Peter J Cossar1, Madita Wolter1, Lars van Dijck1, Dario Valenti1,2, Laura M Levy2, Christian Ottmann1, Luc Brunsveld1. 1. Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands. 2. Taros Chemicals GmbH & Co. KG, Emil-Figge-Straße 76a, 44227 Dortmund, Germany.
Abstract
The stabilization of protein complexes has emerged as a promising modality, expanding the number of entry points for novel therapeutic intervention. Targeting proteins that mediate protein-protein interactions (PPIs), such as hub proteins, is equally challenging and rewarding as they offer an intervention platform for a variety of diseases, due to their large interactome. 14-3-3 hub proteins bind phosphorylated motifs of their interaction partners in a conserved binding channel. The 14-3-3 PPI interface is consequently only diversified by its different interaction partners. Therefore, it is essential to consider, additionally to the potency, also the selectivity of stabilizer molecules. Targeting a lysine residue at the interface of the composite 14-3-3 complex, which can be targeted explicitly via aldimine-forming fragments, we studied the de novo design of PPI stabilizers under consideration of potential selectivity. By applying cooperativity analysis of ternary complex formation, we developed a reversible covalent molecular glue for the 14-3-3/Pin1 interaction. This small fragment led to a more than 250-fold stabilization of the 14-3-3/Pin1 interaction by selective interfacing with a unique tryptophan in Pin1. This study illustrates how cooperative complex formation drives selective PPI stabilization. Further, it highlights how specific interactions within a hub proteins interactome can be stabilized over other interactions with a common binding motif.
The stabilization of protein complexes has emerged as a promising modality, expanding the number of entry points for novel therapeutic intervention. Targeting proteins that mediate protein-protein interactions (PPIs), such as hub proteins, is equally challenging and rewarding as they offer an intervention platform for a variety of diseases, due to their large interactome. 14-3-3 hub proteins bind phosphorylated motifs of their interaction partners in a conserved binding channel. The 14-3-3 PPI interface is consequently only diversified by its different interaction partners. Therefore, it is essential to consider, additionally to the potency, also the selectivity of stabilizer molecules. Targeting a lysine residue at the interface of the composite 14-3-3 complex, which can be targeted explicitly via aldimine-forming fragments, we studied the de novo design of PPI stabilizers under consideration of potential selectivity. By applying cooperativity analysis of ternary complex formation, we developed a reversible covalent molecular glue for the 14-3-3/Pin1 interaction. This small fragment led to a more than 250-fold stabilization of the 14-3-3/Pin1 interaction by selective interfacing with a unique tryptophan in Pin1. This study illustrates how cooperative complex formation drives selective PPI stabilization. Further, it highlights how specific interactions within a hub proteins interactome can be stabilized over other interactions with a common binding motif.
The emergence of small-molecule
modulation of protein–protein
interactions (PPIs) has vastly expanded the druggable proteome for
therapeutic intervention.[1] In combination
with the rise of fragment-based drug discovery as an established approach
for drug design,[2−6] the development of PPI inhibitors has rapidly matured.[7,8] The orthogonal approach of PPI stabilization has also emerged as
a promising therapeutic approach,[9,10] illustrated
by the development of cooperative proteolysis targeting chimeras (PROTACs)
and immunomodulatory drugs (IMiDs), such as lenalidomide.[11−13] Given that proteins typically engage in multiple protein interactions,
via a common interface, it is essential when developing small-molecule
PPI modulators to consider selectivity. This is of particular relevance
in the field of PPI stabilizers as illustrated with the development
of a cooperative PROTAC, AT1,[14] inducing
non-native PPIs and IMiD research which has expanded to a range of
protein targets.[15]Covalent tethering
approaches are a valuable tool for drug discovery,[16−18] particularly
for targeting challenging drug targets, such as K-Ras.[19] One of the most compelling applications of covalent
tethering is the ability to detect weakly binding hit fragments, a
result of out of equilibrium bond formation between the fragment and
the protein.[2,20−22] Such site-directed
fragment identification has broad applications to PPI stabilization,
as we have shown previously using a disulfide tethering approach for
hub protein 14-3-3 in complex with estrogen receptor α (ERα)[23] and estrogen related receptor γ (ERRγ).[24] Further, we have also shown the application
of dynamic covalent imine tethering for the stabilization of the 14-3-3/NF-κB
complex.[25]Stabilization of hub proteins
with partner proteins, for instance
14-3-3 with any of its multiple cellular interaction partners,[26] including c-Myc,[27] p53,[28] Raf kinases,[29,30] p65,[31] and CFTR,[32] has promising therapeutic potential for the treatment of numerous
diseases including cancer and neurological diseases. The extensive
14-3-3 interactome presents an excellent platform for investigating
the development of PPI stabilizers. However, this interactome comes
with a significant challenge for developing chemical probes that are
selective for a specific interaction. 14-3-3 modulates cellular function
by binding phosphorylated partner proteins via a conserved binding
groove that recognizes a phosphorylated serine or threonine.[33] The highly conserved nature of the 14-3-3 binding
groove calls for diverse approaches to develop selective chemical
probes that stabilize specific 14-3-3 complexes. We have previously
shown that chemical probes that target 14-3-3 proteins have generalized
selectivity for extended, bent, and truncated partner proteins.[34] However, the level of promiscuity of such stabilizers
toward partner proteins sharing a common binding epitope remains to
be addressed.We selected the interaction between 14-3-3 and
the peptidyl-prolyl cis–trans isomerase NIMA-interacting
1 (Pin1) protein, which is closely involved in many disease states,
as a relevant case study. The formation of the 14-3-3/Pin1/Myc complex
is reported to drive the ubiquitination and proteasomal degradation
of oncogenic Myc.[27,35]Here, we show that the
unique topologies and functionalities of
various binding interfaces shaped by the complexes of 14-3-3 will
direct specific molecular fragments that selectively stabilize a specific
14-3-3 PPI (Figure A). Utilizing an imine-tethering approach,[34] we demonstrate how selectivity can be engineered in the early stages
of the drug discovery process. We exploit a privileged anchor point
of Lys122 that lies at the interface of the composite binding pocket
formed by the protein complex (Figure B,C). This binding pocket is situated adjacent to the
phospho-accepting pocket. Fragment binding is only compatible with
bent partner protein epitopes. Further selectivity is driven by templating
effects of the amino acid in the plus one position relative to the
phosphorylated residue of the interaction partner.
