Madita Wolter1, Pim de Vink1, João Filipe Neves2,3, Sonja Srdanović4, Yusuke Higuchi5, Nobuo Kato5, Andrew Wilson4,6, Isabelle Landrieu2,3, Luc Brunsveld1, Christian Ottmann1,7. 1. Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Technische Universiteit Eindhoven, P.O. Box 513, Eindhoven 5600 MB, The Netherlands. 2. U1167 - RID-AGE - Risk Factors and Molecular Determinants of Aging-Related Diseases, Université de Lille, Inserm, CHU Lille, Institut Pasteur de Lille, Lille F-59000, France. 3. CNRS ERL9002 Integrative Structural Biology, Lille F-59000, France. 4. School of Chemistry, University of Leeds, Woodhouse Lane, Leeds LS2 9JT, United Kingdom. 5. The Institute of Scientific and Industrial Research, Osaka University, Ibaraki, Osaka 567-0047, Japan. 6. Astbury Centre for Structural Molecular Biology, University of Leeds, Woodhouse Lane, Leeds LS2 9JT, United Kingdom. 7. Department of Organic Chemistry, University of Duisburg-Essen, 45117, Essen, Germany.
Abstract
Natural compounds are an important class of potent drug molecules including some retrospectively found to act as stabilizers of protein-protein interactions (PPIs). However, the design of synthetic PPI stabilizers remains an understudied approach. To date, there are limited examples where cooperativity has been utilized to guide the optimization of a PPI stabilizer. The 14-3-3 scaffold proteins provide an excellent platform to explore PPI stabilization because these proteins mediate several hundred PPIs, and a class of natural compounds, the fusicoccanes, are known to stabilize a subset of 14-3-3 protein interactions. 14-3-3 has been reported to negatively regulate the p65 subunit of the NF-κB transcription factor, which qualifies this protein complex as a potential target for drug discovery to control cell proliferation. Here, we report the high-resolution crystal structures of two 14-3-3 binding motifs of p65 in complex with 14-3-3. A semisynthetic natural product derivative, DP-005, binds to an interface pocket of the p65/14-3-3 complex and concomitantly stabilizes it. Cooperativity analyses of this interaction, and other disease relevant 14-3-3-PPIs, demonstrated selectivity of DP-005 for the p65/14-3-3 complex. The adaptation of a cooperative binding model provided a general approach to characterize stabilization and to assay for selectivity of PPI stabilizers.
Natural compounds are an important class of potent drug molecules including some retrospectively found to act as stabilizers of protein-protein interactions (PPIs). However, the design of synthetic PPI stabilizers remains an understudied approach. To date, there are limited examples where cooperativity has been utilized to guide the optimization of a PPI stabilizer. The 14-3-3 scaffold proteins provide an excellent platform to explore PPI stabilization because these proteins mediate several hundred PPIs, and a class of natural compounds, the fusicoccanes, are known to stabilize a subset of 14-3-3 protein interactions. 14-3-3 has been reported to negatively regulate the p65 subunit of the NF-κB transcription factor, which qualifies this protein complex as a potential target for drug discovery to control cell proliferation. Here, we report the high-resolution crystal structures of two 14-3-3 binding motifs of p65 in complex with 14-3-3. A semisynthetic natural product derivative, DP-005, binds to an interface pocket of the p65/14-3-3 complex and concomitantly stabilizes it. Cooperativity analyses of this interaction, and other disease relevant 14-3-3-PPIs, demonstrated selectivity of DP-005 for the p65/14-3-3 complex. The adaptation of a cooperative binding model provided a general approach to characterize stabilization and to assay for selectivity of PPI stabilizers.
The need to develop
new strategies that address the challenges
of today’s most important diseases has motivated efforts to
modulate protein–protein interactions (PPIs).[1−4] PPI stabilizers are increasingly attractive given the potential
for extending the druggable proteome, exploiting the endogenous-ligand
uncompetitive mode of binding, and harnessing cooperativity as the
driving force to enhance physiological, regulatory mechanisms instead
of their artificial disruption.[1−4] Promising progress has been made on both the inhibition
and the stabilization of PPIs, although the ab initio design of PPI
stabilizers in particular is still an exception.[3] Nature itself provides the most potent and selective stabilizers
of PPIs, which validate the concept of stabilization as a valuable
strategy for targeting PPIs.[5,6] The mode of action of
known PPI stabilizers was mostly discovered retrospectively, as, for
example, with rapamycin (Rapamune, Pfizer), cyclosporin (Sandimmun,
Novartis Pharmaceuticals), or FK506 (Prograf, Astellas Pharma).[5−7]To achieve PPI stabilization, the binding equilibrium of two
target
proteins needs to be shifted to the complexed state by binding of
a third interaction partner, preferably a drug-like small molecule.
This underlying binding improvement can be described via cooperative
binding models whereby the increased binding affinity of the interaction
partners, due to the formation of a ternary complex, is quantified
via the cooperativity factor α.[8−11] Adapting the cooperativity model
to PPI drug discovery projects has been an underexplored opportunity,
which has however started to gain more attention since PROTACs (proteolysis-targeting
chimeras) were shown to induce cooperative binding of their protein
binding partners.[12−14] In this work, using the interactions of 14-3-3 proteins
as an example, we show that cooperativity analysis not only provides
a description of binding properties but can also be used as a direct
entry to establishing the selectivity of compound-stabilized PPIs.The 14-3-3 family of proteins pertains to the adaptor proteins,
which represent one of the most important protein classes in the PPI
field, because they mediate interactions between proteins and thereby
regulate the function of their partner proteins.[15,16] The 14-3-3 proteins recognize and bind phosphoserine/threonine motifs
of hundreds of protein partners in eukaryotic cells, and subsequently
alter the catalytic activity, subcellular localization, or interactional
preference of their partners.[17,18] 14-3-3 is functionally
present as a w-shaped dimer featuring two highly conserved, amphipathic
grooves, where the phosphorylated residues are bound.[19] A key element for the promising development of 14-3-3 proteins
as potential drug targets is the availability of multiple members
of a class of natural products, the fusicoccanes (FCs), that have
been demonstrated to stabilize the binding of 14-3-3 proteins to a
number of partner proteins.[20−24] Protein crystallography studies have shown, for example, how such
FCs stabilize 14-3-3 binding to protein targets such as p53,[20] c-Raf,[21] ERα,[22] Gab2,[23] and CFTR.[24] These natural compounds bind to protein pockets
delineated by the interface of the complex of 14-3-3 and its partner
protein. In this way, FCs establish contacts to both protein partners
simultaneously and act as a molecular glue.[5,25]Among the 14-3-3 partners are at least two proteins that crucially
participate in the NF-κB pathway.[26−28] The NF-κB signaling
pathway has raised considerable attention as a therapeutic target,
because of its intimate involvement in cell proliferation, apoptosis,
immunity, and inflammation via the expression of several hundred genes.[29−31] NF-κB proteins are dimeric transcription factors, which are
sequestered out of the nucleus into the cytosol by inhibitor proteins.
