interactions, this barrier
might be overcome for ligands with substitutions in the 5- or 6-position.
With this goal in mind, 1,2-HOPTO ligands were synthesized with trifluoromethyl
and aryl groups appended (Figure 3). A slight
decrease in potency is observed for 3-CF3-1,2-HOPTO relative
to its methyl analogue (64 vs 48 μM), while the same substitution
in the 4-position leads to an improvement in potency (14 μM
for 4-CF3-1,2-HOPTO vs 38 μM for 4-CH3-1,2-HOPTO). The inhibitory activity of 5-CF3-1,2-HOPTO
is essentially unchanged from the methyl analogue, while all activity
is lost with a trifluoromethyl group in the 6-position (6-CF3-1,2-HOPTO). Addition of a second, fused aromatic ring to the 3/4-positions
of the 1,2-HOPTO scaffold also results in a significant increase in
binding affinity (2-hydroxyisoquinoline-1-(2H)-thione,
2,1-HIQTO, Ki = 15 μM) but results
in slightly diminished activity when appended to the 5/6-positions
(1-hydroxyquinoline-2-(1H)-thione, 1,2-HOQTO, Ki = 730 μM).The binding modes of
3-CF3-1,2-HOPTO and 4-CF3-1,2-HOPTO to hCAII
were determined and were found to be similar to their corresponding
methyl analogues (Supporting Information Figures
S8 and S9). The trifluoromethyl groups are highly ordered in
both structures, suggesting that their interactions with the hydrophobic
wall of the active site are quite favorable. The crystal structure
of 5-CF3-1,2-HOPTO bound to hCAII shows two different binding
modes, each with ∼50% occupancy (see Supporting
Information, Figure S10). In the first, the ligand is in fact
“flipped” 180° and coordinated in a bidentate fashion
with the sulfur atom on the hydrophilic side of the active site and
the oxygen atom closer to the hydrophobic wall. This switch in donor
arrangement relative to the other 1,2-HOPTO derivatives places the
trifluoromethyl group of 5-CF3-1,2-HOPTO in the same position
as that of 4-CF3-1,2-HOPTO (Figure 6). The S–Zn distance (2.2 Å) is much shorter than the
O–Zn distance (2.6 Å), and the coordination geometry remains
trigonal bipyramidal with the oxygen atom as an axial donor. In the
second binding mode, there appears to be no metal coordination, as
both the S–Zn distance (3.4 Å) and O–Zn distance
(4.3 Å) are too long for the donors to have any significant interaction
with the Zn2+ ion. Instead of metal coordination, the oxygen
atom sits in a hydrophilic pocket lined by hydrogen bond donors including
the backbone amidenitrogen of Thr199 (3.0 Å) and the backbone
amidenitrogen (3.2 Å) and side chain (3.4 Å) of Thr200
(see Supporting Information, Figure S10). The position of this oxygen atom does not correspond to that of
a water molecule in the inhibitor-free structure of hCAII. In this
orientation, the ring of 5-CF3-1,2-HOPTO is positioned
to make contacts with Val121 (3.4–4.0 Å) and Leu198 (3.9
Å), while the trifluoromethyl group interacts with Phe131 (3.4–4.0
Å).
Figure 6
Two views of the crystal structure of 5-CF3-1,2-HOPTO
(carbon atoms in magenta) bound to hCAII show “flipped”
coordination relative to 4-CF3-1,2-HOPTO (carbon atoms
in green), positioning the CF3 groups similarly in the
active site. Analysis of the Zn2+ coordination shows nearly
ideal trigonal bipyramidal geometry. Conserved water molecules in
the hCAII active site are shown as red spheres.
Two views of the crystal structure of 5-CF3-1,2-HOPTO
(carbon atoms in magenta) bound to hCAII show “flipped”
coordination relative to 4-CF3-1,2-HOPTO (carbon atoms
in green), positioning the CF3 groups similarly in the
active site. Analysis of the Zn2+ coordination shows nearly
ideal trigonal bipyramidal geometry. Conserved water molecules in
the hCAII active site are shown as red spheres.The crystal structure of 2,1-HIQTO bound to hCAII shows coordination
similar to 1,2-HOPTO (see Supporting Information,
Figure S11). Consistent with the significant increase in potency
relative to the unsubstituted 1,2-HOPTOMBP, this binding mode positions
the fused aromatic ring for extensive interactions with the hydrophobic
wall of the active site including Val 143 (3.9 Å), Val121 (3.5–4.0
Å), Leu198 (3.7–4.0 Å), and Phe131 (4.0 Å).