Figure 1
Imine-based tethering
for selective targeting of the Pin1/14-3-3
interaction. (A) Schematic representation of selective small molecule
(yellow star) stabilization of the Pin1/14-3-3 complex formation and
the effect on other 14-3-3 mediated PPI interactions. Previous studies
identified complex stabilization (comp. stab.) of the p65/14-3-3 interaction
by imine-forming fragments. The 14-3-3 complex with TAZ, p53, or ERα
was not affected by those fragments (no stab.).[34] (B) Crystal structure of a 14-3-3σ monomer (cartoon
representation with transparent surface; PDB code 7AOG; for clarity the
Pin1 partner peptide is hidden). Highlighted is Lys122 (orange sticks)
and the phospho-accepting pocket (white sticks). The purple box indicates
the region depicted in panel C. The green box indicates the region
depicted in panel E. (C) Crystal structure of 4-imidazole-benzaldehyde
(fragment L1, yellow sticks) binding to the interface
of the p65-derived peptide (pS45) (purple sticks) and 14-3-3σ
(white cartoon and sticks) complex revealed imine bond formation of L1 with Lys122 of 14-3-3σ (orange sticks) and L1 makes
hydrophobic contacts with Ile+1 of p65 (hydrophobic contacts indicated
by transparent spheres) (PDB code 6YP2).[34] (D) Fluorescence
anisotropy (r in mAU) depicting the binding of phosphorylated
Pin1-peptides to 14-3-3γ. Shown are the mean ± SD (n = 3). (E) Cocrystal structure of Pin1 (phosphorylated
S72, green sticks) in complex with 14-3-3σ (cartoon and stick
representation). The 2Fo – Fc electron density map (green mesh) is contoured
at 1σ. Polar interactions are shown with yellow dashes (PDB
code 7AOG).
Imine-based tethering
for selective targeting of the Pin1/14-3-3
interaction. (A) Schematic representation of selective small molecule
(yellow star) stabilization of the Pin1/14-3-3 complex formation and
the effect on other 14-3-3 mediated PPI interactions. Previous studies
identified complex stabilization (comp. stab.) of the p65/14-3-3 interaction
by imine-forming fragments. The 14-3-3 complex with TAZ, p53, or ERα
was not affected by those fragments (no stab.).[34] (B) Crystal structure of a 14-3-3σ monomer (cartoon
representation with transparent surface; PDB code 7AOG; for clarity the
Pin1 partner peptide is hidden). Highlighted is Lys122 (orange sticks)
and the phospho-accepting pocket (white sticks). The purple box indicates
the region depicted in panel C. The green box indicates the region
depicted in panel E. (C) Crystal structure of 4-imidazole-benzaldehyde
(fragment L1, yellow sticks) binding to the interface
of the p65-derived peptide (pS45) (purple sticks) and 14-3-3σ
(white cartoon and sticks) complex revealed imine bond formation of L1 with Lys122 of 14-3-3σ (orange sticks) and L1 makes
hydrophobic contacts with Ile+1 of p65 (hydrophobic contacts indicated
by transparent spheres) (PDB code 6YP2).[34] (D) Fluorescence
anisotropy (r in mAU) depicting the binding of phosphorylated
Pin1-peptides to 14-3-3γ. Shown are the mean ± SD (n = 3). (E) Cocrystal structure of Pin1 (phosphorylated
S72, green sticks) in complex with 14-3-3σ (cartoon and stick
representation). The 2Fo – Fc electron density map (green mesh) is contoured
at 1σ. Polar interactions are shown with yellow dashes (PDB
code 7AOG).
Results and Discussion
Elucidation of 14-3-3/Pin1
Interaction
Previously,
we have reported the development of an aldehyde fragment screening
approach, which targeted the p65/14-3-3σ PPI.[34] This site-directed fragment screening approach forms an
aldimine bond between the aldehyde fragment and Lys122 of 14-3-3σ.
Lysine presents an attractive anchoring point for covalent drug discovery
owing to the large representation of lysine in the proteome.[36−38] Lys122 is located within the binding groove of 14-3-3, adjacent
to the p65/14-3-3 interface (Figure B,C).[39] This privileged
location of imine bond formation offers the unique opportunity to
evaluate the efficacy and selectivity of aldehydes stabilizing complex
formation with the hub protein 14-3-3.Research by Wen et al.
has suggested that 14-3-3 binds the Pin1 protein in a disordered loop
region (Val6 −Thr81).[35] Screening
of the protein sequence with a 14-3-3 prediction server[40] further supported the proposed binding site
being within the loop region of Pin1. Amino acids Ser71 and Ser72
were identified as potential 14-3-3 recognition sites. Computational
screening predicted that the pSer72 site was the more likely binding
motif (Table S1). Considering the proximity
of the two amino acids in the binding motif, we tested both phosphorylation
sites. We screened 17-mer phosphopeptides representing the loop region
of Pin1 whereby either Ser71 or Ser72 was phosphorylated. The elucidation
of binding affinities was done using a fluorescence anisotropy (FA)
assay with 14-3-3γ. The pSer72 (Pin1_72) peptide elicited a KD of 22.2 ± 1.20 μM (Figure D). In contrast, a KD of ∼270 μM was observed for the
pSer71 peptide. Next, the Pin1_72 peptide was crystallized in complex
with 14-3-3σ at 1.5 Å resolution (Table S2). Notably, we were unable to crystallize the pSer71 site.
Analysis of the complex showed that Pin1_72 occupied two-thirds of
the amphiphilic phospho-binding groove of 14-3-3 (Figure E). Of particular interest
was the orientation of Trp73 of Pin1_72 due to its hydrophobic interactions
with the 14-3-3 surface. Further, the C-terminus of the peptide veers
out of the binding groove, generating a composite pocket for small
molecule binding.
Site-Directed Aldimine Fragment Screening
Given the
solvent exposure of Lys122 of 14-3-3 in the complex with Pin1_72,
we selected 42 covalent fragments from an in-house aldehyde fragment
library for fragment screening with the Pin1_72/14-3-3γ complex
using a FA assay.[34] Critical to this selection
was the knowledge that several fragments bound in the p65/14-3-3σ
complex, observed by X-ray,[34] but did not
elicit a stabilizing effect in FA assays, herein termed silent binders.