Upon activation of the NF-κB pathway, for example, by TNFα,
NF-κB translocates to the nucleus and activates transcription
(Figure A). Inhibition
of this transcriptional activity has been the goal of numerous drug
discovery campaigns; however, only a limited number of inhibitors
of the NF-κB pathway are currently marketed drugs, none of which
directly target NF-κB.[32−34] The NF-κB subunit p65 and
its inhibitor IκBα bind to 14-3-3, which favors localization
of p65 in the cytosol.[26] Only limited information
about the p65/14-3-3 interaction is available, even though downregulation
of 14-3-3 leads to increased transcriptional activity of p65 in both
a breast cancer model[27] and studies on
Ischemia-Reperfusion.[28] Stabilization of
the p65/14-3-3 complex might therefore inhibit the transcriptional
activity of p65, opening a new and unique opportunity for p65-specific
NF-κB inhibition.
Figure 1
Interaction of p65 and 14-3-3. (A) Schematic
representation of
the interaction of 14-3-3, p65, and IκBα in the context
of the NF-κB pathway. Briefly, upon activation of the pathway
(for example, by TNFα), a signal cascade (represented by a thick
dashed arrow) leads to the phosphorylation and degradation of IκBα
and the nuclear translocation of NF-κB (here represented by
p50/p65). Binding of IκBα and 14-3-3 to p65 is necessary
for nuclear export or cytosolic retention (narrow dashed arrow). (B)
Domain representation of the p65 protein, with the Rel Homology Region
(RHR), the two transactivator domains (TA1, TA2), and amino acid sequences
of the three conserved potential 14-3-3 binding sites. (C) Cartoon
representation of the crystal structure of the complex of IκBα
with the RHR domain of p65, with van der Waals’ transparent
surface. p65 (red to yellow) with IκBα (blue) (PDB ID: 1IKN; p50 hidden for
clarity; S45 and S281 are highlighted for clarity).
Interaction of p65 and 14-3-3. (A) Schematic
representation of
the interaction of 14-3-3, p65, and IκBα in the context
of the NF-κB pathway. Briefly, upon activation of the pathway
(for example, by TNFα), a signal cascade (represented by a thick
dashed arrow) leads to the phosphorylation and degradation of IκBα
and the nuclear translocation of NF-κB (here represented by
p50/p65). Binding of IκBα and 14-3-3 to p65 is necessary
for nuclear export or cytosolic retention (narrow dashed arrow). (B)
Domain representation of the p65 protein, with the Rel Homology Region
(RHR), the two transactivator domains (TA1, TA2), and amino acid sequences
of the three conserved potential 14-3-3 binding sites. (C) Cartoon
representation of the crystal structure of the complex of IκBα
with the RHR domain of p65, with van der Waals’ transparent
surface. p65 (red to yellow) with IκBα (blue) (PDB ID: 1IKN; p50 hidden for
clarity; S45 and S281 are highlighted for clarity).In this study, we provide the structural and biophysical
data and
analysis to substantiate the biological interaction studies of the
p65/14-3-3 interaction. We tested several natural and semisynthetic
FCs as potential small-molecule stabilizers of this intriguing PPI,
which revealed the semisynthetic DP-005 as the most active compound.
A detailed analysis of the cooperative binding of the FCs, and DP-005
in particular, to the p65/14-3-3 interaction and multiple other disease
relevant 14-3-3 PPIs was performed. DP-005 was at least 10-fold more
active in stabilizing the p65/14-3-3 interaction than any other tested
combination of FC and 14-3-3 PPI. The analysis clearly demonstrates
that the cooperativity factor α can be used to quantify these
stabilizing effects and is an underlying factor in achieving selectivity
of stabilizer molecules on PPIs.
Results and Discussion
Interaction
of p65 and 14-3-3
In p65, the sequence
surrounding three serines, S45, S281, and S340, matches to 14-3-3
consensus binding motifs (Figure B).[19] Mutations of these
serine residues to alanines were previously shown to reduce p65 binding
to 14-3-3 in cells and to increase the p65 concentration in the nucleus.[26] The S45 and S281 sites are phosphorylated in
response to TNFα treatment,[35] and
both are highly conserved within mammals. No TNFα-dependent
phosphorylation has been reported for the S340 site,[35] which is also less conserved (Figure S1). The pS45 and pS281 sites are located in unstructured loop
regions of p65, and the folding of p65 brings these two residues into
proximity with each other, which implies the possibility for a bivalent
interaction with the 14-3-3 dimer (Figure C).[24,36,37]To represent these interaction motifs, peptides of 13 amino
acids were synthesized for the pS45 and pS281 sites (Table ). Noteworthy, for the pS45
site, two different sequences are available: whereas the canonical
sequence features a glutamate at position 49, a second sequence identified
an arginine instead.[38] Because no biological
or phenotypic relevance of these variants is reported,[38] both sequences were tested for binding, hereafter
termed p65_45E and p65_45R after the phosphorylation
site S45 and the variant of amino acid 49. Each peptide is centered
around the phosphorylated serine, flanked by six amino acids of the
wild-type sequence on each side. To mimic the expected bivalent binding
mode of the p65/14-3-3 complex, double phosphorylated peptides were
synthesized, which connected the two binding sites with a flexible
linker.
Table 1
Overview of Synthetic Peptides Representing
the Proposed 14-3-3 Binding Motifs of p65
name
phosphosite
peptide sequence
p65_45E
pS45
EGRSAGpS45IPGE49RS
p65_45R
pS45
EGRSAGpS45IPGR49RS
p65_281
pS281
PSDRELpS281EPMEFQ
p65_biE
pS45pS281
EGRSAGpS45IPGE49RSGSGGGSGPSDRELpS281EPMEFQ
p65_biR
pS45pS281
EGRSAGpS45IPGR49RSGSGGGSGPSDRELpS281EPMEFQ
Elucidation of 14-3-3 Binding Motifs of p65
In a first
step, the binding affinities of the two conserved 14-3-3 binding motifs
of p65 were measured. To this end, the p65-peptides were labeled with
a fluorophore, and fluorescence anisotropy assays (FA) were performed.