Attempts at soaking 1,2-HOQTO into the active site of hCAII led to
diffuse electron density that suggested two binding modes similar
to those of 5-CF3-1,2-HOPTO; the complex could not be adequately
modeled, likely due to a combination of the low affinity and solubility
of the ligand as well as disordered binding (data not shown).
4-CH3-1,2-HOPTO Derivatives with Altered Donor Sets
The
divergent affinities and binding modes observed for 6-CH3-1,2-HOPTO and 5-CF3-1,2-HOPTO indicate that the
coordinative ability of the MBP does not completely dominate the strength
and geometry of binding. To examine this, MBP derivatives of 4-CH3-1,2-HOPTO with alternative donor sets were synthesized (Figure 3). 2-Mercapto-4-methylpyridine (4-CH3-2MPyr) contains the same sulfurdonor as 4-CH3-1,2-HOPTO
but lacks the oxygendonor and, as a result, is ∼200-fold less
active against hCAII (Ki = 7.0 mM). The
corresponding pyridine-N-oxide (4-CH3-PyrNO)
with the sulfurdonor removed shows no measurable inhibition of hCAII.
The 1-hydroxypyridin-2-(1H)-one analogue (4-CH3-1,2-HOPO), which has an oxygendonor instead of sulfur, is
more than 30-fold less potent than 4-CH3-1,2-HOPTO. These
results suggest that although the MBP interactions are malleable,
maintaining strong coordination to the metal ion is important for
good inhibitory activity.Much like its thione analogue, 4-CH3-1,2-HOPO acts as a bidentate ligand to the Zn2+ ion of hCAII (see Supporting Information, Figure
S12A), with the nitrogen-bound oxygen as the axial donor (2.1
Å) and the carbonyl oxygen as the equatorial donor (2.2 Å).
This is the reverse of the binding mode predicted by the TpPh,Me model complex in which the carbonyl oxygen is the axial donor. The
MBP is positioned such that the methyl group forms contacts with the
hydrophobic wall of the active site similar to those made by 4-CH3-1,2-HOPTO. A water molecule sits above the donor atoms, interacting
with the Zn2+-bound carbonyl oxygen of 4-CH3-1,2-HOPO (2.8 Å) as well as both the backbone amide NH (2.9
Å) and side chain (2.8 Å) of Thr199. This water molecule
is not present in any of the bidentate 1,2-HOPTO structures. The side
chain of Thr200 is also rotated such that there is no interaction
between it and the N-hydroxyl group of 4-CH3-1,2-HOPO (4.5 Å).The crystal structure of 4-CH3-2MPyr bound to hCAII
shows that, despite the lack of an oxygendonor, the ligand is oriented
in the active site in a very similar position to that of 4-CH3-1,2-HOPTO, with the sulfur atom bound to the Zn2+ ion (2.3 Å) and the methyl group interacting with the hydrophobic
wall (see Supporting Information, Figure S12B). The endocyclic nitrogen atom does not interact with active site
protein residues but is in the proximity of a water molecule (2.8
Å) that in turn interacts with the side chains of both Thr199
(2.8 Å) and Thr200 (2.7 Å). This water molecule does not
appear in either inhibitor-free hCAII (PDB 3KS3) or in the structures of other monodentate
inhibitors bound in the active site.Although they are structurally
similar to 4-CH3-2MPyr,
aromatic thiols such as thiophenol and 2-mercaptophenol (TP and 2MP,
Figure 3) have been previously reported to
inhibit hCAII with Ki values in the low
micromolar range.[38] To determine whether
the interactions perturbing 1,2-HOPTO binding apply to other MBPs