Fragments were screened by titration to a fixed concentration of 14-3-3γ
(10 μM) and Pin1_72 (50 nM). As a measure of activity, the inflection
point of the curve was determined, representing the half-maximum ternary
complex formation (CC50), where the ternary complex consists
of the 14-3-3 protein, Pin1_72 peptide, and a ligand. From the fragment
screen, 11 compounds were found to stabilize the Pin1_72/14-3-3γ
complex (Figure S1). Of these fragments, L2 and L3 were shown to exhibit significant complex
formation, albeit that a lack of upper plateau limited accurate assignment
of the CC50 values (Figure A,B, Table ). Notably, fragment L1, which did not contain
a halogen, was not active (Figure B). Inquisitive regarding the binding of L1, we also soaked this fragment with the 14-3-3σΔC/Pin1_72
complex. X-ray crystal structures of L1, L2, and L3 in complex with 14-3-3σΔC/Pin1_72
confirmed that all fragments formed a covalent imine bond with Lys122
(Figure C,D, Figure S2). The binding of L1–L3 induced a conformational change in Pin1_72 when compared
with the binary complex (Figure C), where the binary complex is defined as the 14-3-3
protein in complex with the interacting Pin1_72 peptide. Specifically,
Trp73 of Pin1, herein denoted Trp+1, describing its position relative
to pSer72, was flipped ∼90° forming a π–π
interaction with the fragment (Figure D).
Figure 2
Imine-based tethering revealed L2 and L3 as promising starting points for the development of Pin1/14-3-3
stabilizers. (A) Chemical structures of L1, L2, and L3. (B) Fluorescence anisotropy (r in mAU) assay of fragments L1–L3 where the compound was titrated to 10 μM 14-3-3γ and
50 nM fluorescently labeled Pin1. Shown are the mean ± SD (n = 3). (C) Ternary structure of 14-3-3/Pin1_72/L2 complex (PDB code 7AXN) overlaid with the binary structure of 14-3-3/Pin1_72 (PDB code 7AOG). Shown is the rearrangement
of Trp+1 of Pin1 (binary, light green; ternary, dark green) upon binding
of L2 (yellow sticks). 2Fo – Fc electron density map (blue
mesh) is contoured at 1σ. (D) The benzaldehyde core of L2 (yellow sticks) forms π–π stacks with
the indole moiety of Trp+1 of Pin1 (green sticks). (E) Overlay of L2 and L3 showing three pockets that can be probed
during fragment optimization (PDB codes 7AXN and 7AYF). (F) Chemical structures of 3, 6, and 9. (G) Compounds were titrated
to 10 μM 14-3-3γ and 50 nM Pin1_72 in FA (r, mAU). Shown are the mean ± SD (n = 3). (H–J)
Crystal structures of 3 (PDB code 7NIG), 6 (PDB code 7NJ6), and 9 (PDB code 7NJA) bound to 14-3-3σ in complex with
Pin1_72. Shown are hydrogen bonds (yellow dashes) and potential hydrophobic
contacts (indicated by sphere representation) between 3 (H), 6 (I), and 9 (J) and 14-3-3σΔC
(white cartoon and sticks). The 2Fo – Fc electron density map (blue mesh) is contoured
at 1σ.
Table 1
Focused Library Investigating
Potency
and Stabilization Factors for the Pin1/14-3-3 Interaction
compd
R1
R2
R3
R3
R4
Xa
CC50 (μM)b
apparent KD (μM)b
SFc
PDB coded
DMSO
22 ± 1e
7AOG
L1
H
H
H
H
H
C
>1000
7NIF
L2
H
Cl
H
H
H
C
423 ± 130f
18 ± 1
1.3
7AXN
L3a
H
H
Br
H
H
N
480 ± 74f
9 ± 5
2.4
7AYF
1
H
Br
H
H
H
>1000
nd
2
Cl
H
H
H
H
153 ± 42
8 ± 7
2.6
nd
3
Br
H
H
H
H
61 ± 7
6 ± 1
3.5
7NIG
4
H
H
H
Me
H
>1000
7NRK
5
H
H
H
H
Me
>1000
nd
6
H
H
H
CF3
H
>1000
7NJ6
7
H
H
H
benzyl
>1000
7NJ8
8
H
H
COOH
H
H
>1000
nd
9
H
H
phenyl
H
H
>500
7NJA
10
Cl
H
phenyl
H
H
166 ± 31
4.3 ± 0.2
3.6
7BDP
11
H
Cl
phenyl
H
H
>500
nd
12
H
Br
phenyl
H
H
>500
nd
13
Br
H
phenyl
H
H
101 ± 6
2.2 ± 0.1
10.8
7BDT
14
CF3
H
phenyl
H
H
306 ± 42
9 ± 2
1.2
7AZ1
15
H
CF3
phenyl
H
H
>500
7AZ2
16
OMe
H
phenyl
H
H
g
7BGQ
17
H
OMe
phenyl
H
H
g
7BGV
18
Me
H
phenyl
H
H
g
7BGR
19
OH
H
phenyl
H
H
19 ± 15
3.3 ± 0.2
4.9
7NRL
20
OCF3
H
phenyl
H
H
>500
n. bind.
21
OPh
H
phenyl
H
H
g
n. bind.
22
naphth
phenyl
H
H
g
7BGW
23
Br
H
2-Br phenyl
H
H
24 ± 3
1.2 ± 0.1
18.9
7BG3
24
Br
H
4-Br phenyl
H
H
106 ± 17
6.8 ± 0.3
3.3
n. bind.
25
Br
H
4-OH phenyl
H
H
>500
nd
26
Br
H
3-pyridinyl
H
H
92 ± 8
8.5 ± 0.6
2.3
nd
27
Br
H
2-F, 5-Br phenyl
H
H
118 ± 7
0.78 ± 0.02
56.6
7BDY
28
Br
H
2,4-diF phenyl
H
H
79 ± 3
0.27 ± 0.02
96.8
7BFW
X is only applicable to L1–L3. Fragments 1–28 contain a carbon atom in the 5 position
of the aromatic ring.
Measurements
were taken after overnight
incubation and in the presence of 100 μM fragment. Values are
given as the mean ± standard deviation (SD) of three separate
experiments (n = 3).
Fold stabilization was measured
based on the internal DMSO control and 100 μM fragment.
nd: not determined. n. bind.: no
extra electron density due to compound binding.