Both single site binding epitopes showed an increase in FA upon addition
of 14-3-3 proteins, although not with full binding saturation (Figure S2). This confirms weak binding of both
sites to all human14-3-3 isoforms. The bivalent peptides featured
a significantly stronger binding affinity to all 14-3-3 isoforms,
with the p65_biR binding roughly 2-fold stronger than the
p65_biE peptide (Figure A–C). The strongest binding was observed with
14-3-3γ (KE49D = 21.6 ± 1.8 μM; KR49D = 10.0
± 1.9 μM), directly followed by 14-3-3η (KE49D = 36.7 ± 3.8 μM; KR49D = 17.5 ± 3.3 μM).
The dissociation constants of 14-3-3β, ε, ζ, and
τ with p65_biR ranged from 38 to 127 μM, while
14-3-3σ showed the weakest binding (Figure C). The range of binding affinities for the
14-3-3 isoforms is not atypical and seems to be independent of the
peptide sequence.[24,39,40] The peptide–protein binding data thus confirm a physical
interaction between p65 and 14-3-3 and argue in favor of a bivalent
binding event.
Figure 2
Binary complex of p65 peptides and 14-3-3. (A,B) The binding
affinities
of the indicated bivalent p65 peptides (100 nM) to all human 14-3-3
isoforms were measured via fluorescence anisotropy (r in mAU) assays. (C) KD values in μM
of the p65_biE and p65_biR to the different
14-3-3 isoforms as the mean ± SD. (D) High-resolution X-ray crystal
structures of p65_45R (PDB ID: 6QHL). The peptide shows a C-terminal curved
conformation, which leaves the typical FC binding pocket accessible
(blue circle). (E) High-resolution X-ray crystal structures of p65_281
(PDB ID: 6QHM) in complex with 14-3-3σΔC. The proteins are displayed
as either a white surface or a cartoon (close up); water molecules
are shown as red spheres. The 2mFo – Fc electron density map is displayed with σ
= 1. Polar contacts between protein and peptides are indicated as
yellow dashed lines. Sequence of the p65_45R peptide, EGRSAGpSIPGRRS; sequence of the p65_281 peptide, PSDRELpSEPMEFQ (residues visible in the electron density are bold).
Binary complex of p65peptides and 14-3-3. (A,B) The binding
affinities
of the indicated bivalent p65peptides (100 nM) to all human14-3-3
isoforms were measured via fluorescence anisotropy (r in mAU) assays. (C) KD values in μM
of the p65_biE and p65_biR to the different
14-3-3 isoforms as the mean ± SD. (D) High-resolution X-ray crystal
structures of p65_45R (PDB ID: 6QHL). The peptide shows a C-terminal curved
conformation, which leaves the typical FC binding pocket accessible
(blue circle). (E) High-resolution X-ray crystal structures of p65_281
(PDB ID: 6QHM) in complex with 14-3-3σΔC. The proteins are displayed
as either a white surface or a cartoon (close up); water molecules
are shown as red spheres. The 2mFo – Fc electron density map is displayed with σ
= 1. Polar contacts between protein and peptides are indicated as
yellow dashed lines. Sequence of the p65_45R peptide, EGRSAGpSIPGRRS; sequence of the p65_281 peptide, PSDRELpSEPMEFQ (residues visible in the electron density are bold).The binding between p65 and 14-3-3 was further
elucidated with
structural data; cocrystallization of the single phosphorylated peptides
with 14-3-3σΔC (last 17 unstructured residues on the C-terminus
are truncated) resulted in crystals with the highest resolution of
1.2 and 1.25 Å for the p65_45R and p65_281 complexes,
respectively (Table S1). The phosphorylated
S45 makes polar contacts with R56, R129, and Y130, the general phospho-accepting
pocket of 14-3-3 (Figure D; PDB-ID: 6QHL). Upstream of pS45 only A43 and G44 are visible in the electron
density map, whereby the backbone of G44 makes polar contacts with
N226 of the 14-3-3 protein. At the +1 position of pS45, the isoleucine
points into a hydrophobic pocket of the 14-3-3 binding groove to make
hydrophobic contacts with L174, I219, and L222. The presence of a
proline residue at the +2 position results in a curved conformation
in the binding groove, which potentially creates a ligandable interface
pocket (Figure D).
In comparable crystal structures of 14-3-3 with other interaction
partners, a similar pocket accommodates FCs and their derivatives.[20−24] The side chain of R49 makes two polar contacts with N50 of 14-3-3
as well as with several water molecules. The C-terminus of the p65_45R peptide makes additional polar contacts with E14 of 14-3-3.
The direct comparison of the two variants of the p65_45 peptide only
shows small differences in binding affinity, and structural information
could only be obtained for the p65_45R peptide; hence,
this variant was selected for the next experiments.The electron
density of the p65_281 peptide in complex with 14-3-3
revealed only the backbone of two additional amino acids besides that
of the phosphorylated serine (Figure E; PDB ID: 6QHM). Additional electron density on the N-terminus of
the peptide could not be fully interpreted, which indicated multiple
conformations of these amino acids. The phosphoserine is trapped in
the binding groove via polar contacts with R59, R129, and Y130 of
14-3-3σΔC. Additionally, contacts could also be observed
with the backbone nitrogen of E282, at the +1 position of p65_pS281,
and N175 of 14-3-3 and the carbonyl of L280 of the peptide and N226
of the protein.
Fusicoccanes Stabilize the p65/14-3-3 Interaction
The
structures of p65_45R and p65_281 provide the structural
basis to investigate possible molecular strategies to stabilize these
binary complexes. Because the 14-3-3 binding groove is highly conserved,
the p65-peptide/14-3-3σΔC interface displays the key molecular
details of the primary p65/14-3-3 interface.[19] The p65_45R peptide is bending in a way that the typical
FC binding pocket remains accessible and the conformation of the p65_281
is unknown (Figure D,E). This leaves the possibility that both complexes may be stabilized
by FCs or synthetic derivatives thereof. The FCs share a diterpene
core with a 5(A)-8(B)-5(C) ring structure (Figure A);[41] modifications
that include additional sugar moieties, hydroxylation, or acetylation
have introduced considerable chemical diversity into this compound
family (Figure B).[42]
Figure 3
Stabilizing effect of fusicoccanes on the p65_45/14-3-3
interaction.