containing similar donor sets, methyl derivatives of TP and 2MP analogous
to 4-CH3-1,2-HOPTO were obtained and their binding to hCAII
investigated. While 3-CH3-TP has similar inhibitory activity
to unsubstituted TP (Ki = 2.1 μM
vs 3.5 μM), the 4-methyl analogue of 2MP is significantly more
potent (0.52 vs 3.1 μM). Remarkably, the activity of 4-CH3-2MP is the same as benzenesulfonamide (BSA, Ki = 0.49 μM),[39] the parent
MBP of all FDA-approved CA inhibitors, illustrating the benefit that
a rational approach to MBP design that includes both metal coordination
and MBP–protein interactions can have.The crystal structure
of 3-CH3-TP to hCAII reveals monodentate
coordination to the Zn2+ ion similar to that previously
reported for 2MP (see Supporting Information,
Figure S13), and the binding mode is very similar to that of
6-CH3-1,2-HOPTO. The methyl group does not interact with
the hydrophobic wall of the active site and is relatively solvent
exposed aside from a close contact (3.8 Å) with the side chain
of Gln92. However, the aromatic ring of the ligand makes extensive
contacts with Val121 (3.6–3.9 Å), Val143 (3.8 Å),
and Leu198 (3.8–4.0 Å). The binding of 4-CH3-2MP is essentially the same, but the hydroxyl group extends toward
the hydrophobic wall, making additional contacts with Val143 and Trp209
(see Supporting Information, Figure S14).
Energetic Contributions to MBP Binding Affinities
To
assess the electronic effects of methyl and trifluoromethyl substituents
at the 4-position of 1,2-HOPTO, energy decomposition analyses (EDAs)
were performed and compared with experimental binding affinities (Table 3). All EDA computations are performed on two different
geometries of the TpCZn(MBP) complex: (a) a freely optimized
TpCZn(MBP) complex, where the binding orientation of the
MBP is ideal (denoted “ideal” in Table 3), and (b) a constrained TpCZn(MBP) complex, where
the angle between the plane of the MBP and the plane comprising the
pyrazole nitrogens that coordinate Zn2+ (ϕ) is set
to ∼130° (see Supporting Information,
Figure S3), roughly mimicking the conformation from the crystal
structure of 1,2-HOPTO bound to hCAII (denoted “protein”
in Table 3).
Table 3
Decomposition of
Bonding Energies
for 1,2-HOPTO Derivatives Bound to the TpCZn Scaffold
substituent
–
4-CH3
4-CF3
“ideal”a
ΔEelstc
–257.6
–259.9
–242.6
ΔEorbd
–101.1
–103.3
–99.0
ΔEsterice
95.0
96.4
91.1
ΔEtotf
–263.7
–266.9
–250.5
“protein”b
ΔEelst
–242.5
–245.4
–228.2
ΔEorb
–97.1
–99.1
–95.5
ΔEsteric
84.4
86.1
81.1
ΔEtot
–255.2
–258.3
–242.5
Results from EDAs performed on “ideal”
geometries, corresponding to freely optimized TpCZn(MBP)
complexes.
Results from
EDAs performed with
the MBP in complex with TpCZn constrained to the orientation
observed in the crystal structure of 1,2-HOPTO bound to hCAII.
The electrostatic interaction energy
between TpCZn and the MBP.
The orbital interaction energy between
TpCZn and the MBP. This term in the EDA implicitly accounts
for charge transfer, polarization, and electron bonding effects.[69,71]
The Pauli repulsion energy
associated
with the bonding of TpCZn and the MBP.
The total bonding energy between
TpCZn and the MBP: ΔEtot = ΔEelst + ΔEorb + ΔEsteric.[69,71] Further details regarding the EDAs are included in the Supporting Information.