Value is a representative measurement
and not specifically the value used to calculate the stabilization
factor (SF), which was dependent on the internal DMSO reference.
A lack of upper-plateau limits
accurate
determination of the fragments CC5o value.
Compound showed autofluorescence
within the FP assay (Figure S3).
Imine-based tethering revealed L2 and L3 as promising starting points for the development of Pin1/14-3-3
stabilizers. (A) Chemical structures of L1, L2, and L3. (B) Fluorescence anisotropy (r in mAU) assay of fragments L1–L3 where the compound was titrated to 10 μM 14-3-3γ and
50 nM fluorescently labeled Pin1. Shown are the mean ± SD (n = 3). (C) Ternary structure of 14-3-3/Pin1_72/L2 complex (PDB code 7AXN) overlaid with the binary structure of 14-3-3/Pin1_72 (PDB code 7AOG). Shown is the rearrangement
of Trp+1 of Pin1 (binary, light green; ternary, dark green) upon binding
of L2 (yellow sticks). 2Fo – Fc electron density map (blue
mesh) is contoured at 1σ. (D) The benzaldehyde core of L2 (yellow sticks) forms π–π stacks with
the indole moiety of Trp+1 of Pin1 (green sticks). (E) Overlay of L2 and L3 showing three pockets that can be probed
during fragment optimization (PDB codes 7AXN and 7AYF). (F) Chemical structures of 3, 6, and 9. (G) Compounds were titrated
to 10 μM 14-3-3γ and 50 nM Pin1_72 in FA (r, mAU). Shown are the mean ± SD (n = 3). (H–J)
Crystal structures of 3 (PDB code 7NIG), 6 (PDB code 7NJ6), and 9 (PDB code 7NJA) bound to 14-3-3σ in complex with
Pin1_72. Shown are hydrogen bonds (yellow dashes) and potential hydrophobic
contacts (indicated by sphere representation) between 3 (H), 6 (I), and 9 (J) and 14-3-3σΔC
(white cartoon and sticks). The 2Fo – Fc electron density map (blue mesh) is contoured
at 1σ.X is only applicable to L1–L3. Fragments 1–28 contain a carbon atom in the 5 position
of the aromatic ring.Measurements
were taken after overnight
incubation and in the presence of 100 μM fragment. Values are
given as the mean ± standard deviation (SD) of three separate
experiments (n = 3).Fold stabilization was measured
based on the internal DMSO control and 100 μM fragment.nd: not determined. n. bind.: no
extra electron density due to compound binding.Value is a representative measurement
and not specifically the value used to calculate the stabilization
factor (SF), which was dependent on the internal DMSO reference.A lack of upper-plateau limits
accurate
determination of the fragments CC5o value.Compound showed autofluorescence
within the FP assay (Figure S3).
Fragment Extension and SAR Analysis
Having identified L2 and L3 as hit fragments
for optimization,
we sought to extend the fragments, with a focus on enhancing potency
for the Pin1_72/14-3-3 complex. Three key subpockets were identified
(P1, P2, and P3) as potential points for fragment extension (Figure E). A focused library
was constructed utilizing a nucleophilic aromatic substitution reaction,
with substituted imidazoles or benzimidazole and substituted 4-fluorobenzaldehydes
(Table ). Initial
library development focused on halogen substitution and shifting the
position of the halogen to probe pocket P1. Further, we investigated
the effect of substituted imidazoles to explore pockets P2 and P3.
Analysis using the FA assay showed that an exchange of the chloride
of L2 for bromine (1) resulted in a loss
of activity. In contrast, 2-substituted chlorine (2)
and bromine analogues (3) resulted in improved affinity
to the complex, with CC50 of 153 ± 42 μM and
61 ± 7 μM, respectively (Table , Figure F,G). Decorations on the imidazole ring (4–9) did induce minor to no complex stabilization.Analysis of X-ray crystal structures of these fragments provided
valuable insight into their activity profile (Figure H–J, Figure S2, Table S3). All measured fragments, 1–9, bound to Lys122 and induced a similar
shift of the Trp+1 residue of Pin1_72, forming a π–π
stack between the indole side chain and the benzaldehyde ring of the
fragment. Further, a shift of the halogen to the 2-position probes
the P1 subpocket formed by residues Asn42, Val46, Phe119, and Lys122
of 14-3-3 (Figure E,H). Fragments 4, 5, and 7 probe the P3 pocked comprising Asp215, Leu218, Ile219, and Leu222
(Figure E,I, Figure S2). The occupancy of the electron density
map for fragment 4 is low and prevents accurate positioning
of the imidazole decorations. However, the trifluoro of 6 reaches Asp215 of 14-3-3 (Figure I) and the benzimidazole of 7 engages
in hydrophobic contacts with Leu218 and Ile219 in the roof of 14-3-3
(Figure S2). Lastly, the installation of
a carboxylic acid (8) or a phenyl ring in the 2-position
of the imidazole ring (9) probed subpocket P2 formed
by Ile168, Asn42, and Phe119 (Figure E,J, Figure S2).Inspired
by the binding poses of 3 and 9, we combined
their structural features to improve stabilization.
Synthesis and screening of compounds 10–22 identified that a 2-bromo (13) or 2-hydroxy
(19) substituted phenylimidazole provided CC50 values of 101 ± 6 and 19 ± 15 μM, respectively (Table , Figure S2B, Table S3). The CC50 values were further complemented by protein titration assays
in the presence of a constant concentration of compound (100 μM).
In the case of complex stabilization, a left shift of apparent KD values is observed, here described as stabilization
factor (SF) (Figure A). Protein titration assay showed that fragment 13 (apparent KD = 2.16 ± 0.123 μM, SF = 10.8) elicited
improved stabilization of the ternary complex formation relative to 19 (apparent KD = 3.92 ±
0.247 μM, SF = 4.9).
Figure 3
Fragment 28 is the most potent
stabilizer of the Pin1_72/14-3-3
complex. (A) Schematic representation of the difference between dissociation
constant of the binary complex (KD, red
line), concentration specific stabilization of the ternary complex
(SF, purple line), and α-factor
of the ternary complex (dark green line). Gray lines directly relate
to panel E, where the apparent KD at a
specific concentration of fragment is represented (light to dark gray
indicates fragment concentration as per the legend). The stabilization
factor shows the shift in the apparent KD relative to the binary complex at a set concentration of compound.