(A) The diterpene skeleton of the fusicoccane family. Encircled are
the positions that are of interest in this study. (B) A collection
of eight FCs used to screen for a stabilizing effect on the p65/14-3-3
complex. (C) FA-based screening results of the FC-collection shown
in (B) on the p65_45R/14-3-3γ complex. The anisotropy
(r in mAU) measurements were carried out with 100
μM compound, 50 μM 14-3-3γ, and 100 nM of p65_45R. Values represent the mean ± SD of two independent measurements
performed in technical triplicates. (D) Titration of 14-3-3γ
in the presence of 100 μM compound or DMSO control (ctrl) and
100 nM p65_45R measured with FA. Values and error bars
represent the mean ± SD of three independent singlet measurements.
(E) Titration of compound or DMSO control (ctrl) in the presence of
50 μM 14-3-3γ and 100 nM p65_45R measured with
FA. Values and error bars represent the mean ± SD of three independent
singlet measurements.
Stabilizing effect of fusicoccanes on the p65_45/14-3-3
interaction.
(A) The diterpene skeleton of the fusicoccane family. Encircled are
the positions that are of interest in this study. (B) A collection
of eight FCs used to screen for a stabilizing effect on the p65/14-3-3
complex. (C) FA-based screening results of the FC-collection shown
in (B) on the p65_45R/14-3-3γ complex. The anisotropy
(r in mAU) measurements were carried out with 100
μM compound, 50 μM 14-3-3γ, and 100 nM of p65_45R. Values represent the mean ± SD of two independent measurements
performed in technical triplicates. (D) Titration of 14-3-3γ
in the presence of 100 μM compound or DMSO control (ctrl) and
100 nM p65_45R measured with FA. Values and error bars
represent the mean ± SD of three independent singlet measurements.
(E) Titration of compound or DMSO control (ctrl) in the presence of
50 μM 14-3-3γ and 100 nM p65_45R measured with
FA. Values and error bars represent the mean ± SD of three independent
singlet measurements.The effect of FCs on
the p65/14-3-3 complex was investigated with
a small collection of eight natural FCs and their semisynthetic derivatives
(Figure B). The tested
FCs have a FC-A-like structure with a hydroxylation at position 8,
a methoxy group at position 16, and a sugar moiety at position 9.
The main variations within the collection used here are on the sugar
moiety, position 12 and/or 19. FC-A contains an additional acetyl
on the 19 position, while the natural product FC-J only has an isopropyl
on the C-ring. A recent study showed that replacing the acetyl with
an acetamide (FC-NAc) improves the affinity to 14-3-3 with various
partners.[25] The 12-position is hydroxylated
in the natural compounds, but this position is not hydroxylated in
the semisynthetic derivatives DP-005 and ISIR-005,[23,43] and a bulky group was introduced for FC-THF.[44] For FC-A-aglycon (FC-A-ag)[44] and FC-J-aglycon (FC-J-ag),[44] the sugar
moiety was removed. Initially, a single dose of compound and the protein
concentration were tested using FA. The single phosphorylated peptides
were used so that a potential stabilizing effect could be correlated
to a specific binding motif. 14-3-3γ was used because of the
highest binding affinity of all peptides to this isoform.The
FA results showed that several FCs have a stabilizing effect
on the p65_45E/14-3-3γ and p65_45R/14-3-3γ
interaction, while they do not stabilize the p65_281/14-3-3γ
complex (Figure C
and Figure S3). The fusicoccanesFC-A,
FC-J, and FC-NAc elicited about a 2-fold higher anisotropy signal
of the p65_45R/14-3-3γ PPI as compared to the DMSO
control. Modeling of cooperative complex stabilization of FC/14-3-3
PPIs indicated an intrinsic affinity of 300–500 μM for
FC-A and FC-J and about 10 μM for FC-NAc. The higher affinity
of FC-NAc to the apo14-3-3 does not translate into significantly higher
stabilization of the p65_45R/14-3-3 complex.[11] These data show that the FC-induced stabilization
is not directly connected to the intrinsic affinity of the FCs to
14-3-3. Interestingly, semisynthetic analogues DP-005 and ISIR-005
induced a stronger increase in the anisotropy signal (about 3-fold).
Bulky extensions at the C-ring (FC-THF) and the absence of the sugar
moiety (FC-A-ag and FC-J-ag) abrogated the ability to stabilize the
p65_45R/14-3-3γ complex. A hydroxyl group at the
12-position or its ring-extension thus causes a loss in activity.
The negligible activity of the aglycons is in line with previous work
on these synthetic variants, which generally show lower activity.[44]The stabilizing effects of FC-A and DP-005
were further investigated
via 14-3-3γ protein titrations to the p65_45R peptide
at a set concentration of DP-005, FC-A, or the DMSO control (Figure D). The protein titrations
confirmed the stronger stabilizing effect of DP-005 as compared to
FC-A, with a clear left shift of the binding curve, to afford apparent KD values of 2.8 ± 0.1 and 38.9 ± 2.4
μM, respectively. Constraining the fitting for the DMSO control,
while using the upper plateau of the DP-005 and FC-A binding curves,
results in an apparent KD of about 350
μM for the p65_45R/14-3-3γ complex.Hence,
the improvement in peptide stabilization acquaints to approximately
10-fold (FC-A) and 100-fold (DP-005) as compared to the DMSO control.
Finally, the effective concentrations of FC-A and DP-005 were determined
by titrating the compounds to a fixed protein and peptide concentration
of 50 and 0.1 μM, respectively. This gave an EC50 value of 9.4 ± 2.0 μM for the semisynthetic compound
DP-005, while the natural compound FC-A showed a weaker activity with
an EC50 value of 17.1 ± 1.8 μM (Figure E).
Crystallography and NMR
Provide Structural Confirmation of the
FC Binding to p65/14-3-3
To corroborate the stabilization
and SAR obtained using FA, we sought a structural analysis of the
ternary complex of DP-005 with p65_45R/14-3-3. For this
purpose, DP-005 was soaked into crystals of the preformed p65_45R/14-3-3σΔC complexes, to reveal extra electron
density for the p65_45R/14-3-3σΔC crystals.