Results from EDAs performed on “ideal”
geometries, corresponding to freely optimized TpCZn(MBP)
complexes.Results from
EDAs performed with
the MBP in complex with TpCZn constrained to the orientation
observed in the crystal structure of 1,2-HOPTO bound to hCAII.The electrostatic interaction energy
between TpCZn and the MBP.The orbital interaction energy between
TpCZn and the MBP. This term in the EDA implicitly accounts
for charge transfer, polarization, and electron bonding effects.[69,71]The Pauli repulsion energy
associated
with the bonding of TpCZn and the MBP.The total bonding energy between
TpCZn and the MBP: ΔEtot = ΔEelst + ΔEorb + ΔEsteric.[69,71] Further details regarding the EDAs are included in the Supporting Information.Considering first the freely optimized TpCZn(MBP) complexes
(optimized geometries shown in the Supporting
Information, Figure S15), the 4-CH3-1,2-HOPTOMBP
is observed to interact more favorably with TpCZn (ΔETot = −266.9) than either 1,2-HOPTO (−263.7)
or 4-CF3-1,2-HOPTO (−250.5). The more negative bonding
energy of 4-CH3-1,2-HOPTO stems from both its more favorable
electrostatic (ΔEelst = −259.9
kcal mol–1) and orbital (ΔEorb = −103.3 kcal mol–1) interactions
with TpCZn. By contrast, the TpCZn(4-CF3-1,2-HOPTO) complex has less stabilization from electrostatic
(ΔEelst = −242.6 kcal mol–1) and orbital interaction (ΔEorb = −99.0 kcal mol–1) effects.
This trend in bonding energy observed for 1,2-HOPTO derivatives illustrates
the respective electron donating and electron withdrawing effects
of the methyl and fluoromethyl substituents. Indeed, charge distributions
obtained for TpCZn(4-CH3-1,2-HOPTO) and TpCZn(4-CF3-1,2-HOPTO) complexes show the latter to
possess less negative charge on its S and O donor atoms (see Supporting Information, Figure S16).The
ordering of 1,2-HOPTO bonding energies is similar when the
MBP orientation is constrained to its protein geometry (Table 3, “Protein”), however, the strengths
of the individual interactions are significantly diminished when the
MBP orientation is distorted. For instance, the values of ΔEelst and ΔEorb in the protein orientation are respectively shifted 15.1 and 4.2
kcal mol–1 more positive compared to their values
when the MBP geometry is freely optimized. Consequently, the total
bonding energies of TpCZn(MBP) complexes having MBP orientations
constrained to that of their hCAII complexes are approximately 8 kcal
mol–1 higher in energy (less favorable) than geometries
in which the MBP is freely optimized (Table 3).While the aforementioned bonding energies suggest the hCAII
active
site Zn2+ should preferentially bind, in order, 4-CH3-1,2-HOPTO, 1,2-HOPTO, and 4-CF3-1,2-HOPTO, the
relative nonpolar binding free energies (ΔΔGnp, see Supporting Information, Figure
S17) obtained from thermodynamic integration (TI) computations
for these MBPs in complex with hCAII oppose this energetic ordering.
With respect to 4-CF3-1,2-HOPTO, the values for ΔΔGnp of the 4-CH3-1,2-HOPTO and 1,2-HOPTO
MBPs are 0.8 and 1.8 kcal mol–1 higher in energy
(see Supporting Information, Table S2).
These relative energies estimate the nonpolar interactions between
the different MBPs and the hydrophobic wall in the hCAII active site,
indicating that the 4-CF3 substituent forms the strongest
interaction. It should be noted that these values are intended to
describe the individual forces driving MBP binding and are not meant
to be quantitative descriptions of the full binding affinity of the
MBPs to hCAII.
Discussion
The results described
above demonstrate that relatively minor changes
in MBP structure can have a drastic effect on both the affinity and
binding mode in a metalloenzyme active site. A wide variety of forces
play a part including ligand electrostatics, steric restrictions of
the active site, and interactions between the MBP and the active site
environment. By examining the binding of 4,6-(CH3)2-1,2-HOPTO, which maintains bidentate coordination due to
stabilization by the methyl group in the 4-position, the origin of
monodentate binding by 6-CH3-1,2-HOPTO in the active site
of hCAII could be determined. When the MBP adopts bidentate coordination,
the methyl group in the 6-position extends toward the hydrophilic
side of the active site, disrupting the highly ordered water network
(Figure 7). Two water molecules (W2 and W3)
are displaced by >0.8 Å as a result of the methyl group, breaking
a hydrogen bond between them (O–O distances of 4.3 and 2.8
Å in the 4,6-(CH3)2-1,2-HOPTO and 4-CH3-1,2-HOPTO structures, respectively). A third water molecule
(W1) is displaced by ∼0.2 Å, resulting in a longer interaction
with the Zn2+-bound oxygen atom (O–O distances of
2.9 and 3.1 Å in the 4-CH3-1,2-HOPTO and 4,6-(CH3)2-1,2-HOPTO complexes, respectively). We conclude
that in order to avoid these unfavorable interactions, 6-CH3-1,2-HOPTO adopts monodentate coordination in the active site of
hCAII.