The α-factor is a measure of the maximum stabilizing response
at saturation of the compound and measures the maximal cooperativity
of the ternary complex. This schematic illustrates the limitation
of only using a stabilization factor as different compounds have differing
cooperativity with the complex. (B) Chemical structures of 13, 23, 27, and 28. (C) Crystal
structure of the 13/Pin1_72/14-3-3σΔC complex
(PDB code 7BDT). Hydrogen bonds are shown as yellow dashes, and the electron density
map is shown as a blue mesh (contoured at 1σ). (D) FA protein
titrations in the presence of 100 μM fragment as indicated or
DMSO control (n = 3). (E) 2D protein titrations in
the presence of increasing concentrations of 28 (n = 1). (F) Ratio of KD/apparent KD plotted against the fragment concentrations.
The data are derived from 2D titrations (see panel E and Figure S5). The saturation of the ratio represents
the α-factor. (G) Comparison of stabilization factors in the
presence of 100 μM compound (SF100) and the α-factor.
(H) Crystal structure of the 28/Pin1_72/14-3-3σΔC
complex (PDB code 7BFW). Hydrogen bonds are shown as yellow dashes, and the electron density
map is shown as a blue mesh (contoured at 1σ). (I) Overlay of
FCA (PDB code 4JDD; ERα-peptide and 14-3-3σ hidden for clarity) and the
Pin1_72/14-3-3 complex shows a steric clash of Trp+1 of Pin1_72 and
FCA.
Fragment 28 is the most potent
stabilizer of the Pin1_72/14-3-3
complex. (A) Schematic representation of the difference between dissociation
constant of the binary complex (KD, red
line), concentration specific stabilization of the ternary complex
(SF, purple line), and α-factor
of the ternary complex (dark green line). Gray lines directly relate
to panel E, where the apparent KD at a
specific concentration of fragment is represented (light to dark gray
indicates fragment concentration as per the legend). The stabilization
factor shows the shift in the apparent KD relative to the binary complex at a set concentration of compound.
The α-factor is a measure of the maximum stabilizing response
at saturation of the compound and measures the maximal cooperativity
of the ternary complex. This schematic illustrates the limitation
of only using a stabilization factor as different compounds have differing
cooperativity with the complex. (B) Chemical structures of 13, 23, 27, and 28. (C) Crystal
structure of the 13/Pin1_72/14-3-3σΔC complex
(PDB code 7BDT). Hydrogen bonds are shown as yellow dashes, and the electron density
map is shown as a blue mesh (contoured at 1σ). (D) FA protein
titrations in the presence of 100 μM fragment as indicated or
DMSO control (n = 3). (E) 2D protein titrations in
the presence of increasing concentrations of 28 (n = 1). (F) Ratio of KD/apparent KD plotted against the fragment concentrations.
The data are derived from 2D titrations (see panel E and Figure S5). The saturation of the ratio represents
the α-factor. (G) Comparison of stabilization factors in the
presence of 100 μM compound (SF100) and the α-factor.
(H) Crystal structure of the 28/Pin1_72/14-3-3σΔC
complex (PDB code 7BFW). Hydrogen bonds are shown as yellow dashes, and the electron density
map is shown as a blue mesh (contoured at 1σ). (I) Overlay of
FCA (PDB code 4JDD; ERα-peptide and 14-3-3σ hidden for clarity) and the
Pin1_72/14-3-3 complex shows a steric clash of Trp+1 of Pin1_72 and
FCA.Analysis of the ternary crystal
structure showed that 13 bound in a similar conformation
to fragments 3 and 9 (Figure B,C). Interestingly, a conformational change
is observed in Asn42
of 14-3-3 and the C-terminus of Pin1_72. This induces a water-mediated
hydrogen bond interaction between Gln+3 of Pin1_72 and Asn42. This
conformational change is highly advantageous as this enhances the
polar contact between Pin1 and 14-3-3. Inspection of the electron
density of 13 suggested that its 2-phenyl freely rotated.
Further, Asn42 of 14-3-3 occupied two different conformations indicating
either a low occupancy of the fragment or high conformational freedom.
We therefore investigated the introduction of bulky side groups and/or
hydrogen bonding groups to the 2-phenylimidazole to impair free rotation
(23–28, Table , Figure S2, Table S3). The introduction of a hydrogen bonding
group proved to have limited effect (25 and 26) with 26 only showing weak stabilization (SF = 2.3).
Increasing the bulk of the 2-phenyl ring proved highly effective in
improving potency and stabilization with 2-bromo (23),
2-fluoro-5-bromo (27), and 2,4-difluoro (28) eliciting CC50 values of 24 ± 3, 118 ± 7,
and 79 ± 3 μM, respectively. To place this in context,
the natural product fusicoccin A (FCA) binds to the 14-3-3σ/ERα
complex with CC50 = 0.22 μM.[23] Further, 23, 27, and 28 showed
a significant shift in apparent KD ranging
from low to submicromolar activity (1.15–0.27 μM) (Figure D). This translated
to SFs ranging from 13- to 97-fold stabilization (Figure G).A thermal shift assay
was used as an orthogonal method to validate
fragment induced 14-3-3/Pin1 complex stabilization (Figure S4). Initially, we investigated the effect of the addition
of acetylated Pin1 peptide at 5 and 50 equiv on 14-3-3γ melting
temperature. The addition of 5 equivalents of Pin1 showed no significant
increase in melting temperature, while, 50 equiv resulted in an ∼1
°C increase in melting temperature. The addition of 27 or 28 to 14-3-3γ alone elicited no significant
effect on 14-3-3 melting temperature, indicating weak to absent binding
of the fragment to 14-3-3 alone. Notably, the addition of 27 or 28 to the complex of 14-3-3/Pin1, in the presence
of 5 eq of Pin1, resulted in a 1.1 and 2.1 °C increase in melting
temperature, respectively. The increase of melting temperature observed
with the 14-3-3/Pin1/27 complex or with the treatment
of 50 equiv of Pin1 shows how complex stabilization can significantly
enhance 14-3-3 complex avidity. These results show how cooperativity
between the three interaction partners leads to increased complex
stability.To benchmark the activity of fragment 28, we also
screened the known 14-3-3 stabilizer fusicoccin A (FCA) against Pin1.