This electron density allowed for the complete refinement of DP-005
(Figure A, Table S1, PDB ID: 6NV2). The crystal structure provided detailed
information about the orientation of the diterpenoid core and the
sugar moiety. Of note, the orientation of the peptide changed significantly
upon binding of DP-005 (Figure B). In particular, amino acid P47 changed from a trans- to a cis-conformation, and the residues from G48
to S51 moved away from the ligand. The most prominent interactions
between DP-005 and the protein complex are the hydrophobic contacts
with I46 and P47 of p65_45R as well as with L218, I219,
and L222 of 14-3-3σΔC (Figure C). Noteworthy is the contact of the methoxy
group of DP-005 with the ε-amino group of K122 of the protein,
while the sugar moiety was surrounded by the water shell of 14-3-3σΔC
(Figure D). The fact
that FC-aglycons showed only a negligible activity might be due to
the importance of this sugar–water shell interaction.
Figure 4
Structural
analysis of the ternary DP-005/p65/14-3-3 and FC-A/p65/14-3-3
complexes. (A) Crystal structure of DP-005 (green sticks), p65_45R (red sticks), and 14-3-3σΔC (white surface) (PDB
ID: 6NV2). (B)
Binding of DP-005 induces a reorientation of the p65_45R peptide (original conformation of binary complex, yellow sticks;
ternary complex with DP-005, red sticks). (C) Hydrophobic contacts
are indicated with spheres. (D) Polar contacts of DP-005 displayed
as yellow dashed lines with the polar contact of the methoxy group
of DP-005 and K122 highlighted with black dashed lines. (E) Overlay
of FC-A (blue sticks) and DP-005 (green sticks). An arrow indicates
the hydroxyl group at position 12, which causes the difference in
affinity between both compounds. Hydrophobic residues of the peptide/protein
complex are shown as spheres. (F) The resonance corresponding to the
W230 Nε–Hε bond of 14-3-3σ was monitored
to detect the stabilization of this PPI. This resonance is circled
in black on the 1H–15N TROSY-HSQC spectrum
of 15N13C2H-labeled 14-3-3σ
(shown on the right), and the corresponding residue W230 is represented
as sticks, colored in blue and circled in black on the crystal structure
(shown on the left, represented as a white surface). This residue
is close to the peptide-binding site and distant from the FC-A binding
site. (G–J) The enlarged spectral region of the 1H-15N TROSY-HSQC containing the resonance corresponding
to the W230 Nε–Hε bond of 14-3-3σ (125 μM)
is shown in the presence of DMSO 4% (v/v), present in all samples
(G), FC-A 125 μM (H), p65_45R peptide 625 μM
(I), and p65_45R peptide 625 μM and FC-A 125 μM
(J).
Structural
analysis of the ternary DP-005/p65/14-3-3 and FC-A/p65/14-3-3
complexes. (A) Crystal structure of DP-005 (green sticks), p65_45R (red sticks), and 14-3-3σΔC (white surface) (PDB
ID: 6NV2). (B)
Binding of DP-005 induces a reorientation of the p65_45R peptide (original conformation of binary complex, yellow sticks;
ternary complex with DP-005, red sticks). (C) Hydrophobic contacts
are indicated with spheres. (D) Polar contacts of DP-005 displayed
as yellow dashed lines with the polar contact of the methoxy group
of DP-005 and K122 highlighted with black dashed lines. (E) Overlay
of FC-A (blue sticks) and DP-005 (green sticks). An arrow indicates
the hydroxyl group at position 12, which causes the difference in
affinity between both compounds. Hydrophobic residues of the peptide/protein
complex are shown as spheres. (F) The resonance corresponding to the
W230 Nε–Hε bond of 14-3-3σ was monitored
to detect the stabilization of this PPI. This resonance is circled
in black on the 1H–15N TROSY-HSQC spectrum
of 15N13C2H-labeled 14-3-3σ
(shown on the right), and the corresponding residue W230 is represented
as sticks, colored in blue and circled in black on the crystal structure
(shown on the left, represented as a white surface). This residue
is close to the peptide-binding site and distant from the FC-A binding
site. (G–J) The enlarged spectral region of the 1H-15N TROSY-HSQC containing the resonance corresponding
to the W230 Nε–Hε bond of 14-3-3σ (125 μM)
is shown in the presence of DMSO 4% (v/v), present in all samples
(G), FC-A 125 μM (H), p65_45R peptide 625 μM
(I), and p65_45R peptide 625 μM and FC-A 125 μM
(J).An overlay of FC-A with the conformation
of DP-005 points out the
impact of the singular hydroxyl group at the 12-position of FC-A,
not present in DP-005, on the binding to the protein complex (Figure E). The hydroxyl
group would have an orientation that would induce a steric and polar
clash with hydrophobic elements of the peptide. This indicates that
the peptide would potentially require further rearrangements to accommodate
the binding of FC-A, which potentially explains why the ternary structure
of FC-A/p65_45R/14-3-3σΔC could not be determined
with X-ray crystallography.As an alternative to obtaining structural
information on the binding
of FC-A to the binary p65/14-3-3 complex, NMR measurements were performed,
on the basis of the assignments of 14-3-3σ signals.[45] Chemical shift perturbations in the resonances
corresponding to specific residues along 14-3-3σ confirmed that
FC-A binds in its previously reported binding pocket, in the presence
and in the absence of the p65_45 peptide (Figure S4). To specifically monitor the binding event of the p65_45R to 14-3-3σ, we focused on the 1H–15N TROSY-HSQC signature of the residue W230 side chain of 15N13C2H labeled 14-3-3σ. This
residue is specifically affected by the p65_45R peptide
binding, but not by the FC-A binding, as can be expected from its
remote position from the FC-A binding pocket (Figure F). Its side-chain Nε–Hε
resonance has a clear signature because it is isolated in the spectrum
(Figure F) and is
unambiguously assigned (Figure S5). Monitoring
the resonance intensity of Nε–Hε W230 revealed
that the intensity of this resonance is, as expected, not affected
by the presence of FC-A alone (Figure G,H). Addition of the p65_45R peptide alone
results in resonance broadening due to the binding and an intensity
drop to 80% as compared to the reference spectrum (Figure I). Addition of FC-A together
with the p65_45R peptide resulted in the most pronounced
decrease of the intensity of the Nε–Hε W230 resonance,
down to 20% (Figure J). The data thus orthogonally confirm the stabilization of the p65_45R/14-3-3σ complex by FC-A.