Figure 7
Comparison of the crystal structures of 4-CH3-1,2-HOPTO
(A) and 4,6-(CH3)2-1,2-HOPTO (B) bound to hCAII
reveals disruption of the highly ordered active site water network.
(C) The two MBPs essentially overlay, suggesting that the water network
disruption is responsible for the ∼25-fold decrease in potency
for 4,6-(CH3)2-1,2-HOPTO compared to 4-CH3-1,2-HOPTO. (D) The monodentate binding mode of 6-CH3-1,2-HOPTO is stabilized by a hydrogen bond with Thr200 and hydrophobic
interactions with Val143, Val121, and Gln92.
Comparison of the crystal structures of 4-CH3-1,2-HOPTO
(A) and 4,6-(CH3)2-1,2-HOPTO (B) bound to hCAII
reveals disruption of the highly ordered active site water network.
(C) The two MBPs essentially overlay, suggesting that the water network
disruption is responsible for the ∼25-fold decrease in potency
for 4,6-(CH3)2-1,2-HOPTO compared to 4-CH3-1,2-HOPTO. (D) The monodentate binding mode of 6-CH3-1,2-HOPTO is stabilized by a hydrogen bond with Thr200 and hydrophobic
interactions with Val143, Val121, and Gln92.Given the favorable interactions formed between the methyl
groups
of 3-CH3-1,2-HOPTO and the hydrophobic wall of the active
site, it is surprising that 5- and 6-CH3-1,2-HOPTO do not
“flip” in the active site to form similar contacts (Figure 8). This suggests that there is a significant penalty
for changing the positions of the O and S donor atoms, which likely
originates from several features, including (1) Coordination preferences:
small-molecule model complexes of His3Zn active sites coordinated
by bidentate (O,S)-donor ligands
exclusively show the sulfur and oxygen atoms as the equatorial and
axial donors, respectively.[11,29,30,40−42] Geometry optimizations
of TpC(1,2-HOPTO) complexes indicate having the O-donor coordinate axially is only slightly preferred (ΔE < 0.7 kcal mol–1), thus indicating
there is a small penalty for donor-swapping in the absence of a protein
environment. (2) Active site electrostatics: If the donors were to
swap, the greater anionic charge on the oxygen would be positioned
closer to the hydrophobic side of the active site in hCAII, which
would be accompanied by an energetic penalty. (3) Hydrogen bonding:
The interaction between the active site water/hydrogen bonding network
and the Zn2+-bound donor atom would be significantly weakened
with a sulfur atom instead of oxygen atom (Figure 8B, shown in red).[43]
Figure 8
Schematic of the two
bidentate conformations available for 1,2-HOPTO.
(A) The binding mode observed for unsubstituted 1,2-HOPTO. In addition
to binding the metal ion, interactions between the Zn2+-bound oxygen atom and the hydrophilic active site environment are
observed. (B) When the ligand is “flipped” 180°,
as with 5-CF3-1,2-HOPTO, the interactions with the hydrophilic
environment are weakened and the anionic oxygen atom is positioned
near the hydrophobic wall of the active site.
Schematic of the two
bidentate conformations available for 1,2-HOPTO.