FCA preferentially stabilizes 14-3-3 interaction partners with C-terminal
phosphorylation sites (pSer/pThr-X-COOH, X = hydrophobic residue),
like those present in the estrogen receptor α (ERα). Protein
titrations with FCA afforded an apparent KD of 3.32 ± 0.251 μM, an order of magnitude less potent
than 28 (Figure D).
Cooperativity in Ternary Complex Formation
In contrast
to PPI inhibition, where affinity to one of the protein pockets is
the driving force for drug development, the design of molecular glues
is driven by cooperative ternary complex formation. Both CC50 and SF values are concentration dependent values and might differ
based on assay design. Hence, we were aiming to determine the cooperativity
factor (α) as a concentration independent measure of cooperativity.[39,41,42] Cooperative complex formation
is often accompanied by structural changes to the interface of a complex
which translates to increased stability of the ternary complex.[41,43] To assess cooperativity of the ternary complex, fragments 13, 23, 27, and 28 were
selected for cooperativity analysis. The α-factor of the fragments
were determined using 14-3-3 titrations in the presence of a varied
but constant concentration of fragment in a dose-dependent manner.
The α-factor also describes the SF of a saturated system, where
higher compound concentrations do not further decrease the apparent KD. Further, the interval of change in stabilization
describes the system’s cooperative behavior (Figure A).Cooperativity analysis
of 13 showed that the compound induced an order of magnitude
decrease of the apparent KD of the 14-3-3/Pin_72
complex at 250 μM (Figure S5). However,
at higher concentration regimes significant assay interference was
observed, probably due to compound aggregation. Fragments 23, 27, and 28 all reached saturation or
approached saturation enabling accurate determination of the α-factor.
The largest cooperativity value was observed for 28,
with 2 orders of magnitude increase in Pin1 stabilization (Figure E,F). Fragments 13, 23, and 27 showed α-factors
of approximately 60 (Figure F). Notably, 27 reached saturation at a significantly
lower concentration, compared to 23, resulting in the
previously observed difference of SFs (Figure G). The 14-3-3/Pin1/28 complex
showed the highest cooperativity with an α-factor = 270 and
with only 1 μM of 28 necessary to induce a 2-fold
increase in PPI stabilization. Interestingly, while FCA elicits stabilization
for the 14-3-3/Pin1 complex at concentrations of 8 μM (SF8μM ≈ 10), the observed shift of apparent KD remains constant also at higher concentrations
of FCA (Figure F).
This weaker cooperative profile may be a function of the bulky hydrophobic
properties of FCA, having a higher intrinsic affinity to 14-3-3 but
being less compatible with the size of Trp+1 for optimal stabilization
(Figure I).[41]To better understand how structural changes
in 13, 23, 27, and 28 translated to different
cooperativity, the compounds were soaked into 14-3-3/Pin1 crystals.
Analysis of the crystal structures shows conformational changes at
the composite interface that potentially drive cooperative behavior.
The 14-3-3/Pin1/28 complex showed a conformational change
in Asn42 side chain of 14-3-3 induced by the presence of the 2,4-difluorophenyl
ring of 28. Specifically, this induces a conformational
change in Asn42 of 14-3-3 facilitating a direct hydrogen bond with
Gln+3 of Pin1 (Figure H). Notably, this interaction is absent in the crystal structures
of 13 and 27 (Figure C, Figure S6).
Additionally, we observed that the 4-fluoro occupies a deep pocket
formed by Cys38, Arg41, and Phe119, thereby locking the orientation
of the 2,4-difluorophenyl ring. It was also observed that the indole
side chain of Trp+1 has an inverted conformation compared to 13 and 27 (Figure C,H, Figure S6). Notably,
the 14-3-3/Pin1/23 complex shows two conformations for
Trp+1, suggesting that the side chain is not in the lowest energy
state (Figure S5). Furthermore, the alternative
Trp+1 conformation induced by 28 allows the formation
of water-mediated hydrogen bonds between the indole moiety of Trp+1
and Gln+3 of Pin1 and Asn42 and Ser45 of 14-3-3 (Figure H). These additional contacts
at the interface of the complex potentially explain the improved cooperative
behavior. We further hypothesize that these Pin1 specific interactions
will result in high selectivity of these fragments toward the Pin1/14-3-3
complex.
Selectivity Screening of Covalent Fragments
Drugging
the hub protein 14-3-3 raises the challenge of selectivity. We hypothesized
that the high level of cooperative behavior for the 14-3-3/Pin1_72/28 complex is a function of the unique functionality and topology
of the interface, specifically the +1 and +3 amino acid of Pin1_72
with the covalent fragment (Figure H). We further rationalized that this cooperativity
would likely translate to high selectivity. To test this, fragments 13, 27, and 28 were screened against
a panel of 13 peptides as diverse representatives of 14-3-3 client
proteins, differing in size and hydrophobicity of the +1 amino acid
(Figure A). First,
14-3-3 interaction partners with polar amino acids in the +1 position
were investigated. C-Raf has a threonine in the +1 position, whereby
the hydroxyl group sufficiently abolishes any stabilizing effect of 13, 27, and 28. Glutamic acid, glutamine,
cysteine, or serine, in this position, as offered by the B-Raf_729,
TBC1D237, ERRγ_179, and Mypt1_ 472 peptides, showed no significant
stabilization with 13, 27, and 28. A polar amino acid in the +1 position is not compatible with these
imine forming fragments. This is likely due to the direct hydrogen
bond possible between Lys122 of 14-3-3 and the polar side chain of
the +1 amino acid, coupled with the repulsive behavior of a polar
amino acid perpendicular to the aromatic ring of benzaldehyde. Similar
to polar +1 amino acids, a C-terminal phosphorylation motif, as prototypical
for ERα, was also not responsive to fragment stabilization with 13, 27, and 28. Again, salt bridge
formation between Lys122 and the carboxylic acid terminus of ERα
is the most logical rationale.[44] This is
in contrast to the natural compound FCA which elicits a 160-fold stabilization
of the 14-3-3/ERα complex.