Preferential Stabilization
of the p65/14-3-3 Complex by DP-005
The stabilization of
p65/14-3-3 by DP-005 was significantly stronger
than the effect of FC-A (vide supra), which raised the question about
DP-005’s impact on other FC responsive 14-3-3 PPIs. Crucial
differences between FC-A and DP-005 are the additional polar decorations
of FC-A at positions 12 and 19 (Figure A,B). Hence, we hypothesized, on the basis of the crystal
structure of the ternary complex, that the hydrophobic contacts of
the Ile and Pro at the +1 and +2 positions of the p65_45R peptide would be complementary to the hydrophobic isopropyl of DP-005
and thus are a crucial driving force for DP-005-based stabilization.
Diverse amino acid sequences can be found C-terminal from the phosphorylation
site within FC responsive 14-3-3 PPIs.[20−24] We investigated the effects of FC-A and DP-005 on
a small set of three different clinically relevant 14-3-3 interaction
partners (CFTR,[46,47] c-Raf,[37,48] and p53[49,50]). These interaction partners differ in size
and hydrophobicity of the +1 amino acid (Figure A). Apparent binding affinities were determined
using FA and isothermal titration calorimetry (ITC) (Figures , S6, and S7).
Figure 5
Comparison of FC-induced stabilization on 14-3-3 PPIs.
(A) Overview
of 14-3-3 binding epitopes. (B) Overlay of the crystal structures
of the binding epitopes shown in (A) (cartoon representation, phosphorylated
residue, and +1 amino acid shown as sticks). FC-A is shown as transparent
spheres, while 14-3-3 is shown as white van der Waals surface. (C)
Binding affinities of indicated peptides were measured for 14-3-3γ
in the presence of DMSO as control (ctrl), 100 μM FC-A, or 100
μM DP-005 with FA (r in mAU). For peptide sequences,
see Tables and S3. (D) Apparent binding affinity of DP-005/p65_biR/14-3-3γ complex formation measured with ITC (n = 1). For the duplicate, see Figure S7C. Syringe, 150 μM 14-3-3γ, 200 μM DP-005;
cell, 10 μM p65_biR, 200 μM DP-005. (E) KDapp values in μM for the indicated
peptides for the DMSO control (ctrl) or with FC-A or DP-005 as mean
± SD measured with FA (upper panel, n = 3) and
ITC (lower panel, n = 2). n.d. = not determined.
(F) Increase in affinity of the binding partners due to FC-A or DP-005
shown as the ratio of the dissociation constant of the DMSO control
(KDI) divided by the dissociation
constant in the presence of either FC-A (KDFC-A) or DP-005 (KDDP-005) based on FA results. The numbers indicate
the factor with which the binding affinity is enhanced due to the
FCs as compared to the control.
Comparison of FC-induced stabilization on 14-3-3 PPIs.
(A) Overview
of 14-3-3 binding epitopes. (B) Overlay of the crystal structures
of the binding epitopes shown in (A) (cartoon representation, phosphorylated
residue, and +1 amino acid shown as sticks). FC-A is shown as transparent
spheres, while 14-3-3 is shown as white van der Waals surface. (C)
Binding affinities of indicated peptides were measured for 14-3-3γ
in the presence of DMSO as control (ctrl), 100 μM FC-A, or 100
μM DP-005 with FA (r in mAU). For peptide sequences,
see Tables and S3. (D) Apparent binding affinity of DP-005/p65_biR/14-3-3γ complex formation measured with ITC (n = 1). For the duplicate, see Figure S7C. Syringe, 150 μM 14-3-3γ, 200 μM DP-005;
cell, 10 μM p65_biR, 200 μM DP-005. (E) KDapp values in μM for the indicated
peptides for the DMSO control (ctrl) or with FC-A or DP-005 as mean
± SD measured with FA (upper panel, n = 3) and
ITC (lower panel, n = 2). n.d. = not determined.
(F) Increase in affinity of the binding partners due to FC-A or DP-005
shown as the ratio of the dissociation constant of the DMSO control
(KDI) divided by the dissociation
constant in the presence of either FC-A (KDFC-A) or DP-005 (KDDP-005) based on FA results. The numbers indicate
the factor with which the binding affinity is enhanced due to the
FCs as compared to the control.The example of CFTR is particularly interesting because the binding
behavior of the CFTRpeptides shows similarities with the p65peptides:
for both interactions, a bivalent binding mode is suggested, whereby
only one of the two binding sites is responsive to FCs (Figure S6A,B),[24] and
both offer a hydrophobic amino acid at the +1 position (Figure A). Therefore, the bivalent
p65_biR and CFTR_bi peptides were used to measure the effects
of FC-A and DP-005 on complex formation with 14-3-3γ (Figure C–F). FC-A
decreased the apparent dissociation constants of both complexes by
a factor of 4–7 in FA. ITC measurements confirmed the FC-A-based
stabilization of the p65_biR/14-3-3γ complex, while
FC-A induced a loss of heat signal for the FC-A/CFTR_bi/14-3-3γ
complex (Figure S7A–F). In the presence
of DP-005, the apparent binding affinities shifted to about 2 μM
for the CFTR_bi/14-3-3γ complex (6-fold stabilization) and 0.1
μM for the p65_biR/14-3-3γ complex (120-fold stabilization)
with FA and ITC (Figures C–F and S7M,N). Overall,
DP-005 has a 10× stronger stabilizing effect than does FC-A on
the p65_biR/14-3-3γ complex.The preferential
stabilization of the p65/14-3-3γ complex
by DP-005 is remarkable, because the CFTR_753 peptide offers with
a valine instead of an isoleucine at the +1 position a hydrophobic
environment similar to that of the p65_45R peptide. However,
the isoleucine of CFTR_753 at the +2 position is pointing toward the
phosphorylated residue due to the alternating orientations of the
amino acid side chains of unstructured motifs (Figure S6). In this orientation, the Ile is not able to establish
favorable hydrophobic contacts with DP-005, unlike the proline at
the +2 position of the p65_45R peptide (Figure C). Therefore, it can be suggested
that the difference of the +2 position of the peptide sequences is
crucial for the enhanced potency of DP-005 on the p65/14-3-3γ
complex.For c-Raf, two 14-3-3 binding sites are reported, pS233
and pS259,
which both contain a more polar threonine at the +1 and a proline
at the +2 positions (Figure A).[21] This interaction is not stabilized
by FC-A;[11] therefore, it was interesting
to analyze the stabilization achievable with DP-005 on the c-Raf_259/14-3-3
complex. In the presence of DP-005, the c-Raf_259 peptide binds 2×
stronger to 14-3-3γ, while the lack of stabilization for FC-A
could be reproduced (Figure C–F). Besides the small effects, the observed stabilization
was consistent in FA and ITC (Figures E and S7M,N). This shows
that a small polar amino acid at the +1 position reduces the stabilizing
effect of DP-005, which confirms that mostly hydrophobic contacts
between this FC derivative, the peptide, and 14-3-3 are necessary
to establish the cooperative binding.p53 binds to 14-3-3 via
its C-terminal domain, and one of multiple
possible phosphorylated binding sites, the pT387 site, was cocrystallized
with 14-3-3.[49−51] The binding sequence contains a polar glutamic acid
at the +1 position, and the peptide is bound in a bent conformation
within the 14-3-3 binding groove, which allows FCs to bind (Figure A,B).[20] However, FC-A shows only a stabilization of
the p53/14-3-3 interaction by reducing the apparent KD by a factor of 2 in FA, which could not be confirmed
by ITC. DP-005 has no significant effect on the p53/14-3-3 complex
(Figures C–F
and S7M,N). DP-005 thus has a specific
and strong stabilization effect on the p65 sequence exclusively.