(A) The binding mode observed for unsubstituted 1,2-HOPTO. In addition
to binding the metal ion, interactions between the Zn2+-bound oxygen atom and the hydrophilic active site environment are
observed. (B) When the ligand is “flipped” 180°,
as with 5-CF3-1,2-HOPTO, the interactions with the hydrophilic
environment are weakened and the anionic oxygen atom is positioned
near the hydrophobic wall of the active site.Unlike its methyl analogue, 5-CF3-1,2-HOPTO does,
in
fact, adopt a “flipped” coordination mode (Figure 8B) in the active site of hCAII. The primary reason
for this is likely the greatly improved vdW interaction between the
trifluoromethyl group and the hydrophobic wall compared to CH3. Indeed, the nonpolar contributions of having different hydrophobic
groups attached to the 4-position of 1,2-HOPTO are quantified by thermodynamic
integration (TI) computations performed on a classical representation
of the hCAII(MBP) complexes and indicate that the 4-CF3 group provides 0.8 kcal mol–1 stabilization over
the 4-CH3 group which, in turn, is favored by 1.0 kcal
mol–1 over unsubstituted 1,2-HOPTO (see Supporting Information, Table S2). Despite a
likely weakening of metal coordination in 4-CF3-1,2-HOPTO
compared to 4-CH3-1,2-HOPTO (due to the electron-withdrawing
nature of the trifluoromethyl group), these improved interactions
yield excellent activity for the trifluoromethyl derivative. In the
case of 3-CF3-1,2-HOPTO, the vdW contacts are not improved
enough to compensate for the loss in metal binding affinity, resulting
in lower inhibition compared to its methyl analogue. In addition,
the trifluoromethyl derivatives show diminished interactions with
Thr200, most likely due to the electron-withdrawing nature of the
trifluoromethyl group. The O–O distance for this interaction
increases significantly for both CF3 derivatives relative
to their methyl analogues (4.0 Å vs 3.0 and 3.7 Å vs 2.9
Å for 3-CF3-1,2-HOPTO and 4-CF3-1,2-HOPTO,
respectively), mostly due to a change in the position of the side
chain of Thr200 rather than a change in the position of the MBP. The
observation of a “flipped” coordination mode for 5-CF3-1,2-HOPTO is likely a result of both the improved vdW interactions
(stabilizing the “flipped” conformation, Figure 8B) as well as decreased anionic character on the
Zn2+-bound oxygen atom (destabilizing the “normal”
conformation, Figure 8A).Binding affinities of
MBPs such as 1,2-HOPTO and benzenesulfonamide
(BSA) are much closer to traditional pharmacophores than to conventional
metal chelators. Examples of such chelators include ethylenediaminetetraacetic
acid (EDTA) and deferoxamine (DFO). The affinity of MBPs for metal
ions are also well below those of metalloproteins (e.g., zinc fingers,
hCAII, etc.) and regulatory proteins such as metallothioneins and
transferrin, indicative of the pharamcophore nature of these functional
groups.MPy-4CH3, which binds
in the same conformation as 4-CH3-1,2-HOPTO, but makes
no interactions through the endocyclic
nitrogen, is 250-fold less potent. This suggests that the interactions
between the anionic oxygen and both the Zn2+ ion and the
hydrophilic active site environment make a significant contribution
to the affinity of 1,2-HOPTO. However, it is important to note that
the pKa of MPy-4CH3 is significantly
higher than that of 1,2-HOPTO and it is therefore likely to bind as
a neutral species. In this respect, the low binding affinity of MPy-4CH3 also underscores the importance of ligand electrostatics.
Molecules with sulfur as an anionic donor atom (thiophenols) are very
potent, while analogous compounds with less anionic character on the
sulfur (1,2-HOPTO derivatives) show lower affinity; those with little
to no anionic character on the sulfur (2-mercaptopyridines) show an
even greater decrease in binding. While this result would seem to
indicate that the sulfurdonor plays a limited role in the binding
of 1,2-HOPTO derivatives to hCAII, exclusion of a second donor atom
entirely (PyNO-4CH3) results in a molecule with no observable
activity, and replacing the sulfur with oxygen (4-CH3-1,2-HOPO)
results in a greater than 30-fold decrease in binding affinity. Further
demonstrating the intricacies of metal coordination in the hCAII active
site, aliphatic thiols such as 2-mercaptoethanol have been shown to
lack inhibitory activity, underscoring the importance of the aromatic
ring system.[44]The diminished inhibition
for 1,2-HOPO relative to that of the
1,2-HOPTO also supports the case for considering these molecular scaffolds
as pharmacophores and not chelators. The Zn2+ affinity
in free solution is comparable for 1,2-HOPO and 1,2-HOPTO (Kd of 5–10 μM, Figure 9),[45] but their affinities to Zn2+ ion active sites in metalloproteins is highly variable.