Figure 4
Investigation of 13 representative 14-3-3/peptide
interactions
reveals selective stabilization of the 14-3-3/Pin1_72 complex by 28. (A) Radar plot of the SFs determined by FA protein titrations
in the presence of 100 μM fragment. Fragment 28 shows preferential binding for the Pin1_72/14-3-3γ comparable
to the effect of FCA on the ERα/14-3-3γ interaction. Right:
close-up. (B) SF values determined with 14-3-3γ titrations in
the presence of 100 μM 13, 27, or 28 in FA assays (n = 2). (C) Overlay of the
binding pose of 13, 27, and 28 (line representation) with the AS160 binding epitope (violet sticks;
PDB code 7NIX). (D) Structural overlay of the known 14-3-3 binding epitopes used
in this study. (E) Overlay of crystal structures of 13 (orange sticks, 2Fo – Fc map at 1σ as blue mesh) binding to the
p65_45 (violet sticks, carton)/14-3-3γ complex (PDB code 7NQP) and the CFTR (cyan
sticks, cartoon)/14-3-3 complex (PDB code 5D3F, FC-A hidden for clarity). Hydrophobic
contacts between 13 and Ile+1 of p65 and Val+1 of CFTR
are indicated by transparent spheres. (F) Cooperative analysis of
ternary complex formation using 28 with Pin1 and p65
peptides shows that stabilization of the ternary complex is driven
by the unique environment created by the partner peptide binding.
Investigation of 13 representative 14-3-3/peptide
interactions
reveals selective stabilization of the 14-3-3/Pin1_72 complex by 28. (A) Radar plot of the SFs determined by FA protein titrations
in the presence of 100 μM fragment. Fragment 28 shows preferential binding for the Pin1_72/14-3-3γ comparable
to the effect of FCA on the ERα/14-3-3γ interaction. Right:
close-up. (B) SF values determined with 14-3-3γ titrations in
the presence of 100 μM 13, 27, or 28 in FA assays (n = 2). (C) Overlay of the
binding pose of 13, 27, and 28 (line representation) with the AS160 binding epitope (violet sticks;
PDB code 7NIX). (D) Structural overlay of the known 14-3-3 binding epitopes used
in this study. (E) Overlay of crystal structures of 13 (orange sticks, 2Fo – Fc map at 1σ as blue mesh) binding to the
p65_45 (violet sticks, carton)/14-3-3γ complex (PDB code 7NQP) and the CFTR (cyan
sticks, cartoon)/14-3-3 complex (PDB code 5D3F, FC-A hidden for clarity). Hydrophobic
contacts between 13 and Ile+1 of p65 and Val+1 of CFTR
are indicated by transparent spheres. (F) Cooperative analysis of
ternary complex formation using 28 with Pin1 and p65
peptides shows that stabilization of the ternary complex is driven
by the unique environment created by the partner peptide binding.Following the importance of the tryptophan for
complex stabilization
of Pin1_72/14-3-3γ with the benzaldehydes, the influence of
phenylalanine (AS160) and tyrosine (Raptor) was investigated (Figure A,B). No appreciable
stabilization of the AS160/14-3-3γ complex was observed with
any of the fragments (13, 27, and 28), with SFs ranging from 1.2 to 2.7. The crystal structure
of AS160 shows that the phenyl side chain employs similar hydrophobic
contacts with the roof of 14-3-3 as Trp+1 of Pin1_72 (Figure C). Unlike Pin1_72, the C-terminus
of AS160 engages Phe+1 in intramolecular hydrophobic contacts with
Pro+4 and Pro+5. The +1 phenylalanine likely cannot rearrange to allow
fragment binding. The Raptor/14-3-3γ binary complex proved to
be more responsive to fragment stabilization with 28 showing
a 9.5-fold stabilization of the binary complex. No structural data
are available for the Raptor/14-3-3 interface.The aldimine
formation with Lys122 was first identified for the
p65/14-3-3 interaction, with p65, which contains an isoleucine at
the +1 position.[34] Hence, small hydrophobic
residues could potentially form hydrophobic contacts with the benzaldehyde
scaffold. This was investigated by comparing the effect of 13, 27, and 28 on 14-3-3 interaction partners
with a leucine (Abl1pT735), isoleucine (p65pS45), or valine (CFTRpS753)
at the +1 position. Fragments 13 and 28 elicited
some stabilizing activity for all three interaction partners with
SF values ranging from 4.7 for 13 with p65 to 12.5 for 27 with CFTR. Fragment 27 induced no significant
complex stabilization. The B-Raf_365 peptide with an alanine in the
+1 position was not responsive to complex stabilization by any of
the imine-forming aldehydes. This is likely a result of the topology
formed by the C-terminus of B-Raf_365, which creates a smaller binding
pocket occluding the fragments.[29] This
demonstrates not only the functionality of the C-terminus of the partner
protein is important, but the topology of the binding pocket formed
by the interaction partner also dictates binding (Figure D).Remarkably, none
of the fragments showed any significant inhibiting
effects on binary complex formation, indicating a very low intrinsic
affinity of the aldehyde fragments toward 14-3-3 alone. This is exemplified
by peptides B-Raf_365 (Ala+1), ERRγ (Cys+1) and C-terminally
truncated ERα (Val+1-COOH) where the addition of 100 μM
fragment resulted in no change in KD value
of the binary complex formation (Figure S7A). We further investigated whether these fragments elicited competitive
behavior against non-stabilized interactions in a dose-dependent manner,
by titrating the fragment to a fixed concentration of 14-3-3 and partner
peptide (Figure S7B). B-Raf_365, which
has a hydrophobic residue in the +1 position and is not stabilized
by the fragments, showed no inhibition of 14-3-3/partner peptide complex
formation at concentration of ≤1.5 mM of 27 or 28 (Figure S7C). Titration of 27 or 28 to a complex of 14-3-3/ERRγ or
14-3-3/ERα, which forms hydrogen bonds with Lys122, showed no
competitive behavior at concentration of ≤750 μM. Notably, 28 and 27 showed moderate to low inhibition of
ERα at a high micromolar concentration (750–1500 μM),
respectively. In regard to ERRγ, inhibition of peptide binding
was only observed at a concentration of 1.5 mM for 28. This suggests that the aldehyde fragments have a low intrinsic
affinity toward 14-3-3 alone. This leads to a desirable, noncompetitive
binding mode.Soakings of 13 and 23 into p65/14-3-3σΔC
complexes provided an explanation of selectivity. The ternary complex
with p65/14-3-3σΔC/13 showed a distinct binding
pose to the fragments in comparison with Pin1_72/14-3-3σΔC.
Specifically, the 2-phenyl ring of 13 and 23 points toward Ile+1 of p65_45 (Figure E, Table S4).