Cooperativity Factor as a Measure of Concentration-Independent
Stabilization
The relative effect of a set FC concentration
on the examined 14-3-3 PPIs revealed major differences in stabilization
potency. These measurements were performed at a single, fairly high
concentration of FCs and give no information about the effective range
of FC concentrations, the concentrations needed to reach saturation
of the system, or the low threshold concentration necessary to achieve
stabilization. Cooperativity analysis was done to gain a deeper understanding
of the relevant concentrations and to quantify the preferential stabilization
of p65 by DP-005, over other targets via the concentration-independent
cooperativity factor α (Figure S8 and Table S2). The α-factor describes the enhancement of binding
affinity of a ternary complex formation as compared to a binary complex.[9,11,12] To calculate this factor, 14-3-3γ
titrations were performed in the presence of a variety of constant
concentrations of DP-005 or FC-A stabilizer on the p65, CFTR, c-Raf,
and p53/14-3-3 interactions (Figures A,B, S9, and S10). The highest
FC concentration used was 250 μM, which was reduced stepwise
in a 1:1 dilution series. At increasing concentrations of compound,
the protein has an increasing partial occupancy of bound stabilizer
during the titrations. Because of cooperative binding, this leads
to more peptide binding at lower protein concentrations, and hence
a left shift of the binding curves that resulted in a 2D stabilizing
profile.[11] A binding event of FCs to the
p65_biR peptide in the absence of protein could not be
detected (Figure S8C,D).
Figure 6
Cooperativity analysis
of FC-A and DP-005 on 14-3-3 PPIs. (A) 2D
FA-results of FC-A with p65_biR/14-3-3γ and CFTR_bi
(n = 1). FC-A concentrations range from 0 to 250
μM; the vertical gray line indicates the peptide concentration.
Anisotropy (r) given in mAU. (B) 2D FA-results of
DP-005 with p65_biR/14-3-3γ or CFTR_bi (n = 1). DP-005 concentrations range from 0 to 250 μM; the vertical
gray line indicates the peptide concentration. (C) Scheme of 2D titration
in FA. 14-3-3 was titrated against 100 nM of peptide (P) varying fixed
concentrations of stabilizer (S). The data analysis was based on a
one-to-one binding model. For cooperativity analysis, the ratio of KD of the binary (KDI) and ternary (KDapp) complex was used to derive the cooperativity factor α (for
derivation of the equations and additional information, see the Supporting Information). (D) KDI/KDapp ratio plotted against FC-A concentration for 2D titrations shown
in (A) and Figure S9. The arrow indicates
the minimal active concentration of the stabilizer, while the curve
reaches saturation at the α-value. (E) KDI/KDapp ratio
plotted against DP-005 concentration for 2D titrations shown in (B)
and Figure S10. Analysis is in accordance
with (D). (F) The cooperativity value α for the ternary complexes
with 14-3-3γ and either FC-A or DP-005 was plotted against the
different target peptides. DP-005 has a 10-fold stronger effect on
the p65/14-3-3γ interaction than does any other measured interaction.
Cooperativity analysis
of FC-A and DP-005 on 14-3-3 PPIs. (A) 2D
FA-results of FC-A with p65_biR/14-3-3γ and CFTR_bi
(n = 1). FC-A concentrations range from 0 to 250
μM; the vertical gray line indicates the peptide concentration.