In the case of anthrax lethal factor, both MBPs show weak affinity
(IC50 ∼5 mM),[46] while
with matrix metalloproteinases[11] and hCAII,
the 1,2-HOPTOMBP is significantly more potent (∼50-fold) than
1,2-HOPO.
Figure 9
Binding affinities of
MBPs such as 1,2-HOPTO and benzenesulfonamide
(BSA) are much closer to traditional pharmacophores than to conventional
metal chelators. Examples of such chelators include ethylenediaminetetraacetic
acid (EDTA) and deferoxamine (DFO). The affinity of MBPs for metal
ions are also well below those of metalloproteins (e.g., zinc fingers,
hCAII, etc.) and regulatory proteins such as metallothioneins and
transferrin, indicative of the pharamcophore nature of these functional
groups.
Conclusion
Both the coordination mode and affinity
of metal-binding pharmacophores
(MBPs) can be significantly influenced by other interactions within
the active site environment. Depending on its position, a peripheral
methyl substituent on the 1,2-HOPTO scaffold can cause either a greater
than 10-fold increase in potency against hCAII (4-CH3-1,2-HOPTO)
or a 5-fold decrease in potency accompanied by a shift to monodentate
coordination to the active site Zn2+ ion (6-CH3-1,2-HOPTO). Despite greatly improved interactions with the surrounding
active site, 4-CF3-1,2-HOPTO only shows a slight increase
in potency relative to its methyl analogue due to a weakening of MBP-metal
binding. While the inhibitory activity of a MBP is unquestionably
influenced by the strength of metal coordination, our findings indicate
that the interactions formed between the MBP and the surrounding active
site environment upon binding are equally important. Furthermore,
the affinities of MBPs for active site metal ions are much closer
to those observed for traditional pharmacophore–protein interactions
than to those of known metal chelators (Figure 9).[47−51] It is thus more appropriate to consider the metal-binding portion
of metalloprotein inhibitors as pharmacophores rather than chelators.
By recognizing the pharmacophore nature of these functional groups,
we can use appropriate design principles to optimize MBPs, not only
for metal coordination but also for other interactions with the target
active site, in a rational and effective manner.
Methods
Synthesis
MBPs were synthesized using a modified version
of previously reported procedures.[52,53] Details can
be found in the Supporting Information.
hCAII Activity Assay
hCAII was expressed and purified
as previously reported,[54] and a detailed
procedure can be found in the Supporting Information. Assays were performed in 50 mM HEPES, pH 8.0, containing Na2SO4 to an ionic strength of 100 mM. Enzyme (100
nM final concentration) was incubated with varying concentrations
of inhibitor for 10 min at room temperature before the addition of
substrate (p-nitrophenyl acetate, final concentration
between 0.05 and 10 mM). The reaction was monitored by the increase
in absorbance at 405 nm. Initial reaction rates vs substrate concentration
were plotted for three concentrations of inhibitor and the curves
simultaneously fit for Ki using GraphPad
Prism. Representative examples of curve fitting can be found in the Supporting Information (Figure S1).
hCAII Crystallization
Crystals of hCAII were obtained
by the sitting-drop or hanging-drop vapor diffusion method. The protein
solution consisted of 20 mg/mL hCAII and 1 mM p-chloromercuribenzoic
acid in 50 mM Tris-SO4, pH 8.0. The precipitant solution
contained 2.7–3.0 M (NH4)2SO4 in 50 mM Tris-SO4 pH 8.15. Drops consisted of 3 μL
of protein solution plus 2.5–4.0 μL of precipitant solution
and were equilibrated at 18 °C against 750 μL of precipitant
solution. Crystals roughly 0.3 × 0.3 × 0.3 mm in size appeared
after 2 days to 3 weeks depending on the drop size and precipitant
concentration. Once formed, crystals were transferred to 15 μL
of soak solutions containing MBP (at saturation, generally ∼1
mM), 1.5 M sodium citrate, 50 mM HEPES, pH 8.15, 5% glycerol, and
1–5% DMSO. Soak solutions of 3-CH3-TP and 4-CH3-2MP also contained 2 mM tris(carboxyethyl)phosphine (TCEP)
as a reducing agent. Crystals were taken directly from the soak solutions
for data collection.