In this orientation, the Ile+1 makes hydrophobic contacts with both
benzene rings of 13 and 23, providing a
rationale for the correlation of the size of the hydrophobic residue
and the observed complex stabilization. With the increasing size of
the +1 amino acid, the residue fills more of the physical space between
the two ring systems. The additional bromine of 23 pushes
the 2-phenyl ring away from the roof of 14-3-3σΔC, explaining
the lower activity toward Abl1, p65, and CFTR (Figure S6). While a crystal structure of 28 with
p65 was not obtained, given the structural similarities of the fragments,
it can be assumed that 28 adopts a similar binding pose.
The conformational change of 13 and 23 within
the p65/14-3-3 complex illustrates how the functionality and topology
of the binding partner influence ligand binding. While direct hydrophobic
contacts were observed with the fragments 13 and 23, compared with the Pin1_72/14-3-3 complex, there are significantly
fewer interactions occurring at the composite interface within the
p65/14-3-3 complex.Finally, we performed a cooperativity analysis
of the 14-3-3/p65/28 complex to investigate how these
structural observations
translate to cooperativity. For the 14-3-3/p65/28 complex,
saturation of the system was not achieved at concentration of ≤1
mM with SF1mM = 37 (Figure F). This stabilization effect remains relatively small
compared to the 270-fold stabilization of the Pin1/14-3-3 complex
by 28 already achieved at lower concentrations. This
lower cooperativity profile suggests that hydrophobic contacts of
the phenyl and benzaldehyde rings of 28 with Ile+1 of
p65 do not contribute significantly to the stabilization of the ternary
complex. More importantly, the lack of induced additional 14-3-3/p65
contacts upon binding of 28, as seen with Pin1, likely
accounts for the disparity in cooperativity. The cooperative interactions
within the 14-3-3/Pin1/28 complex are thus significant
driving factors for selective stabilization.A recent screening
campaign mapping the effect of PROTACS on cellular
interaction networks suggests that a disturbance of the E3-ligase
interactome is predominately responsible for the cellular activities
of the tested compounds.[45] The high affinity
of the compounds toward the E3-ligases, which were supposed to label
target proteins for degradation, hijacked their natural interactome.
A lower intrinsic affinity of molecular glues toward hub proteins,
like the E3-ligases or 14-3-3 proteins, reduces the risk of a general
disturbance of the related interactome. This aligns with our findings
that the cooperative ternary complex formation with a low intrinsic
affinity of the fragment toward the hub protein is beneficial for
selective PPI stabilization.
Conclusions
Targeting
hub proteins, such as 14-3-3, via PPI modulation raises
the challenge of achieving selectivity. Here we demonstrate a covalent
imine-based tethering approach for de novo development
of highly selective stabilizer fragments for the hub protein 14-3-3,
within only a few focused library iterations. Critical to the development
of selective stabilizers is the location of the covalent anchor at
the interface of the composite pocket. In contrast to anchor points
peripheral to the interface, this approach biases fragments that are
selective for a specific PPI interaction by exploiting templating
effects of the partner protein. We show that by harnessing unique
topologies and functionalities within a composite binding pocket,
unique fragments specific for the complex can be identified. Building
upon these fragments to engage with the partner protein enabled the
rapid identification of fragment based molecular glues which elicit
submicromolar stabilizing activity. Further, we show how the 14-3-3/Pin1
complex can selectively be stabilized over other 14-3-3/complexes
and demonstrate that the use of aldehydes as reversible covalent chemical
probes does not lead to the inhibition of other 14-3-3 complexes formation.
This highlights the advantage of dynamic covalent tethering over nonreversible
covalent bonds. Utilizing cooperative analysis and X-ray crystallography,
we elucidate the cooperativity of this series of fragments and the
mechanism of action. Selectivity screening using a panel of 14-3-3
partner peptides identifies fragment 28 as highly selective
for the Pin1 interaction. This is an important step forward in PPI
stabilization of specifically hub proteins, such as 14-3-3, showing
that a specific interaction can be stabilized over other interactions
with a common binding motif. Finally, we show that by exploiting cooperative
behavior, we can drive selective complex formation. Specifically,
we observed that direct communication through ligand–peptide
interactions is critical to cooperativity, inducing additional interactions
between the two protein partners that are relevant for the 14-3-3/Pin1/28 complex stability. The research shown here is relevant
to the ongoing growth of molecular glues as drug candidates. Further,
observations seen here are, for example, laterally translatable to
the field of cooperative PROTACS and to the further understanding
of biochemical cooperativity.[46]
Authors: Paul N Mortenson; Daniel A Erlanson; Iwan J P de Esch; Wolfgang Jahnke; Christopher N Johnson Journal: J Med Chem Date: 2018-11-21 Impact factor: 7.446
Authors: Jack D Sadowsky; Mark A Burlingame; Dennis W Wolan; Christopher L McClendon; Matthew P Jacobson; James A Wells Journal: Proc Natl Acad Sci U S A Date: 2011-03-23 Impact factor: 11.205
Authors: Richard G Doveston; Ave Kuusk; Sebastian A Andrei; Seppe Leysen; Qing Cao; Maria P Castaldi; Adam Hendricks; Luc Brunsveld; Hongming Chen; Helen Boyd; Christian Ottmann Journal: FEBS Lett Date: 2017-08-06 Impact factor: 4.124
Authors: Efrat Resnick; Anthony Bradley; Jinrui Gan; Alice Douangamath; Tobias Krojer; Ritika Sethi; Paul P Geurink; Anthony Aimon; Gabriel Amitai; Dom Bellini; James Bennett; Michael Fairhead; Oleg Fedorov; Ronen Gabizon; Jin Gan; Jingxu Guo; Alexander Plotnikov; Nava Reznik; Gian Filippo Ruda; Laura Díaz-Sáez; Verena M Straub; Tamas Szommer; Srikannathasan Velupillai; Daniel Zaidman; Yanling Zhang; Alun R Coker; Christopher G Dowson; Haim M Barr; Chu Wang; Kilian V M Huber; Paul E Brennan; Huib Ovaa; Frank von Delft; Nir London Journal: J Am Chem Soc Date: 2019-05-22 Impact factor: 15.419
Authors: Hendrik J Brink; Rick Riemens; Stephanie Thee; Berend Beishuizen; Daniel da Costa Pereira; Maikel Wijtmans; Iwan de Esch; Martine J Smit; Albertus H de Boer Journal: Chembiochem Date: 2022-07-19 Impact factor: 3.461