Anisotropy (r) given in mAU. (B) 2D FA-results of
DP-005 with p65_biR/14-3-3γ or CFTR_bi (n = 1). DP-005 concentrations range from 0 to 250 μM; the vertical
gray line indicates the peptide concentration. (C) Scheme of 2D titration
in FA. 14-3-3 was titrated against 100 nM of peptide (P) varying fixed
concentrations of stabilizer (S). The data analysis was based on a
one-to-one binding model. For cooperativity analysis, the ratio of KD of the binary (KDI) and ternary (KDapp) complex was used to derive the cooperativity factor α (for
derivation of the equations and additional information, see the Supporting Information). (D) KDI/KDapp ratio plotted against FC-A concentration for 2D titrations shown
in (A) and Figure S9. The arrow indicates
the minimal active concentration of the stabilizer, while the curve
reaches saturation at the α-value. (E) KDI/KDapp ratio
plotted against DP-005 concentration for 2D titrations shown in (B)
and Figure S10. Analysis is in accordance
with (D). (F) The cooperativity value α for the ternary complexes
with 14-3-3γ and either FC-A or DP-005 was plotted against the
different target peptides. DP-005 has a 10-fold stronger effect on
the p65/14-3-3γ interaction than does any other measured interaction.For FC-A the apparent KD’s of
the p65_biR and CFTR_bi in complex with 14-3-3γ shift
an order of magnitude from about 10 to 1 μM for both peptides
(Figure A). Increasing
concentrations of FC-A also induce a shift in the upper plateau, most
likely due to a reduced flexibility of the fluorescently labeled N-terminus
of the peptide. This could be caused by a reduced flexibility of the
“roof” of 14-3-3 comprised of the C-terminal helix of
14-3-3 upon binding of FCs (see its interactions with D215 and Ile218, Figure C,D).[25] Unlike FC-A, DP-005 induces about a 100-fold
decrease of apparent KD-values for the
p65_biR/14-3-3γ complex, while the curves for the
DP-005/CFTR_bi/14-3-3γ complexes are comparable to the curves
for FC-A with a shift of only 1 order of magnitude (Figure B). DP-005 also causes an increase
of anisotropy values for the upper plateau. These data were fitted
using the Hill equation, and the resulting apparent KD’s in the presence of the FCs (KDapp) were divided by the KD of the binary complex (KDI). It is expected that at a certain stabilizer concentration
the system is saturated, which resulted in no further reduction of
apparent KD-values with increasing concentrations
of stabilizer. This saturated system can be used to extrapolate the
cooperativity factor α (Figure C and Table S2). This value
represents the maximum reduction of KD induced via the stabilizer and can be derived from the ratio of
the dissociation constant of the binary complex and the apparent KD of the complex saturated with stabilizer (for
more information, see the Supporting Information). By plotting the KDI/KDapp ratio versus the FC concentration,
not only the α-factor but also a threshold concentration can
be extracted (Figure D,E). This concentration is the minimal required FC concentration
needed to induce cooperative formation of the ternary complex. The
threshold concentration of FC-A was 10 μM for both the p65_biR and the CFTR_bi (Figure D,E). The FC-A/p65/14-3-3γ complex reached saturation
with 30 μM FC-A, as higher concentrations do not change the
ratio of KDI/KDapp anymore (Figure D). At the point of saturation, the KDI/KDapp gives an α-value of 5 for the FC-A/p65/14-3-3γ,
while for the FC-A/CFTR_bi/14-3-3γ an α-value of 8 is
reached. An α-value of 10 was determined for the DP-005/CFTR_bi/14-3-3γ
complex, also with the threshold concentration of 10 μM to induce
cooperative binding. In contrast, only 1 μM of DP-005 is needed
to induce cooperativity of the DP-005/p65/14-3-3γ complex with
an α-value of 120, at least 10× higher than any other measured
α-value. DP-005 revealed only a small enhancement of apparent KD values for c-Raf and p53, even at the highest
concentrations. The higher concentrations of FC-A led to a further
decrease of KDapp and resulted
in an α-value of 3 for the FC-A/p53/14-3-3γ complex. In
contrast, the destabilizing effect of FC-A on the c-Raf/14-3-3γ
complex becomes more obvious at higher concentrations, while the higher
concentrations of DP-005 did not further decrease the KDapp. An α-value of about 1.5 was determined
for the DP-005/c-Raf/14-3-3γ and the DP-005/p53/14-3-3γ
complex.
Conclusions
Cooperativity analysis
has been shown to be a powerful tool to
explain and compare the efficacy of PPI stabilizers and to optimize
their affinity.[11,12] In this Article, the p65/14-3-3
interaction was structurally elucidated to provide fundamental molecular
details of this interaction. These are urgently required, particularly
to provide novel molecular entries for translational chemical biology
targeting the NF-κB pathway. The biophysical characterization
of the p65/14-3-3 complex was subsequently utilized for natural compound-based
PPI stabilization studies and for the development of conceptual insights
in the underlying cooperative mechanism. This has provided clear molecular
directions to molecular optimization of both affinity and selectivity
parameters of PPI stabilization drug development.Natural compounds
provide unique tools to probe and interrogate
unique regions of chemical space,[52] which
can be extended and brought to higher levels of control and specificity
through their chemical modifications.[25] In the field of PPI stabilization, natural compounds are of unique
importance because the first identified stabilizer molecules in clinical
use belong to this compound class, for example, rapamycin or FK506.[5−7] A number of 14-3-3-based PPIs are stabilized by FCs with correlated
positive effects on the underlying biological systems, such as tumor
growth reduction by Cotylenin A[21] or improved
neural regeneration with FC-A.[53,54] While DP-005 is generally
a weaker stabilizer than FC-A for most 14-3-3 PPIs, here we revealed
that, in contrast, DP-005 has the strongest stabilizing capability
of all FCs for the p65/14-3-3 interaction, being 10-fold more potent
than FC-A. The structural elucidation of the DP-005 binding mode identified
the key elements required for highly cooperative binding, including
specific hydrophobic contacts with the p65 partner epitope and 14-3-3K122 as a polar anchor.The high cooperativity of DP-005 for
stabilizing the p65/14-3-3
interaction highlights that a relatively small modification to a small-molecule
PPI stabilizer can have profound effects on the magnitude of the cooperativity.
Specifically, the results revealed a strong increase in PPI selectivity
by virtue of this cooperativity. The nondifferentiated stabilizing
effects of FC-A, FC-J, and FC-NAc on the p65/14-3-3 complex demonstrate
that higher intrinsic affinities of the stabilizer (FC-A and FC-J
have similar binding affinities toward 14-3-3, while FC-NAc has a
significantly higher affinity[11,25]) do not necessarily
translate into better PPI stabilization. The higher cooperativity
of DP-005 for the p65/14-3-3 PPI resulted in its most favorable stabilization,
while simultaneously featuring similar or weaker capacity to stabilize
other 14-3-3 PPIs, which thus leads to selectivity. PPI stabilization
in general is an interplay of the intrinsic affinity of the binding
partners and the cooperative binding. Increasing cooperativity rather
than intrinsic affinity, during compound optimization, will simultaneously
generate selectivity. FA-based cooperativity analysis, as described
here, represents an excellent approach suitable to medium-throughput
analysis with lower demand of compound as compared to ITC-based cooperative
analysis. The 2D titration profiles enable an identification of the
concentration regime under which a stabilizer might be useful and
identify compounds likely to elicit good selectivity early in the
drug discovery process.In conclusion, this study provides the
structural and biophysical
basis of the p65/14-3-3 interaction as an important step in the identification
and rational design of small-molecule modulators. Specifically, the
FC natural products and derivatives are shown to be highly promising
tool compounds, with chemical entries to achieving PPI selective stabilization
by means of cooperativity. The high cooperativity of the most promising
compound DP-005, addressing the uniquely hydrophobic p65/14-3-3 interface
pocket, also results in a low threshold concentration for realizing
PPI stabilization. This study highlights the way toward selective
PPI stabilization, with cooperativity analysis providing an analytical
tool to guide compound or stabilizer optimization in PPI drug discovery
projects.
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