Crystal Structure Determination
X-ray diffraction studies
on hCAII crystals were carried out at 100 K with a Bruker D8 Smart
6000 CCD detector and utilizing Cu Kα radiation (λ = 1.5478
Å) from a Bruker-Nonius FR-591 rotating anode generator. The
data were integrated and scaled using the Bruker APEX software suite.
All crystals belonged to the monoclinic space group P21. The data were phased by molecular replacement using
a previously reported hCAII structure (PDB 3KS3(55)) with water
molecules removed. Models were built by alternating refinement using
REFMAC5[56] and manual visualization and
model building in Coot.[57] Ligand topologies
were generated using the PRODRG server.[58] The structures contain p-mercuribenzoic acid bound
to Cys206. Complete data collection and refinement statistics can
be found in the Supporting Information (Table
S1).
Density Functional Computations
To assess MBP binding
modes in the absence of a protein environment, geometry optimizations
were performed utilizing a tris(5-methylpyrazolyl)methane scaffold,
referred to here as TpCZn (see Supporting
Information, Figure S3). This is a modification of the TpPh,MeZn (TpPh,Me = hydrotris(5,3-methylphenylpyrazolyl)borate)
model complex commonly used experimentally to study MBP coordination.[11,26−30] In addition to omitting the phenyl groups of the TpPh,Me ligand to eliminate steric bulk, the TpCZn system provides
a rigid scaffold with the correct net charge (q =
+2) for modeling the hCAIIHis3Zn center in a computationally
efficient manner.Geometry optimizations are performed with
Gaussian 09,[59] using Becke’s three-parameter
hybrid method with the Lee, Yang, and Parr correlation functional
(B3LYP)[60−63] and the 6-311++G(2d,2p) basis set. This level of theory has previously
been used to successfully recapitulate geometric parameters of model
active sites for Zn2+ metalloproteins[64] as well as free energies of water–chloride exchange
in zinc chloride complexes.[65] Further,
implicit solvation is employed in all computations using the conductor-like
polarizable continuum model (CPCM) with ε = 10,[66−68] consistent with the crystallization environment previously used
to structurally characterize TpPh,MeZn(MBP) complexes.[35] Where indicated, energy decomposition analyses[69−71] were performed on the optimized geometries of TpCZn(MBP)
complexes using the Amsterdam Density Functional 2009 suite of programs[71,72] to enable assessments of electrostatic, steric (Pauli repulsion),
and orbital (which accounts for charge transfer, polarization, and
electron pair bonding effects) contributions to the bond energy between
TpCZn and the different MBPs. Additional details and explanations
can be found in the Supporting Information.
Thermodynamic Integration Computations
The difference
in the nonpolar free energies of two MBPs (denoted by MBPA and MBPB) binding to hCAII (ΔΔGnp) is estimated from eq 1:In eq 1, ΔGnpA→B(bound) and ΔGnpA→B(unbound) correspond
to the “alchemical transformations” of MBPA to MBPB when, respectively, bound to hCAII and free in
solution. The value of ΔGnpA→B(bound) is obtained using thermodynamic integration
(TI):[73−75]where V(λ) is the potential energy as
a function of λ, a coupling parameter that varies the potential
from being defined by the hCAII(MBPA) complex (λ
= 0) to being defined by the hCAII:MBPB complex (λ
= 1). The brackets in eq 2 indicate ensemble
averaging at a given value of λ, and integration is performed
numerically using the trapezoidal rule. An analogous procedure is
used to compute ΔGnpA→B(unbound).All TI computations are performed using the pmemd molecular
dynamics
(MD) engine[76] in the AMBER14 suite of programs.[77] Simulation details and analyses of TI results
are reported in the Supporting Information.
Authors: David T Puerta; Julie R Schames; Richard H Henchman; J Andrew McCammon; Seth M Cohen Journal: Angew Chem Int Ed Engl Date: 2003-08-18 Impact factor: 15.336
Authors: Amanda L Garner; Anjali K Struss; Jessica L Fullagar; Arpita Agrawal; Amira Y Moreno; Seth M Cohen; Kim D Janda Journal: ACS Med Chem Lett Date: 2012-06-19 Impact factor: 4.345
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